id sid tid token lemma pos american_scientific_journal-4942 1 1 10 10 NUM american_scientific_journal-4942 1 2 american american ADJ american_scientific_journal-4942 1 3 scientific scientific ADJ american_scientific_journal-4942 1 4 research research NOUN american_scientific_journal-4942 1 5 journal journal NOUN american_scientific_journal-4942 1 6 for for ADP american_scientific_journal-4942 1 7 engineering engineering NOUN american_scientific_journal-4942 1 8 , , PUNCT american_scientific_journal-4942 1 9 technology technology NOUN american_scientific_journal-4942 1 10 , , PUNCT american_scientific_journal-4942 1 11 and and CCONJ american_scientific_journal-4942 1 12 sciences science NOUN american_scientific_journal-4942 1 13 ( ( PUNCT american_scientific_journal-4942 1 14 asrjets asrjet NOUN american_scientific_journal-4942 1 15 ) ) PUNCT american_scientific_journal-4942 1 16 issn issn PROPN american_scientific_journal-4942 1 17 ( ( PUNCT american_scientific_journal-4942 1 18 print print NOUN american_scientific_journal-4942 1 19 ) ) PUNCT american_scientific_journal-4942 1 20 2313 2313 NUM american_scientific_journal-4942 1 21 - - SYM american_scientific_journal-4942 1 22 4410 4410 NUM american_scientific_journal-4942 1 23 , , PUNCT american_scientific_journal-4942 1 24 issn issn PROPN american_scientific_journal-4942 1 25 ( ( PUNCT american_scientific_journal-4942 1 26 online online ADJ american_scientific_journal-4942 1 27 ) ) PUNCT american_scientific_journal-4942 1 28 2313 2313 NUM american_scientific_journal-4942 1 29 - - SYM american_scientific_journal-4942 1 30 4402 4402 NUM american_scientific_journal-4942 1 31 © © PROPN american_scientific_journal-4942 1 32 global global ADJ american_scientific_journal-4942 1 33 society society NOUN american_scientific_journal-4942 1 34 of of ADP american_scientific_journal-4942 1 35 scientific scientific ADJ american_scientific_journal-4942 1 36 research research NOUN american_scientific_journal-4942 1 37 and and CCONJ american_scientific_journal-4942 1 38 researchers researcher NOUN american_scientific_journal-4942 1 39 http://asrjetsjournal.org/ http://asrjetsjournal.org/ NOUN american_scientific_journal-4942 1 40 five five NUM american_scientific_journal-4942 1 41 classifications classification NOUN american_scientific_journal-4942 1 42 of of ADP american_scientific_journal-4942 1 43 mammography mammography NOUN american_scientific_journal-4942 1 44 images image NOUN american_scientific_journal-4942 1 45 based base VERB american_scientific_journal-4942 1 46 on on ADP american_scientific_journal-4942 1 47 deep deep ADJ american_scientific_journal-4942 1 48 cooperation cooperation NOUN american_scientific_journal-4942 1 49 convolutional convolutional ADJ american_scientific_journal-4942 1 50 neural neural ADJ american_scientific_journal-4942 1 51 network network NOUN american_scientific_journal-4942 1 52 tang tang NOUN american_scientific_journal-4942 1 53 chun chun PROPN american_scientific_journal-4942 1 54 - - PUNCT american_scientific_journal-4942 1 55 minga minga NOUN american_scientific_journal-4942 1 56 * * PUNCT american_scientific_journal-4942 1 57 , , PUNCT american_scientific_journal-4942 1 58 cui cui PROPN american_scientific_journal-4942 1 59 xiao xiao PROPN american_scientific_journal-4942 1 60 - - PUNCT american_scientific_journal-4942 1 61 meib meib PROPN american_scientific_journal-4942 1 62 , , PUNCT american_scientific_journal-4942 1 63 yu yu PROPN american_scientific_journal-4942 1 64 xiangc xiangc PROPN american_scientific_journal-4942 1 65 , , PUNCT american_scientific_journal-4942 1 66 yang yang PROPN american_scientific_journal-4942 1 67 fand fand PROPN american_scientific_journal-4942 1 68 aschool aschool PROPN american_scientific_journal-4942 1 69 of of ADP american_scientific_journal-4942 1 70 artificial artificial ADJ american_scientific_journal-4942 1 71 intelligence intelligence NOUN american_scientific_journal-4942 1 72 institute institute PROPN american_scientific_journal-4942 1 73 , , PUNCT american_scientific_journal-4942 1 74 tianjin tianjin PROPN american_scientific_journal-4942 1 75 polytechnic polytechnic PROPN american_scientific_journal-4942 1 76 university university PROPN american_scientific_journal-4942 1 77 , , PUNCT american_scientific_journal-4942 1 78 tianjin tianjin PROPN american_scientific_journal-4942 1 79 , , PUNCT american_scientific_journal-4942 1 80 300387,china 300387,china PROPN american_scientific_journal-4942 1 81 bschool bschool NOUN american_scientific_journal-4942 1 82 of of ADP american_scientific_journal-4942 1 83 electronics electronic NOUN american_scientific_journal-4942 1 84 and and CCONJ american_scientific_journal-4942 1 85 information information NOUN american_scientific_journal-4942 1 86 engineering engineering NOUN american_scientific_journal-4942 1 87 , , PUNCT american_scientific_journal-4942 1 88 tianjin tianjin PROPN american_scientific_journal-4942 1 89 polytechnic polytechnic PROPN american_scientific_journal-4942 1 90 university university PROPN american_scientific_journal-4942 1 91 , , PUNCT american_scientific_journal-4942 1 92 tianjin tianjin PROPN american_scientific_journal-4942 1 93 , , PUNCT american_scientific_journal-4942 1 94 300387,china 300387,china PROPN american_scientific_journal-4942 1 95 ccountry ccountry NOUN american_scientific_journal-4942 1 96 center center NOUN american_scientific_journal-4942 1 97 for for ADP american_scientific_journal-4942 1 98 engineering engineering NOUN american_scientific_journal-4942 1 99 practice practice NOUN american_scientific_journal-4942 1 100 and and CCONJ american_scientific_journal-4942 1 101 training training NOUN american_scientific_journal-4942 1 102 , , PUNCT american_scientific_journal-4942 1 103 tianjin tianjin PROPN american_scientific_journal-4942 1 104 polytechnic polytechnic PROPN american_scientific_journal-4942 1 105 university university PROPN american_scientific_journal-4942 1 106 , , PUNCT american_scientific_journal-4942 1 107 tianjin tianjin PROPN american_scientific_journal-4942 1 108 , , PUNCT american_scientific_journal-4942 1 109 300387 300387 NUM american_scientific_journal-4942 1 110 , , PUNCT american_scientific_journal-4942 1 111 china china PROPN american_scientific_journal-4942 1 112 dunion dunion PROPN american_scientific_journal-4942 1 113 hospital hospital PROPN american_scientific_journal-4942 1 114 tongji tongji PROPN american_scientific_journal-4942 1 115 medical medical PROPN american_scientific_journal-4942 1 116 college college PROPN american_scientific_journal-4942 1 117 huazhong huazhong PROPN american_scientific_journal-4942 1 118 university university PROPN american_scientific_journal-4942 1 119 of of ADP american_scientific_journal-4942 1 120 science science NOUN american_scientific_journal-4942 1 121 and and CCONJ american_scientific_journal-4942 1 122 technology technology NOUN american_scientific_journal-4942 1 123 , , PUNCT american_scientific_journal-4942 1 124 wuhan wuhan PROPN american_scientific_journal-4942 1 125 , , PUNCT american_scientific_journal-4942 1 126 430030 430030 NUM american_scientific_journal-4942 1 127 , , PUNCT american_scientific_journal-4942 1 128 china china PROPN american_scientific_journal-4942 1 129 aemail aemail NOUN american_scientific_journal-4942 1 130 : : PUNCT american_scientific_journal-4942 1 131 tangchunming@tjpu.edu.cn tangchunming@tjpu.edu.cn NOUN american_scientific_journal-4942 1 132 bemail bemail NOUN american_scientific_journal-4942 1 133 : : PUNCT american_scientific_journal-4942 1 134 1731095297@stu.tjpu.edu.cn 1731095297@stu.tjpu.edu.cn NUM american_scientific_journal-4942 1 135 cemail cemail NOUN american_scientific_journal-4942 1 136 : : PUNCT american_scientific_journal-4942 1 137 1922489185@qq.com 1922489185@qq.com NUM american_scientific_journal-4942 1 138 demail demail NOUN american_scientific_journal-4942 1 139 : : PUNCT american_scientific_journal-4942 1 140 fyang@vip.163.com fyang@vip.163.com PROPN american_scientific_journal-4942 1 141 abstract abstract ADJ american_scientific_journal-4942 1 142 mammography mammography NOUN american_scientific_journal-4942 1 143 is be AUX american_scientific_journal-4942 1 144 currently currently ADV american_scientific_journal-4942 1 145 the the DET american_scientific_journal-4942 1 146 preferred preferred ADJ american_scientific_journal-4942 1 147 imaging imaging NOUN american_scientific_journal-4942 1 148 method method NOUN american_scientific_journal-4942 1 149 for for ADP american_scientific_journal-4942 1 150 breast breast NOUN american_scientific_journal-4942 1 151 cancer cancer NOUN american_scientific_journal-4942 1 152 screening screening NOUN american_scientific_journal-4942 1 153 . . PUNCT american_scientific_journal-4942 2 1 masses masse NOUN american_scientific_journal-4942 2 2 and and CCONJ american_scientific_journal-4942 2 3 calcification calcification NOUN american_scientific_journal-4942 2 4 are be AUX american_scientific_journal-4942 2 5 the the DET american_scientific_journal-4942 2 6 main main ADJ american_scientific_journal-4942 2 7 positive positive ADJ american_scientific_journal-4942 2 8 signs sign NOUN american_scientific_journal-4942 2 9 of of ADP american_scientific_journal-4942 2 10 mammography mammography NOUN american_scientific_journal-4942 2 11 . . PUNCT american_scientific_journal-4942 3 1 due due ADP american_scientific_journal-4942 3 2 to to ADP american_scientific_journal-4942 3 3 the the DET american_scientific_journal-4942 3 4 variable variable ADJ american_scientific_journal-4942 3 5 appearance appearance NOUN american_scientific_journal-4942 3 6 of of ADP american_scientific_journal-4942 3 7 masses masse NOUN american_scientific_journal-4942 3 8 and and CCONJ american_scientific_journal-4942 3 9 calcification calcification NOUN american_scientific_journal-4942 3 10 , , PUNCT american_scientific_journal-4942 3 11 a a DET american_scientific_journal-4942 3 12 significant significant ADJ american_scientific_journal-4942 3 13 number number NOUN american_scientific_journal-4942 3 14 of of ADP american_scientific_journal-4942 3 15 breast breast NOUN american_scientific_journal-4942 3 16 cancer cancer NOUN american_scientific_journal-4942 3 17 cases case NOUN american_scientific_journal-4942 3 18 are be AUX american_scientific_journal-4942 3 19 missed miss VERB american_scientific_journal-4942 3 20 or or CCONJ american_scientific_journal-4942 3 21 misdiagnosed misdiagnose VERB american_scientific_journal-4942 3 22 if if SCONJ american_scientific_journal-4942 3 23 it it PRON american_scientific_journal-4942 3 24 is be AUX american_scientific_journal-4942 3 25 only only ADV american_scientific_journal-4942 3 26 depended depend VERB american_scientific_journal-4942 3 27 on on ADP american_scientific_journal-4942 3 28 the the DET american_scientific_journal-4942 3 29 radiologists radiologist NOUN american_scientific_journal-4942 3 30 ’ ' PUNCT american_scientific_journal-4942 3 31 subjective subjective ADJ american_scientific_journal-4942 3 32 judgement judgement NOUN american_scientific_journal-4942 3 33 . . PUNCT american_scientific_journal-4942 4 1 at at ADP american_scientific_journal-4942 4 2 present present ADJ american_scientific_journal-4942 4 3 , , PUNCT american_scientific_journal-4942 4 4 most most ADJ american_scientific_journal-4942 4 5 of of ADP american_scientific_journal-4942 4 6 the the DET american_scientific_journal-4942 4 7 studies study NOUN american_scientific_journal-4942 4 8 are be AUX american_scientific_journal-4942 4 9 based base VERB american_scientific_journal-4942 4 10 on on ADP american_scientific_journal-4942 4 11 the the DET american_scientific_journal-4942 4 12 classical classical ADJ american_scientific_journal-4942 4 13 convolutional convolutional ADJ american_scientific_journal-4942 4 14 neural neural ADJ american_scientific_journal-4942 4 15 networks network NOUN american_scientific_journal-4942 4 16 ( ( PUNCT american_scientific_journal-4942 4 17 cnn cnn PROPN american_scientific_journal-4942 4 18 ) ) PUNCT american_scientific_journal-4942 4 19 , , PUNCT american_scientific_journal-4942 4 20 which which PRON american_scientific_journal-4942 4 21 uses use VERB american_scientific_journal-4942 4 22 the the DET american_scientific_journal-4942 4 23 transfer transfer NOUN american_scientific_journal-4942 4 24 learning learn VERB american_scientific_journal-4942 4 25 to to PART american_scientific_journal-4942 4 26 classify classify VERB american_scientific_journal-4942 4 27 the the DET american_scientific_journal-4942 4 28 benign benign ADJ american_scientific_journal-4942 4 29 and and CCONJ american_scientific_journal-4942 4 30 malignant malignant ADJ american_scientific_journal-4942 4 31 masses masse NOUN american_scientific_journal-4942 4 32 in in ADP american_scientific_journal-4942 4 33 the the DET american_scientific_journal-4942 4 34 mammography mammography NOUN american_scientific_journal-4942 4 35 images image NOUN american_scientific_journal-4942 4 36 . . PUNCT american_scientific_journal-4942 5 1 however however ADV american_scientific_journal-4942 5 2 , , PUNCT american_scientific_journal-4942 5 3 the the DET american_scientific_journal-4942 5 4 cnn cnn PROPN american_scientific_journal-4942 5 5 is be AUX american_scientific_journal-4942 5 6 designed design VERB american_scientific_journal-4942 5 7 for for ADP american_scientific_journal-4942 5 8 natural natural ADJ american_scientific_journal-4942 5 9 images image NOUN american_scientific_journal-4942 5 10 which which PRON american_scientific_journal-4942 5 11 are be AUX american_scientific_journal-4942 5 12 substantially substantially ADV american_scientific_journal-4942 5 13 different different ADJ american_scientific_journal-4942 5 14 from from ADP american_scientific_journal-4942 5 15 medical medical ADJ american_scientific_journal-4942 5 16 images image NOUN american_scientific_journal-4942 5 17 . . PUNCT american_scientific_journal-4942 6 1 therefore therefore ADV american_scientific_journal-4942 6 2 , , PUNCT american_scientific_journal-4942 6 3 we we PRON american_scientific_journal-4942 6 4 propose propose VERB american_scientific_journal-4942 6 5 a a DET american_scientific_journal-4942 6 6 deep deep ADJ american_scientific_journal-4942 6 7 cooperation cooperation NOUN american_scientific_journal-4942 6 8 cnn cnn PROPN american_scientific_journal-4942 6 9 ( ( PUNCT american_scientific_journal-4942 6 10 dccnn dccnn PROPN american_scientific_journal-4942 6 11 ) ) PUNCT american_scientific_journal-4942 6 12 to to PART american_scientific_journal-4942 6 13 classify classify VERB american_scientific_journal-4942 6 14 mammography mammography NOUN american_scientific_journal-4942 6 15 images image NOUN american_scientific_journal-4942 6 16 of of ADP american_scientific_journal-4942 6 17 a a DET american_scientific_journal-4942 6 18 data datum NOUN american_scientific_journal-4942 6 19 set set VERB american_scientific_journal-4942 6 20 into into ADP american_scientific_journal-4942 6 21 five five NUM american_scientific_journal-4942 6 22 categories category NOUN american_scientific_journal-4942 6 23 including include VERB american_scientific_journal-4942 6 24 benign benign ADJ american_scientific_journal-4942 6 25 calcification calcification NOUN american_scientific_journal-4942 6 26 , , PUNCT american_scientific_journal-4942 6 27 benign benign ADJ american_scientific_journal-4942 6 28 mass mass NOUN american_scientific_journal-4942 6 29 , , PUNCT american_scientific_journal-4942 6 30 malignant malignant ADJ american_scientific_journal-4942 6 31 calcification calcification NOUN american_scientific_journal-4942 6 32 , , PUNCT american_scientific_journal-4942 6 33 malignant malignant ADJ american_scientific_journal-4942 6 34 mass mass NOUN american_scientific_journal-4942 6 35 and and CCONJ american_scientific_journal-4942 6 36 normal normal ADJ american_scientific_journal-4942 6 37 breast breast NOUN american_scientific_journal-4942 6 38 . . PUNCT american_scientific_journal-4942 7 1 the the DET american_scientific_journal-4942 7 2 data datum NOUN american_scientific_journal-4942 7 3 set set VERB american_scientific_journal-4942 7 4 consists consist VERB american_scientific_journal-4942 7 5 of of ADP american_scientific_journal-4942 7 6 695 695 NUM american_scientific_journal-4942 7 7 normal normal ADJ american_scientific_journal-4942 7 8 cases case NOUN american_scientific_journal-4942 7 9 from from ADP american_scientific_journal-4942 7 10 ddsm ddsm ADJ american_scientific_journal-4942 7 11 , , PUNCT american_scientific_journal-4942 7 12 753 753 NUM american_scientific_journal-4942 7 13 calcification calcification NOUN american_scientific_journal-4942 7 14 cases case NOUN american_scientific_journal-4942 7 15 and and CCONJ american_scientific_journal-4942 7 16 891 891 NUM american_scientific_journal-4942 7 17 mass mass ADJ american_scientific_journal-4942 7 18 cases case NOUN american_scientific_journal-4942 7 19 from from ADP american_scientific_journal-4942 7 20 cbis cbis NOUN american_scientific_journal-4942 7 21 - - PUNCT american_scientific_journal-4942 7 22 ddsm ddsm ADJ american_scientific_journal-4942 7 23 . . PUNCT american_scientific_journal-4942 8 1 finally finally ADV american_scientific_journal-4942 8 2 , , PUNCT american_scientific_journal-4942 8 3 dccnn dccnn PROPN american_scientific_journal-4942 8 4 achieves achieve VERB american_scientific_journal-4942 8 5 91 91 NUM american_scientific_journal-4942 8 6 % % NOUN american_scientific_journal-4942 8 7 accuracy accuracy NOUN american_scientific_journal-4942 8 8 and and CCONJ american_scientific_journal-4942 8 9 0.98 0.98 NUM american_scientific_journal-4942 8 10 auc auc NOUN american_scientific_journal-4942 8 11 on on ADP american_scientific_journal-4942 8 12 the the DET american_scientific_journal-4942 8 13 test test NOUN american_scientific_journal-4942 8 14 set set NOUN american_scientific_journal-4942 8 15 , , PUNCT american_scientific_journal-4942 8 16 whose whose DET american_scientific_journal-4942 8 17 performance performance NOUN american_scientific_journal-4942 8 18 is be AUX american_scientific_journal-4942 8 19 superior superior ADJ american_scientific_journal-4942 8 20 to to ADP american_scientific_journal-4942 8 21 vgg16 vgg16 PROPN american_scientific_journal-4942 8 22 , , PUNCT american_scientific_journal-4942 8 23 googlenet googlenet NOUN american_scientific_journal-4942 8 24 and and CCONJ american_scientific_journal-4942 8 25 inceptionv3 inceptionv3 NOUN american_scientific_journal-4942 8 26 models model NOUN american_scientific_journal-4942 8 27 . . PUNCT american_scientific_journal-4942 9 1 therefore therefore ADV american_scientific_journal-4942 9 2 , , PUNCT american_scientific_journal-4942 9 3 dccnn dccnn PROPN american_scientific_journal-4942 9 4 can can AUX american_scientific_journal-4942 9 5 aid aid VERB american_scientific_journal-4942 9 6 radiologists radiologist NOUN american_scientific_journal-4942 9 7 to to PART american_scientific_journal-4942 9 8 make make VERB american_scientific_journal-4942 9 9 more more ADV american_scientific_journal-4942 9 10 accurate accurate ADJ american_scientific_journal-4942 9 11 judgments judgment NOUN american_scientific_journal-4942 9 12 , , PUNCT american_scientific_journal-4942 9 13 greatly greatly ADV american_scientific_journal-4942 9 14 reducing reduce VERB american_scientific_journal-4942 9 15 the the DET american_scientific_journal-4942 9 16 rate rate NOUN american_scientific_journal-4942 9 17 of of ADP american_scientific_journal-4942 9 18 missed miss VERB american_scientific_journal-4942 9 19 and and CCONJ american_scientific_journal-4942 9 20 misdiagnosis misdiagnosis NOUN american_scientific_journal-4942 9 21 . . PUNCT american_scientific_journal-4942 10 1 keywords keyword NOUN american_scientific_journal-4942 10 2 : : PUNCT american_scientific_journal-4942 10 3 mammography mammography NOUN american_scientific_journal-4942 10 4 ; ; PUNCT american_scientific_journal-4942 10 5 breast breast NOUN american_scientific_journal-4942 10 6 cancer cancer NOUN american_scientific_journal-4942 10 7 screening screening NOUN american_scientific_journal-4942 10 8 ; ; PUNCT american_scientific_journal-4942 10 9 cnn cnn PROPN american_scientific_journal-4942 10 10 ; ; PUNCT american_scientific_journal-4942 10 11 deep deep ADJ american_scientific_journal-4942 10 12 cooperation cooperation NOUN american_scientific_journal-4942 10 13 cnn cnn PROPN american_scientific_journal-4942 10 14 . . PUNCT american_scientific_journal-4942 11 1 ----------------------------------------------------------------------- ----------------------------------------------------------------------- PUNCT american_scientific_journal-4942 12 1 * * PUNCT american_scientific_journal-4942 12 2 corresponding correspond VERB american_scientific_journal-4942 12 3 author author NOUN american_scientific_journal-4942 12 4 . . PUNCT american_scientific_journal-4942 13 1 http://asrjetsjournal.org/ http://asrjetsjournal.org/ PROPN american_scientific_journal-4942 13 2 american american PROPN american_scientific_journal-4942 13 3 scientific scientific PROPN american_scientific_journal-4942 13 4 research research NOUN american_scientific_journal-4942 13 5 journal journal NOUN american_scientific_journal-4942 13 6 for for ADP american_scientific_journal-4942 13 7 engineering engineering NOUN american_scientific_journal-4942 13 8 , , PUNCT american_scientific_journal-4942 13 9 technology technology NOUN american_scientific_journal-4942 13 10 , , PUNCT american_scientific_journal-4942 13 11 and and CCONJ american_scientific_journal-4942 13 12 sciences science NOUN american_scientific_journal-4942 13 13 ( ( PUNCT american_scientific_journal-4942 13 14 asrjets asrjet NOUN american_scientific_journal-4942 13 15 ) ) PUNCT american_scientific_journal-4942 13 16 ( ( PUNCT american_scientific_journal-4942 13 17 2019 2019 NUM american_scientific_journal-4942 13 18 ) ) PUNCT american_scientific_journal-4942 13 19 volume volume NOUN american_scientific_journal-4942 13 20 57 57 NUM american_scientific_journal-4942 13 21 , , PUNCT american_scientific_journal-4942 13 22 no no DET american_scientific_journal-4942 13 23 1 1 NUM american_scientific_journal-4942 13 24 , , PUNCT american_scientific_journal-4942 13 25 pp pp ADV american_scientific_journal-4942 13 26 10 10 NUM american_scientific_journal-4942 13 27 - - SYM american_scientific_journal-4942 13 28 21 21 NUM american_scientific_journal-4942 13 29 11 11 NUM american_scientific_journal-4942 13 30 1 1 NUM american_scientific_journal-4942 13 31 . . PUNCT american_scientific_journal-4942 14 1 introduction introduction NOUN american_scientific_journal-4942 14 2 breast breast NOUN american_scientific_journal-4942 14 3 cancer cancer NOUN american_scientific_journal-4942 14 4 is be AUX american_scientific_journal-4942 14 5 the the DET american_scientific_journal-4942 14 6 most most ADV american_scientific_journal-4942 14 7 common common ADJ american_scientific_journal-4942 14 8 cancer cancer NOUN american_scientific_journal-4942 14 9 and and CCONJ american_scientific_journal-4942 14 10 it it PRON american_scientific_journal-4942 14 11 is be AUX american_scientific_journal-4942 14 12 also also ADV american_scientific_journal-4942 14 13 one one NUM american_scientific_journal-4942 14 14 of of ADP american_scientific_journal-4942 14 15 the the DET american_scientific_journal-4942 14 16 main main ADJ american_scientific_journal-4942 14 17 causes cause NOUN american_scientific_journal-4942 14 18 of of ADP american_scientific_journal-4942 14 19 female female ADJ american_scientific_journal-4942 14 20 death death NOUN american_scientific_journal-4942 15 1 [ [ X american_scientific_journal-4942 15 2 1 1 NUM american_scientific_journal-4942 15 3 ] ] PUNCT american_scientific_journal-4942 15 4 . . PUNCT american_scientific_journal-4942 15 5 smoking smoking NOUN american_scientific_journal-4942 15 6 , , PUNCT american_scientific_journal-4942 15 7 drinking drinking NOUN american_scientific_journal-4942 15 8 , , PUNCT american_scientific_journal-4942 15 9 obesity obesity NOUN american_scientific_journal-4942 15 10 , , PUNCT american_scientific_journal-4942 15 11 excessive excessive ADJ american_scientific_journal-4942 15 12 stress stress NOUN american_scientific_journal-4942 15 13 and and CCONJ american_scientific_journal-4942 15 14 other other ADJ american_scientific_journal-4942 15 15 factors factor NOUN american_scientific_journal-4942 15 16 are be AUX american_scientific_journal-4942 15 17 the the DET american_scientific_journal-4942 15 18 main main ADJ american_scientific_journal-4942 15 19 causes cause NOUN american_scientific_journal-4942 15 20 of of ADP american_scientific_journal-4942 15 21 breast breast NOUN american_scientific_journal-4942 15 22 cancer cancer NOUN american_scientific_journal-4942 15 23 in in ADP american_scientific_journal-4942 15 24 women woman NOUN american_scientific_journal-4942 15 25 . . PUNCT american_scientific_journal-4942 16 1 in in ADP american_scientific_journal-4942 16 2 china china PROPN american_scientific_journal-4942 16 3 , , PUNCT american_scientific_journal-4942 16 4 the the DET american_scientific_journal-4942 16 5 incidence incidence NOUN american_scientific_journal-4942 16 6 of of ADP american_scientific_journal-4942 16 7 breast breast NOUN american_scientific_journal-4942 16 8 cancer cancer NOUN american_scientific_journal-4942 16 9 is be AUX american_scientific_journal-4942 16 10 increasing increase VERB american_scientific_journal-4942 16 11 year year NOUN american_scientific_journal-4942 16 12 by by ADP american_scientific_journal-4942 16 13 year year NOUN american_scientific_journal-4942 16 14 , , PUNCT american_scientific_journal-4942 16 15 about about ADV american_scientific_journal-4942 16 16 270,000 270,000 NUM american_scientific_journal-4942 16 17 new new ADJ american_scientific_journal-4942 16 18 cases case NOUN american_scientific_journal-4942 16 19 appearing appear VERB american_scientific_journal-4942 16 20 each each DET american_scientific_journal-4942 16 21 year year NOUN american_scientific_journal-4942 17 1 [ [ X american_scientific_journal-4942 17 2 2 2 NUM american_scientific_journal-4942 17 3 ] ] PUNCT american_scientific_journal-4942 17 4 . . PUNCT american_scientific_journal-4942 18 1 breast breast NOUN american_scientific_journal-4942 18 2 cancer cancer NOUN american_scientific_journal-4942 18 3 screening screening NOUN american_scientific_journal-4942 18 4 helps help VERB american_scientific_journal-4942 18 5 people people NOUN american_scientific_journal-4942 18 6 detect detect VERB american_scientific_journal-4942 18 7 potential potential ADJ american_scientific_journal-4942 18 8 breast breast NOUN american_scientific_journal-4942 18 9 cancer cancer NOUN american_scientific_journal-4942 18 10 early early ADV american_scientific_journal-4942 18 11 . . PUNCT american_scientific_journal-4942 19 1 therefore therefore ADV american_scientific_journal-4942 19 2 , , PUNCT american_scientific_journal-4942 19 3 early early ADJ american_scientific_journal-4942 19 4 breast breast NOUN american_scientific_journal-4942 19 5 cancer cancer NOUN american_scientific_journal-4942 19 6 screening screening NOUN american_scientific_journal-4942 19 7 increases increase VERB american_scientific_journal-4942 19 8 the the DET american_scientific_journal-4942 19 9 recovery recovery NOUN american_scientific_journal-4942 19 10 chances chance NOUN american_scientific_journal-4942 19 11 for for ADP american_scientific_journal-4942 19 12 breast breast NOUN american_scientific_journal-4942 19 13 cancer cancer NOUN american_scientific_journal-4942 19 14 patients patient NOUN american_scientific_journal-4942 19 15 . . PUNCT american_scientific_journal-4942 20 1 breast breast NOUN american_scientific_journal-4942 20 2 cancer cancer NOUN american_scientific_journal-4942 20 3 screening screen VERB american_scientific_journal-4942 20 4 methods method NOUN american_scientific_journal-4942 20 5 include include VERB american_scientific_journal-4942 20 6 ultrasonography ultrasonography NOUN american_scientific_journal-4942 20 7 , , PUNCT american_scientific_journal-4942 20 8 mammography mammography NOUN american_scientific_journal-4942 20 9 , , PUNCT american_scientific_journal-4942 20 10 and and CCONJ american_scientific_journal-4942 20 11 mri mri NOUN american_scientific_journal-4942 20 12 . . PUNCT american_scientific_journal-4942 21 1 mammography mammography NOUN american_scientific_journal-4942 21 2 is be AUX american_scientific_journal-4942 21 3 the the DET american_scientific_journal-4942 21 4 internationally internationally ADV american_scientific_journal-4942 21 5 recommended recommend VERB american_scientific_journal-4942 21 6 method method NOUN american_scientific_journal-4942 21 7 for for ADP american_scientific_journal-4942 21 8 diagnosing diagnose VERB american_scientific_journal-4942 21 9 early early ADJ american_scientific_journal-4942 21 10 breast breast NOUN american_scientific_journal-4942 21 11 cancer cancer NOUN american_scientific_journal-4942 21 12 in in ADP american_scientific_journal-4942 21 13 recent recent ADJ american_scientific_journal-4942 21 14 years year NOUN american_scientific_journal-4942 22 1 [ [ X american_scientific_journal-4942 22 2 3].the 3].the DET american_scientific_journal-4942 22 3 result result NOUN american_scientific_journal-4942 22 4 of of ADP american_scientific_journal-4942 22 5 breast breast NOUN american_scientific_journal-4942 22 6 cancer cancer NOUN american_scientific_journal-4942 22 7 screening screening NOUN american_scientific_journal-4942 22 8 shows show VERB american_scientific_journal-4942 22 9 that that SCONJ american_scientific_journal-4942 22 10 screening screen VERB american_scientific_journal-4942 22 11 mammography mammography NOUN american_scientific_journal-4942 22 12 can can AUX american_scientific_journal-4942 22 13 reduce reduce VERB american_scientific_journal-4942 22 14 breast breast NOUN american_scientific_journal-4942 22 15 cancer cancer NOUN american_scientific_journal-4942 22 16 mortality mortality NOUN american_scientific_journal-4942 22 17 by by ADP american_scientific_journal-4942 22 18 38–48 38–48 NUM american_scientific_journal-4942 22 19 % % NOUN american_scientific_journal-4942 22 20 [ [ X american_scientific_journal-4942 22 21 4 4 NUM american_scientific_journal-4942 22 22 ] ] PUNCT american_scientific_journal-4942 22 23 . . PUNCT american_scientific_journal-4942 23 1 however however ADV american_scientific_journal-4942 23 2 , , PUNCT american_scientific_journal-4942 23 3 classification classification NOUN american_scientific_journal-4942 23 4 of of ADP american_scientific_journal-4942 23 5 lesions lesion NOUN american_scientific_journal-4942 23 6 in in ADP american_scientific_journal-4942 23 7 mammography mammography NOUN american_scientific_journal-4942 23 8 images image NOUN american_scientific_journal-4942 23 9 is be AUX american_scientific_journal-4942 23 10 a a DET american_scientific_journal-4942 23 11 challenging challenging ADJ american_scientific_journal-4942 23 12 job job NOUN american_scientific_journal-4942 23 13 , , PUNCT american_scientific_journal-4942 23 14 so so SCONJ american_scientific_journal-4942 23 15 mammography mammography NOUN american_scientific_journal-4942 23 16 images image NOUN american_scientific_journal-4942 23 17 are be AUX american_scientific_journal-4942 23 18 usually usually ADV american_scientific_journal-4942 23 19 examined examine VERB american_scientific_journal-4942 23 20 by by ADP american_scientific_journal-4942 23 21 one one NUM american_scientific_journal-4942 23 22 or or CCONJ american_scientific_journal-4942 23 23 two two NUM american_scientific_journal-4942 23 24 experienced experienced ADJ american_scientific_journal-4942 23 25 radiologists radiologist NOUN american_scientific_journal-4942 23 26 to to PART american_scientific_journal-4942 23 27 detect detect VERB american_scientific_journal-4942 23 28 whether whether SCONJ american_scientific_journal-4942 23 29 malignant malignant ADJ american_scientific_journal-4942 23 30 lesions lesion NOUN american_scientific_journal-4942 23 31 exist exist VERB american_scientific_journal-4942 23 32 . . PUNCT american_scientific_journal-4942 24 1 suspicious suspicious ADJ american_scientific_journal-4942 24 2 cases case NOUN american_scientific_journal-4942 24 3 will will AUX american_scientific_journal-4942 24 4 then then ADV american_scientific_journal-4942 24 5 be be AUX american_scientific_journal-4942 24 6 recalled recall VERB american_scientific_journal-4942 24 7 for for ADP american_scientific_journal-4942 24 8 further further ADJ american_scientific_journal-4942 24 9 diagnostic diagnostic ADJ american_scientific_journal-4942 24 10 evaluation evaluation NOUN american_scientific_journal-4942 24 11 . . PUNCT american_scientific_journal-4942 25 1 mammography mammography NOUN american_scientific_journal-4942 25 2 reading read VERB american_scientific_journal-4942 25 3 is be AUX american_scientific_journal-4942 25 4 boring boring ADJ american_scientific_journal-4942 25 5 , , PUNCT american_scientific_journal-4942 25 6 time time NOUN american_scientific_journal-4942 25 7 consuming consuming NOUN american_scientific_journal-4942 25 8 , , PUNCT american_scientific_journal-4942 25 9 and and CCONJ american_scientific_journal-4942 25 10 expensive expensive ADJ american_scientific_journal-4942 25 11 . . PUNCT american_scientific_journal-4942 26 1 according accord VERB american_scientific_journal-4942 26 2 to to ADP american_scientific_journal-4942 26 3 studies study NOUN american_scientific_journal-4942 26 4 [ [ X american_scientific_journal-4942 26 5 5 5 NUM american_scientific_journal-4942 26 6 , , PUNCT american_scientific_journal-4942 26 7 6 6 NUM american_scientific_journal-4942 26 8 ] ] PUNCT american_scientific_journal-4942 26 9 , , PUNCT american_scientific_journal-4942 26 10 the the DET american_scientific_journal-4942 26 11 average average ADJ american_scientific_journal-4942 26 12 diagnostic diagnostic ADJ american_scientific_journal-4942 26 13 error error NOUN american_scientific_journal-4942 26 14 rate rate NOUN american_scientific_journal-4942 26 15 of of ADP american_scientific_journal-4942 26 16 radiologists radiologist NOUN american_scientific_journal-4942 26 17 is be AUX american_scientific_journal-4942 26 18 30 30 NUM american_scientific_journal-4942 26 19 % % NOUN american_scientific_journal-4942 26 20 . . PUNCT american_scientific_journal-4942 27 1 therefore therefore ADV american_scientific_journal-4942 27 2 , , PUNCT american_scientific_journal-4942 27 3 it it PRON american_scientific_journal-4942 27 4 is be AUX american_scientific_journal-4942 27 5 important important ADJ american_scientific_journal-4942 27 6 to to PART american_scientific_journal-4942 27 7 improve improve VERB american_scientific_journal-4942 27 8 the the DET american_scientific_journal-4942 27 9 accuracy accuracy NOUN american_scientific_journal-4942 27 10 of of ADP american_scientific_journal-4942 27 11 breast breast NOUN american_scientific_journal-4942 27 12 cancer cancer NOUN american_scientific_journal-4942 27 13 examination examination NOUN american_scientific_journal-4942 27 14 . . PUNCT american_scientific_journal-4942 28 1 in in ADP american_scientific_journal-4942 28 2 order order NOUN american_scientific_journal-4942 28 3 to to PART american_scientific_journal-4942 28 4 help help VERB american_scientific_journal-4942 28 5 radiologists radiologist NOUN american_scientific_journal-4942 28 6 improve improve VERB american_scientific_journal-4942 28 7 the the DET american_scientific_journal-4942 28 8 accuracy accuracy NOUN american_scientific_journal-4942 28 9 of of ADP american_scientific_journal-4942 28 10 early early ADJ american_scientific_journal-4942 28 11 breast breast NOUN american_scientific_journal-4942 28 12 cancer cancer NOUN american_scientific_journal-4942 28 13 screening screening NOUN american_scientific_journal-4942 28 14 , , PUNCT american_scientific_journal-4942 28 15 researchers researcher NOUN american_scientific_journal-4942 28 16 have have AUX american_scientific_journal-4942 28 17 done do VERB american_scientific_journal-4942 28 18 a a DET american_scientific_journal-4942 28 19 lot lot NOUN american_scientific_journal-4942 28 20 of of ADP american_scientific_journal-4942 28 21 related related ADJ american_scientific_journal-4942 28 22 work work NOUN american_scientific_journal-4942 28 23 . . PUNCT american_scientific_journal-4942 29 1 prathibha prathibha ADV american_scientific_journal-4942 29 2 and and CCONJ american_scientific_journal-4942 29 3 his his PRON american_scientific_journal-4942 29 4 colleagues colleague NOUN american_scientific_journal-4942 29 5 [ [ X american_scientific_journal-4942 29 6 7 7 X american_scientific_journal-4942 29 7 ] ] PUNCT american_scientific_journal-4942 29 8 perform perform NOUN american_scientific_journal-4942 29 9 multiresolution multiresolution NOUN american_scientific_journal-4942 29 10 transform transform NOUN american_scientific_journal-4942 29 11 on on ADP american_scientific_journal-4942 29 12 the the DET american_scientific_journal-4942 29 13 region region NOUN american_scientific_journal-4942 29 14 of of ADP american_scientific_journal-4942 29 15 interest(roi interest(roi NOUN american_scientific_journal-4942 29 16 ) ) PUNCT american_scientific_journal-4942 29 17 extracted extract VERB american_scientific_journal-4942 29 18 from from ADP american_scientific_journal-4942 29 19 the the DET american_scientific_journal-4942 29 20 ddsm ddsm PROPN american_scientific_journal-4942 29 21 data datum NOUN american_scientific_journal-4942 29 22 set set VERB american_scientific_journal-4942 29 23 , , PUNCT american_scientific_journal-4942 29 24 and and CCONJ american_scientific_journal-4942 29 25 they they PRON american_scientific_journal-4942 29 26 design design VERB american_scientific_journal-4942 29 27 a a DET american_scientific_journal-4942 29 28 cnn cnn NOUN american_scientific_journal-4942 29 29 , , PUNCT american_scientific_journal-4942 29 30 which which PRON american_scientific_journal-4942 29 31 consists consist VERB american_scientific_journal-4942 29 32 of of ADP american_scientific_journal-4942 29 33 two two NUM american_scientific_journal-4942 29 34 convolutional convolutional ADJ american_scientific_journal-4942 29 35 layers layer NOUN american_scientific_journal-4942 29 36 and and CCONJ american_scientific_journal-4942 29 37 four four NUM american_scientific_journal-4942 29 38 fully fully ADV american_scientific_journal-4942 29 39 connected connected ADJ american_scientific_journal-4942 29 40 layers layer NOUN american_scientific_journal-4942 29 41 , , PUNCT american_scientific_journal-4942 29 42 with with ADP american_scientific_journal-4942 29 43 images image NOUN american_scientific_journal-4942 29 44 size size NOUN american_scientific_journal-4942 29 45 of of ADP american_scientific_journal-4942 29 46 128×128 128×128 NUM american_scientific_journal-4942 29 47 . . PUNCT american_scientific_journal-4942 30 1 its its PRON american_scientific_journal-4942 30 2 accuracy accuracy NOUN american_scientific_journal-4942 30 3 is be AUX american_scientific_journal-4942 30 4 up up ADP american_scientific_journal-4942 30 5 to to ADP american_scientific_journal-4942 30 6 85.4 85.4 NUM american_scientific_journal-4942 30 7 % % NOUN american_scientific_journal-4942 30 8 . . PUNCT american_scientific_journal-4942 31 1 levy levy NOUN american_scientific_journal-4942 31 2 and and CCONJ american_scientific_journal-4942 31 3 his his PRON american_scientific_journal-4942 31 4 colleagues colleague NOUN american_scientific_journal-4942 32 1 [ [ X american_scientific_journal-4942 32 2 8 8 NUM american_scientific_journal-4942 32 3 ] ] PUNCT american_scientific_journal-4942 32 4 use use NOUN american_scientific_journal-4942 32 5 transfer transfer NOUN american_scientific_journal-4942 32 6 learning learning NOUN american_scientific_journal-4942 32 7 in in ADP american_scientific_journal-4942 32 8 alexnet alexnet NOUN american_scientific_journal-4942 32 9 and and CCONJ american_scientific_journal-4942 32 10 googlenet googlenet NOUN american_scientific_journal-4942 32 11 to to PART american_scientific_journal-4942 32 12 solve solve VERB american_scientific_journal-4942 32 13 this this DET american_scientific_journal-4942 32 14 classification classification NOUN american_scientific_journal-4942 32 15 problem problem NOUN american_scientific_journal-4942 32 16 . . PUNCT american_scientific_journal-4942 33 1 alexnet alexnet NOUN american_scientific_journal-4942 33 2 consists consist VERB american_scientific_journal-4942 33 3 of of ADP american_scientific_journal-4942 33 4 five five NUM american_scientific_journal-4942 33 5 convolutional convolutional ADJ american_scientific_journal-4942 33 6 layers layer NOUN american_scientific_journal-4942 33 7 and and CCONJ american_scientific_journal-4942 33 8 three three NUM american_scientific_journal-4942 33 9 fully fully ADV american_scientific_journal-4942 33 10 connected connected ADJ american_scientific_journal-4942 33 11 layers layer NOUN american_scientific_journal-4942 33 12 , , PUNCT american_scientific_journal-4942 33 13 and and CCONJ american_scientific_journal-4942 33 14 its its PRON american_scientific_journal-4942 33 15 accuracy accuracy NOUN american_scientific_journal-4942 33 16 is be AUX american_scientific_journal-4942 33 17 up up ADP american_scientific_journal-4942 33 18 to to PART american_scientific_journal-4942 33 19 89 89 NUM american_scientific_journal-4942 33 20 % % NOUN american_scientific_journal-4942 33 21 . . PUNCT american_scientific_journal-4942 34 1 googlenet googlenet NOUN american_scientific_journal-4942 34 2 consists consist VERB american_scientific_journal-4942 34 3 of of ADP american_scientific_journal-4942 34 4 22 22 NUM american_scientific_journal-4942 34 5 layers layer NOUN american_scientific_journal-4942 34 6 and and CCONJ american_scientific_journal-4942 34 7 uses use VERB american_scientific_journal-4942 34 8 the the DET american_scientific_journal-4942 34 9 inception inception NOUN american_scientific_journal-4942 34 10 module module NOUN american_scientific_journal-4942 34 11 to to PART american_scientific_journal-4942 34 12 fuse fuse VERB american_scientific_journal-4942 34 13 different different ADJ american_scientific_journal-4942 34 14 scale scale NOUN american_scientific_journal-4942 34 15 features feature NOUN american_scientific_journal-4942 34 16 , , PUNCT american_scientific_journal-4942 34 17 whose whose DET american_scientific_journal-4942 34 18 accuracy accuracy NOUN american_scientific_journal-4942 34 19 is be AUX american_scientific_journal-4942 34 20 up up ADV american_scientific_journal-4942 34 21 to to PART american_scientific_journal-4942 34 22 92.9 92.9 NUM american_scientific_journal-4942 34 23 % % NOUN american_scientific_journal-4942 34 24 . . PUNCT american_scientific_journal-4942 35 1 soriano soriano PROPN american_scientific_journal-4942 35 2 and and CCONJ american_scientific_journal-4942 35 3 his his PRON american_scientific_journal-4942 35 4 colleagues colleague NOUN american_scientific_journal-4942 35 5 [ [ X american_scientific_journal-4942 35 6 9 9 NUM american_scientific_journal-4942 35 7 ] ] PUNCT american_scientific_journal-4942 35 8 use use NOUN american_scientific_journal-4942 35 9 transfer transfer NOUN american_scientific_journal-4942 35 10 learning learning NOUN american_scientific_journal-4942 35 11 in in ADP american_scientific_journal-4942 35 12 the the DET american_scientific_journal-4942 35 13 inceptionv3 inceptionv3 NOUN american_scientific_journal-4942 35 14 model model NOUN american_scientific_journal-4942 35 15 . . PUNCT american_scientific_journal-4942 36 1 they they PRON american_scientific_journal-4942 36 2 adjust adjust VERB american_scientific_journal-4942 36 3 the the DET american_scientific_journal-4942 36 4 following follow VERB american_scientific_journal-4942 36 5 parameters parameter NOUN american_scientific_journal-4942 36 6 : : PUNCT american_scientific_journal-4942 36 7 batch batch NOUN american_scientific_journal-4942 36 8 size size NOUN american_scientific_journal-4942 36 9 , , PUNCT american_scientific_journal-4942 36 10 the the DET american_scientific_journal-4942 36 11 number number NOUN american_scientific_journal-4942 36 12 of of ADP american_scientific_journal-4942 36 13 frozen frozen ADJ american_scientific_journal-4942 36 14 layers layer NOUN american_scientific_journal-4942 36 15 , , PUNCT american_scientific_journal-4942 36 16 learning learn VERB american_scientific_journal-4942 36 17 rate rate NOUN american_scientific_journal-4942 36 18 , , PUNCT american_scientific_journal-4942 36 19 three three NUM american_scientific_journal-4942 36 20 optimizers optimizer NOUN american_scientific_journal-4942 36 21 ( ( PUNCT american_scientific_journal-4942 36 22 adadelta adadelta ADJ american_scientific_journal-4942 36 23 , , PUNCT american_scientific_journal-4942 36 24 rmsprop rmsprop NOUN american_scientific_journal-4942 36 25 and and CCONJ american_scientific_journal-4942 36 26 sgd sgd NOUN american_scientific_journal-4942 36 27 ) ) PUNCT american_scientific_journal-4942 36 28 and and CCONJ american_scientific_journal-4942 36 29 two two NUM american_scientific_journal-4942 36 30 loss loss NOUN american_scientific_journal-4942 36 31 functions function NOUN american_scientific_journal-4942 36 32 ( ( PUNCT american_scientific_journal-4942 36 33 categorical categorical PROPN american_scientific_journal-4942 36 34 cross cross NOUN american_scientific_journal-4942 36 35 entropy entropy NOUN american_scientific_journal-4942 36 36 and and CCONJ american_scientific_journal-4942 36 37 mean mean VERB american_scientific_journal-4942 36 38 squared square VERB american_scientific_journal-4942 36 39 error error NOUN american_scientific_journal-4942 36 40 ) ) PUNCT american_scientific_journal-4942 36 41 . . PUNCT american_scientific_journal-4942 37 1 it it PRON american_scientific_journal-4942 37 2 achieves achieve VERB american_scientific_journal-4942 37 3 85 85 NUM american_scientific_journal-4942 37 4 % % NOUN american_scientific_journal-4942 37 5 accuracy accuracy NOUN american_scientific_journal-4942 37 6 . . PUNCT american_scientific_journal-4942 38 1 chougrad chougrad NOUN american_scientific_journal-4942 38 2 and and CCONJ american_scientific_journal-4942 38 3 his his PRON american_scientific_journal-4942 38 4 colleagues colleague NOUN american_scientific_journal-4942 39 1 [ [ X american_scientific_journal-4942 39 2 10 10 NUM american_scientific_journal-4942 39 3 ] ] PUNCT american_scientific_journal-4942 39 4 implement implement VERB american_scientific_journal-4942 39 5 a a DET american_scientific_journal-4942 39 6 series series NOUN american_scientific_journal-4942 39 7 of of ADP american_scientific_journal-4942 39 8 experiments experiment NOUN american_scientific_journal-4942 39 9 on on ADP american_scientific_journal-4942 39 10 three three NUM american_scientific_journal-4942 39 11 models model NOUN american_scientific_journal-4942 39 12 : : PUNCT american_scientific_journal-4942 39 13 vgg16 vgg16 NOUN american_scientific_journal-4942 39 14 , , PUNCT american_scientific_journal-4942 39 15 restnet50 restnet50 NOUN american_scientific_journal-4942 39 16 , , PUNCT american_scientific_journal-4942 39 17 and and CCONJ american_scientific_journal-4942 39 18 inceptionv3 inceptionv3 NOUN american_scientific_journal-4942 39 19 via via ADP american_scientific_journal-4942 39 20 transfer transfer NOUN american_scientific_journal-4942 39 21 learning learning NOUN american_scientific_journal-4942 39 22 on on ADP american_scientific_journal-4942 39 23 the the DET american_scientific_journal-4942 39 24 public public ADJ american_scientific_journal-4942 39 25 dataset dataset NOUN american_scientific_journal-4942 39 26 ddsm ddsm PROPN american_scientific_journal-4942 39 27 . . PUNCT american_scientific_journal-4942 40 1 the the DET american_scientific_journal-4942 40 2 architecture architecture NOUN american_scientific_journal-4942 40 3 of of ADP american_scientific_journal-4942 40 4 vgg16 vgg16 NOUN american_scientific_journal-4942 40 5 is be AUX american_scientific_journal-4942 40 6 deep deep ADJ american_scientific_journal-4942 40 7 and and CCONJ american_scientific_journal-4942 40 8 simple simple ADJ american_scientific_journal-4942 40 9 , , PUNCT american_scientific_journal-4942 40 10 but but CCONJ american_scientific_journal-4942 40 11 it it PRON american_scientific_journal-4942 40 12 is be AUX american_scientific_journal-4942 40 13 very very ADV american_scientific_journal-4942 40 14 expensive expensive ADJ american_scientific_journal-4942 40 15 in in ADP american_scientific_journal-4942 40 16 terms term NOUN american_scientific_journal-4942 40 17 of of ADP american_scientific_journal-4942 40 18 memory memory NOUN american_scientific_journal-4942 40 19 and and CCONJ american_scientific_journal-4942 40 20 computational computational ADJ american_scientific_journal-4942 40 21 cost cost NOUN american_scientific_journal-4942 40 22 . . PUNCT american_scientific_journal-4942 41 1 restnet50 restnet50 NOUN american_scientific_journal-4942 41 2 can can AUX american_scientific_journal-4942 41 3 be be AUX american_scientific_journal-4942 41 4 trained train VERB american_scientific_journal-4942 41 5 deeper deeply ADV american_scientific_journal-4942 41 6 after after SCONJ american_scientific_journal-4942 41 7 it it PRON american_scientific_journal-4942 41 8 adds add VERB american_scientific_journal-4942 41 9 shortcut shortcut NOUN american_scientific_journal-4942 41 10 connections connection NOUN american_scientific_journal-4942 41 11 that that PRON american_scientific_journal-4942 41 12 bypass bypass VERB american_scientific_journal-4942 41 13 few few ADJ american_scientific_journal-4942 41 14 convolutional convolutional ADJ american_scientific_journal-4942 41 15 layers layer NOUN american_scientific_journal-4942 41 16 at at ADP american_scientific_journal-4942 41 17 a a DET american_scientific_journal-4942 41 18 time time NOUN american_scientific_journal-4942 41 19 . . PUNCT american_scientific_journal-4942 42 1 the the DET american_scientific_journal-4942 42 2 shortcut shortcut NOUN american_scientific_journal-4942 42 3 connections connection NOUN american_scientific_journal-4942 42 4 create create VERB american_scientific_journal-4942 42 5 residual residual ADJ american_scientific_journal-4942 42 6 blocks block NOUN american_scientific_journal-4942 42 7 , , PUNCT american_scientific_journal-4942 42 8 where where SCONJ american_scientific_journal-4942 42 9 the the DET american_scientific_journal-4942 42 10 output output NOUN american_scientific_journal-4942 42 11 of of ADP american_scientific_journal-4942 42 12 the the DET american_scientific_journal-4942 42 13 convolutional convolutional ADJ american_scientific_journal-4942 42 14 layers layer NOUN american_scientific_journal-4942 42 15 is be AUX american_scientific_journal-4942 42 16 added add VERB american_scientific_journal-4942 42 17 to to ADP american_scientific_journal-4942 42 18 the the DET american_scientific_journal-4942 42 19 block block NOUN american_scientific_journal-4942 42 20 ’s ’s PART american_scientific_journal-4942 42 21 input input NOUN american_scientific_journal-4942 42 22 tensor tensor NOUN american_scientific_journal-4942 42 23 . . PUNCT american_scientific_journal-4942 43 1 the the DET american_scientific_journal-4942 43 2 best good ADJ american_scientific_journal-4942 43 3 auc auc NOUN american_scientific_journal-4942 43 4 value value NOUN american_scientific_journal-4942 43 5 on on ADP american_scientific_journal-4942 43 6 the the DET american_scientific_journal-4942 43 7 ddsm ddsm ADJ american_scientific_journal-4942 43 8 dataset dataset NOUN american_scientific_journal-4942 43 9 is be AUX american_scientific_journal-4942 43 10 obtained obtain VERB american_scientific_journal-4942 43 11 on on ADP american_scientific_journal-4942 43 12 the the DET american_scientific_journal-4942 43 13 inceptionv3 inceptionv3 NOUN american_scientific_journal-4942 43 14 , , PUNCT american_scientific_journal-4942 43 15 its its PRON american_scientific_journal-4942 43 16 value value NOUN american_scientific_journal-4942 43 17 is be AUX american_scientific_journal-4942 43 18 up up ADP american_scientific_journal-4942 43 19 to to ADP american_scientific_journal-4942 43 20 0.98 0.98 NUM american_scientific_journal-4942 43 21 . . PUNCT american_scientific_journal-4942 44 1 however however ADV american_scientific_journal-4942 44 2 , , PUNCT american_scientific_journal-4942 44 3 the the DET american_scientific_journal-4942 44 4 mentioned mention VERB american_scientific_journal-4942 44 5 studies study NOUN american_scientific_journal-4942 44 6 just just ADV american_scientific_journal-4942 44 7 classify classify VERB american_scientific_journal-4942 44 8 the the DET american_scientific_journal-4942 44 9 masses masse NOUN american_scientific_journal-4942 44 10 in in ADP american_scientific_journal-4942 44 11 the the DET american_scientific_journal-4942 44 12 breast breast NOUN american_scientific_journal-4942 44 13 lesions lesion NOUN american_scientific_journal-4942 44 14 . . PUNCT american_scientific_journal-4942 45 1 mass mass ADJ american_scientific_journal-4942 45 2 - - PUNCT american_scientific_journal-4942 45 3 type type NOUN american_scientific_journal-4942 45 4 breast breast NOUN american_scientific_journal-4942 45 5 cancer cancer NOUN american_scientific_journal-4942 45 6 in in ADP american_scientific_journal-4942 45 7 clinical clinical ADJ american_scientific_journal-4942 45 8 practice practice NOUN american_scientific_journal-4942 45 9 is be AUX american_scientific_journal-4942 45 10 easier easy ADJ american_scientific_journal-4942 45 11 to to PART american_scientific_journal-4942 45 12 diagnose diagnose VERB american_scientific_journal-4942 45 13 , , PUNCT american_scientific_journal-4942 45 14 but but CCONJ american_scientific_journal-4942 45 15 non non ADJ american_scientific_journal-4942 45 16 - - ADJ american_scientific_journal-4942 45 17 mass mass ADJ american_scientific_journal-4942 45 18 type type NOUN american_scientific_journal-4942 45 19 breast breast NOUN american_scientific_journal-4942 45 20 cancer cancer NOUN american_scientific_journal-4942 45 21 is be AUX american_scientific_journal-4942 45 22 often often ADV american_scientific_journal-4942 45 23 missed miss VERB american_scientific_journal-4942 45 24 . . PUNCT american_scientific_journal-4942 46 1 calcification calcification NOUN american_scientific_journal-4942 46 2 is be AUX american_scientific_journal-4942 46 3 usually usually ADV american_scientific_journal-4942 46 4 an an DET american_scientific_journal-4942 46 5 important important ADJ american_scientific_journal-4942 46 6 feature feature NOUN american_scientific_journal-4942 46 7 of of ADP american_scientific_journal-4942 46 8 non non ADJ american_scientific_journal-4942 46 9 - - ADJ american_scientific_journal-4942 46 10 mass mass ADJ american_scientific_journal-4942 46 11 breast breast NOUN american_scientific_journal-4942 46 12 cancer cancer NOUN american_scientific_journal-4942 46 13 . . PUNCT american_scientific_journal-4942 47 1 therefore therefore ADV american_scientific_journal-4942 47 2 , , PUNCT american_scientific_journal-4942 47 3 we we PRON american_scientific_journal-4942 47 4 classify classify VERB american_scientific_journal-4942 47 5 the the DET american_scientific_journal-4942 47 6 mammography mammography NOUN american_scientific_journal-4942 47 7 images image NOUN american_scientific_journal-4942 47 8 into into ADP american_scientific_journal-4942 47 9 five five NUM american_scientific_journal-4942 47 10 categories category NOUN american_scientific_journal-4942 47 11 : : PUNCT american_scientific_journal-4942 47 12 benign benign ADJ american_scientific_journal-4942 47 13 calcification calcification NOUN american_scientific_journal-4942 47 14 , , PUNCT american_scientific_journal-4942 47 15 benign benign ADJ american_scientific_journal-4942 47 16 mass mass NOUN american_scientific_journal-4942 47 17 , , PUNCT american_scientific_journal-4942 47 18 malignant malignant ADJ american_scientific_journal-4942 47 19 calcification calcification NOUN american_scientific_journal-4942 47 20 , , PUNCT american_scientific_journal-4942 47 21 malignant malignant ADJ american_scientific_journal-4942 47 22 mass mass NOUN american_scientific_journal-4942 47 23 and and CCONJ american_scientific_journal-4942 47 24 normal normal ADJ american_scientific_journal-4942 47 25 breast breast NOUN american_scientific_journal-4942 47 26 . . PUNCT american_scientific_journal-4942 48 1 it it PRON american_scientific_journal-4942 48 2 has have VERB american_scientific_journal-4942 48 3 a a DET american_scientific_journal-4942 48 4 great great ADJ american_scientific_journal-4942 48 5 value value NOUN american_scientific_journal-4942 48 6 in in ADP american_scientific_journal-4942 48 7 clinic clinic NOUN american_scientific_journal-4942 48 8 . . PUNCT american_scientific_journal-4942 49 1 only only ADV american_scientific_journal-4942 49 2 one one NUM american_scientific_journal-4942 49 3 published publish VERB american_scientific_journal-4942 49 4 paper paper NOUN american_scientific_journal-4942 49 5 [ [ X american_scientific_journal-4942 49 6 11 11 NUM american_scientific_journal-4942 49 7 ] ] PUNCT american_scientific_journal-4942 49 8 we we PRON american_scientific_journal-4942 49 9 found find VERB american_scientific_journal-4942 49 10 studying study VERB american_scientific_journal-4942 49 11 on on ADP american_scientific_journal-4942 49 12 five five NUM american_scientific_journal-4942 49 13 classifications classification NOUN american_scientific_journal-4942 49 14 for for ADP american_scientific_journal-4942 49 15 mammography mammography NOUN american_scientific_journal-4942 49 16 images image NOUN american_scientific_journal-4942 49 17 . . PUNCT american_scientific_journal-4942 50 1 based base VERB american_scientific_journal-4942 50 2 on on ADP american_scientific_journal-4942 50 3 the the DET american_scientific_journal-4942 50 4 standard standard ADJ american_scientific_journal-4942 50 5 vgg16 vgg16 NOUN american_scientific_journal-4942 50 6 architecture architecture NOUN american_scientific_journal-4942 50 7 , , PUNCT american_scientific_journal-4942 50 8 quan quan PROPN american_scientific_journal-4942 50 9 and and CCONJ american_scientific_journal-4942 50 10 his his PRON american_scientific_journal-4942 50 11 colleagues colleague NOUN american_scientific_journal-4942 50 12 extract extract VERB american_scientific_journal-4942 50 13 the the DET american_scientific_journal-4942 50 14 roi roi NOUN american_scientific_journal-4942 50 15 from from ADP american_scientific_journal-4942 50 16 the the DET american_scientific_journal-4942 50 17 curated curate VERB american_scientific_journal-4942 50 18 breast breast NOUN american_scientific_journal-4942 50 19 imaging imaging NOUN american_scientific_journal-4942 50 20 subset subset NOUN american_scientific_journal-4942 50 21 of of ADP american_scientific_journal-4942 50 22 ddsm ddsm PROPN american_scientific_journal-4942 50 23 ( ( PUNCT american_scientific_journal-4942 50 24 cbis cbis ADJ american_scientific_journal-4942 50 25 - - PUNCT american_scientific_journal-4942 50 26 ddsm ddsm ADJ american_scientific_journal-4942 50 27 ) ) PUNCT american_scientific_journal-4942 50 28 . . PUNCT american_scientific_journal-4942 51 1 transfer transfer NOUN american_scientific_journal-4942 51 2 learning learning NOUN american_scientific_journal-4942 51 3 is be AUX american_scientific_journal-4942 51 4 performed perform VERB american_scientific_journal-4942 51 5 with with ADP american_scientific_journal-4942 51 6 network network NOUN american_scientific_journal-4942 51 7 weight weight NOUN american_scientific_journal-4942 51 8 initialized initialize VERB american_scientific_journal-4942 51 9 with with ADP american_scientific_journal-4942 51 10 the the DET american_scientific_journal-4942 51 11 imagenet imagenet NOUN american_scientific_journal-4942 51 12 pretrained pretraine VERB american_scientific_journal-4942 51 13 vgg16 vgg16 NOUN american_scientific_journal-4942 51 14 network network NOUN american_scientific_journal-4942 51 15 , , PUNCT american_scientific_journal-4942 51 16 the the DET american_scientific_journal-4942 51 17 best good ADJ american_scientific_journal-4942 51 18 auc auc NOUN american_scientific_journal-4942 51 19 is be AUX american_scientific_journal-4942 51 20 0.88 0.88 NUM american_scientific_journal-4942 51 21 on on ADP american_scientific_journal-4942 51 22 the the DET american_scientific_journal-4942 51 23 test test NOUN american_scientific_journal-4942 51 24 set set NOUN american_scientific_journal-4942 51 25 . . PUNCT american_scientific_journal-4942 52 1 in in ADP american_scientific_journal-4942 52 2 this this DET american_scientific_journal-4942 52 3 paper paper NOUN american_scientific_journal-4942 52 4 , , PUNCT american_scientific_journal-4942 52 5 the the DET american_scientific_journal-4942 52 6 mammography mammography NOUN american_scientific_journal-4942 52 7 images image NOUN american_scientific_journal-4942 52 8 are be AUX american_scientific_journal-4942 52 9 also also ADV american_scientific_journal-4942 52 10 classified classify VERB american_scientific_journal-4942 52 11 into into ADP american_scientific_journal-4942 52 12 five five NUM american_scientific_journal-4942 52 13 categories category NOUN american_scientific_journal-4942 52 14 . . PUNCT american_scientific_journal-4942 53 1 a a DET american_scientific_journal-4942 53 2 novel novel ADJ american_scientific_journal-4942 53 3 deep deep ADJ american_scientific_journal-4942 53 4 cooperation cooperation NOUN american_scientific_journal-4942 53 5 convolutional convolutional ADJ american_scientific_journal-4942 53 6 neural neural ADJ american_scientific_journal-4942 53 7 network network NOUN american_scientific_journal-4942 53 8 ( ( PUNCT american_scientific_journal-4942 53 9 dccnn dccnn PROPN american_scientific_journal-4942 53 10 ) ) PUNCT american_scientific_journal-4942 53 11 is be AUX american_scientific_journal-4942 53 12 designed design VERB american_scientific_journal-4942 53 13 , , PUNCT american_scientific_journal-4942 53 14 which which PRON american_scientific_journal-4942 53 15 does do AUX american_scientific_journal-4942 53 16 not not PART american_scientific_journal-4942 53 17 require require VERB american_scientific_journal-4942 53 18 manual manual ADJ american_scientific_journal-4942 53 19 american american ADJ american_scientific_journal-4942 53 20 scientific scientific ADJ american_scientific_journal-4942 53 21 research research NOUN american_scientific_journal-4942 53 22 journal journal NOUN american_scientific_journal-4942 53 23 for for ADP american_scientific_journal-4942 53 24 engineering engineering NOUN american_scientific_journal-4942 53 25 , , PUNCT american_scientific_journal-4942 53 26 technology technology NOUN american_scientific_journal-4942 53 27 , , PUNCT american_scientific_journal-4942 53 28 and and CCONJ american_scientific_journal-4942 53 29 sciences science NOUN american_scientific_journal-4942 53 30 ( ( PUNCT american_scientific_journal-4942 53 31 asrjets asrjet NOUN american_scientific_journal-4942 53 32 ) ) PUNCT american_scientific_journal-4942 53 33 ( ( PUNCT american_scientific_journal-4942 53 34 2019 2019 NUM american_scientific_journal-4942 53 35 ) ) PUNCT american_scientific_journal-4942 53 36 volume volume NOUN american_scientific_journal-4942 53 37 57 57 NUM american_scientific_journal-4942 53 38 , , PUNCT american_scientific_journal-4942 53 39 no no DET american_scientific_journal-4942 53 40 1 1 NUM american_scientific_journal-4942 53 41 , , PUNCT american_scientific_journal-4942 53 42 pp pp ADV american_scientific_journal-4942 53 43 10 10 NUM american_scientific_journal-4942 53 44 - - SYM american_scientific_journal-4942 53 45 21 21 NUM american_scientific_journal-4942 53 46 12 12 NUM american_scientific_journal-4942 53 47 design design NOUN american_scientific_journal-4942 53 48 features feature NOUN american_scientific_journal-4942 53 49 . . PUNCT american_scientific_journal-4942 54 1 in in ADP american_scientific_journal-4942 54 2 addition addition NOUN american_scientific_journal-4942 54 3 , , PUNCT american_scientific_journal-4942 54 4 it it PRON american_scientific_journal-4942 54 5 uses use VERB american_scientific_journal-4942 54 6 parallel parallel ADJ american_scientific_journal-4942 54 7 structures structure NOUN american_scientific_journal-4942 54 8 to to PART american_scientific_journal-4942 54 9 automatically automatically ADV american_scientific_journal-4942 54 10 learn learn VERB american_scientific_journal-4942 54 11 images image NOUN american_scientific_journal-4942 54 12 ’ ' PUNCT american_scientific_journal-4942 54 13 features feature NOUN american_scientific_journal-4942 54 14 from from ADP american_scientific_journal-4942 54 15 low low ADJ american_scientific_journal-4942 54 16 to to ADP american_scientific_journal-4942 54 17 high high ADJ american_scientific_journal-4942 54 18 levels level NOUN american_scientific_journal-4942 54 19 . . PUNCT american_scientific_journal-4942 55 1 for for ADP american_scientific_journal-4942 55 2 the the DET american_scientific_journal-4942 55 3 two two NUM american_scientific_journal-4942 55 4 branches branch NOUN american_scientific_journal-4942 55 5 of of ADP american_scientific_journal-4942 55 6 dccnn dccnn PROPN american_scientific_journal-4942 55 7 , , PUNCT american_scientific_journal-4942 55 8 they they PRON american_scientific_journal-4942 55 9 do do AUX american_scientific_journal-4942 55 10 not not PART american_scientific_journal-4942 55 11 share share VERB american_scientific_journal-4942 55 12 weights weight NOUN american_scientific_journal-4942 55 13 , , PUNCT american_scientific_journal-4942 55 14 so so CCONJ american_scientific_journal-4942 55 15 the the DET american_scientific_journal-4942 55 16 extracted extract VERB american_scientific_journal-4942 55 17 features feature NOUN american_scientific_journal-4942 55 18 are be AUX american_scientific_journal-4942 55 19 different different ADJ american_scientific_journal-4942 55 20 . . PUNCT american_scientific_journal-4942 56 1 fully fully ADV american_scientific_journal-4942 56 2 connected connect VERB american_scientific_journal-4942 56 3 layers layer NOUN american_scientific_journal-4942 56 4 connect connect VERB american_scientific_journal-4942 56 5 the the DET american_scientific_journal-4942 56 6 two two NUM american_scientific_journal-4942 56 7 different different ADJ american_scientific_journal-4942 56 8 output output NOUN american_scientific_journal-4942 56 9 features feature NOUN american_scientific_journal-4942 56 10 may may AUX american_scientific_journal-4942 56 11 improve improve VERB american_scientific_journal-4942 56 12 the the DET american_scientific_journal-4942 56 13 classification classification NOUN american_scientific_journal-4942 56 14 accuracy accuracy NOUN american_scientific_journal-4942 56 15 , , PUNCT american_scientific_journal-4942 56 16 especially especially ADV american_scientific_journal-4942 56 17 to to ADP american_scientific_journal-4942 56 18 calcification calcification NOUN american_scientific_journal-4942 56 19 , , PUNCT american_scientific_journal-4942 56 20 which which PRON american_scientific_journal-4942 56 21 is be AUX american_scientific_journal-4942 56 22 difficult difficult ADJ american_scientific_journal-4942 56 23 to to ADP american_scientific_journal-4942 56 24 a a DET american_scientific_journal-4942 56 25 single single ADJ american_scientific_journal-4942 56 26 network network NOUN american_scientific_journal-4942 56 27 . . PUNCT american_scientific_journal-4942 57 1 this this DET american_scientific_journal-4942 57 2 paper paper NOUN american_scientific_journal-4942 57 3 is be AUX american_scientific_journal-4942 57 4 organized organize VERB american_scientific_journal-4942 57 5 as as ADP american_scientific_journal-4942 57 6 following follow VERB american_scientific_journal-4942 57 7 : : PUNCT american_scientific_journal-4942 57 8 in in ADP american_scientific_journal-4942 57 9 section section NOUN american_scientific_journal-4942 57 10 2 2 NUM american_scientific_journal-4942 57 11 , , PUNCT american_scientific_journal-4942 57 12 we we PRON american_scientific_journal-4942 57 13 introduce introduce VERB american_scientific_journal-4942 57 14 the the DET american_scientific_journal-4942 57 15 data datum NOUN american_scientific_journal-4942 57 16 set set VERB american_scientific_journal-4942 57 17 and and CCONJ american_scientific_journal-4942 57 18 preprocessing preprocessing NOUN american_scientific_journal-4942 57 19 process process NOUN american_scientific_journal-4942 57 20 . . PUNCT american_scientific_journal-4942 58 1 in in ADP american_scientific_journal-4942 58 2 section section NOUN american_scientific_journal-4942 58 3 3 3 NUM american_scientific_journal-4942 58 4 , , PUNCT american_scientific_journal-4942 58 5 we we PRON american_scientific_journal-4942 58 6 present present VERB american_scientific_journal-4942 58 7 the the DET american_scientific_journal-4942 58 8 details detail NOUN american_scientific_journal-4942 58 9 of of ADP american_scientific_journal-4942 58 10 the the DET american_scientific_journal-4942 58 11 network network NOUN american_scientific_journal-4942 58 12 design design NOUN american_scientific_journal-4942 58 13 , , PUNCT american_scientific_journal-4942 58 14 parameter parameter NOUN american_scientific_journal-4942 58 15 analysis analysis NOUN american_scientific_journal-4942 58 16 and and CCONJ american_scientific_journal-4942 58 17 evaluation evaluation NOUN american_scientific_journal-4942 58 18 indicators indicator NOUN american_scientific_journal-4942 58 19 . . PUNCT american_scientific_journal-4942 59 1 in in ADP american_scientific_journal-4942 59 2 section section NOUN american_scientific_journal-4942 59 3 4 4 NUM american_scientific_journal-4942 59 4 , , PUNCT american_scientific_journal-4942 59 5 we we PRON american_scientific_journal-4942 59 6 give give VERB american_scientific_journal-4942 59 7 the the DET american_scientific_journal-4942 59 8 experimental experimental ADJ american_scientific_journal-4942 59 9 results result NOUN american_scientific_journal-4942 59 10 , , PUNCT american_scientific_journal-4942 59 11 and and CCONJ american_scientific_journal-4942 59 12 evaluate evaluate VERB american_scientific_journal-4942 59 13 the the DET american_scientific_journal-4942 59 14 proposed propose VERB american_scientific_journal-4942 59 15 method method NOUN american_scientific_journal-4942 59 16 via via ADP american_scientific_journal-4942 59 17 comparison comparison NOUN american_scientific_journal-4942 59 18 . . PUNCT american_scientific_journal-4942 60 1 a a DET american_scientific_journal-4942 60 2 brief brief ADJ american_scientific_journal-4942 60 3 discussion discussion NOUN american_scientific_journal-4942 60 4 is be AUX american_scientific_journal-4942 60 5 given give VERB american_scientific_journal-4942 60 6 in in ADP american_scientific_journal-4942 60 7 section section NOUN american_scientific_journal-4942 60 8 5 5 NUM american_scientific_journal-4942 60 9 . . SYM american_scientific_journal-4942 60 10 2 2 NUM american_scientific_journal-4942 60 11 . . PUNCT american_scientific_journal-4942 60 12 data datum NOUN american_scientific_journal-4942 60 13 sets set NOUN american_scientific_journal-4942 60 14 and and CCONJ american_scientific_journal-4942 60 15 preprocessing preprocesse VERB american_scientific_journal-4942 60 16 the the DET american_scientific_journal-4942 60 17 data data NOUN american_scientific_journal-4942 60 18 sets set NOUN american_scientific_journal-4942 60 19 we we PRON american_scientific_journal-4942 60 20 used use VERB american_scientific_journal-4942 60 21 are be AUX american_scientific_journal-4942 60 22 the the DET american_scientific_journal-4942 60 23 digital digital ADJ american_scientific_journal-4942 60 24 database database NOUN american_scientific_journal-4942 60 25 of of ADP american_scientific_journal-4942 60 26 screening screen VERB american_scientific_journal-4942 60 27 mammography mammography NOUN american_scientific_journal-4942 60 28 ( ( PUNCT american_scientific_journal-4942 60 29 ddsm ddsm PROPN american_scientific_journal-4942 60 30 ) ) PUNCT american_scientific_journal-4942 61 1 [ [ X american_scientific_journal-4942 61 2 12 12 NUM american_scientific_journal-4942 61 3 ] ] PUNCT american_scientific_journal-4942 61 4 and and CCONJ american_scientific_journal-4942 61 5 the the DET american_scientific_journal-4942 61 6 curated curate VERB american_scientific_journal-4942 61 7 breast breast NOUN american_scientific_journal-4942 61 8 imaging imaging NOUN american_scientific_journal-4942 61 9 subset subset NOUN american_scientific_journal-4942 61 10 of of ADP american_scientific_journal-4942 61 11 ddsm ddsm PROPN american_scientific_journal-4942 61 12 ( ( PUNCT american_scientific_journal-4942 61 13 cbis cbis ADJ american_scientific_journal-4942 61 14 - - PUNCT american_scientific_journal-4942 61 15 ddsm ddsm NOUN american_scientific_journal-4942 61 16 ) ) PUNCT american_scientific_journal-4942 62 1 [ [ X american_scientific_journal-4942 62 2 13 13 NUM american_scientific_journal-4942 62 3 ] ] PUNCT american_scientific_journal-4942 62 4 . . PUNCT american_scientific_journal-4942 63 1 the the DET american_scientific_journal-4942 63 2 negative negative ADJ american_scientific_journal-4942 63 3 data datum NOUN american_scientific_journal-4942 63 4 from from ADP american_scientific_journal-4942 63 5 ddsm ddsm NOUN american_scientific_journal-4942 63 6 and and CCONJ american_scientific_journal-4942 63 7 includes include VERB american_scientific_journal-4942 63 8 695 695 NUM american_scientific_journal-4942 63 9 normal normal ADJ american_scientific_journal-4942 63 10 cases case NOUN american_scientific_journal-4942 63 11 . . PUNCT american_scientific_journal-4942 64 1 positive positive ADJ american_scientific_journal-4942 64 2 data datum NOUN american_scientific_journal-4942 64 3 from from ADP american_scientific_journal-4942 64 4 cbis cbis ADJ american_scientific_journal-4942 64 5 - - PUNCT american_scientific_journal-4942 64 6 ddsm ddsm NOUN american_scientific_journal-4942 64 7 includes include VERB american_scientific_journal-4942 64 8 753 753 NUM american_scientific_journal-4942 64 9 calcification calcification NOUN american_scientific_journal-4942 64 10 cases case NOUN american_scientific_journal-4942 64 11 and and CCONJ american_scientific_journal-4942 64 12 891 891 NUM american_scientific_journal-4942 64 13 mass mass ADJ american_scientific_journal-4942 64 14 cases case NOUN american_scientific_journal-4942 64 15 . . PUNCT american_scientific_journal-4942 65 1 the the DET american_scientific_journal-4942 65 2 images image NOUN american_scientific_journal-4942 65 3 from from ADP american_scientific_journal-4942 65 4 ddsm ddsm PROPN american_scientific_journal-4942 65 5 are be AUX american_scientific_journal-4942 65 6 randomly randomly ADV american_scientific_journal-4942 65 7 cropped crop VERB american_scientific_journal-4942 65 8 into into ADP american_scientific_journal-4942 65 9 size size NOUN american_scientific_journal-4942 65 10 of of ADP american_scientific_journal-4942 65 11 598×598 598×598 NUM american_scientific_journal-4942 65 12 , , PUNCT american_scientific_journal-4942 65 13 then then ADV american_scientific_journal-4942 65 14 resized resize VERB american_scientific_journal-4942 65 15 to to ADP american_scientific_journal-4942 65 16 299×299 299×299 NUM american_scientific_journal-4942 65 17 . . PUNCT american_scientific_journal-4942 66 1 the the DET american_scientific_journal-4942 66 2 images image NOUN american_scientific_journal-4942 66 3 from from ADP american_scientific_journal-4942 66 4 cbis cbis ADJ american_scientific_journal-4942 66 5 - - PUNCT american_scientific_journal-4942 66 6 ddsm ddsm PROPN american_scientific_journal-4942 66 7 were be AUX american_scientific_journal-4942 66 8 extracted extract VERB american_scientific_journal-4942 66 9 using use VERB american_scientific_journal-4942 66 10 a a DET american_scientific_journal-4942 66 11 mask mask NOUN american_scientific_journal-4942 66 12 with with ADP american_scientific_journal-4942 66 13 a a DET american_scientific_journal-4942 66 14 small small ADJ american_scientific_journal-4942 66 15 amount amount NOUN american_scientific_journal-4942 66 16 of of ADP american_scientific_journal-4942 66 17 padding padding NOUN american_scientific_journal-4942 66 18 to to PART american_scientific_journal-4942 66 19 provide provide VERB american_scientific_journal-4942 66 20 context context NOUN american_scientific_journal-4942 66 21 , , PUNCT american_scientific_journal-4942 66 22 then then ADV american_scientific_journal-4942 66 23 each each DET american_scientific_journal-4942 66 24 roi roi NOUN american_scientific_journal-4942 66 25 was be AUX american_scientific_journal-4942 66 26 randomly randomly ADV american_scientific_journal-4942 66 27 cropped crop VERB american_scientific_journal-4942 66 28 three three NUM american_scientific_journal-4942 66 29 times time NOUN american_scientific_journal-4942 66 30 to to ADP american_scientific_journal-4942 66 31 a a DET american_scientific_journal-4942 66 32 size size NOUN american_scientific_journal-4942 66 33 of of ADP american_scientific_journal-4942 66 34 598×598 598×598 NUM american_scientific_journal-4942 66 35 image image NOUN american_scientific_journal-4942 66 36 , , PUNCT american_scientific_journal-4942 66 37 and and CCONJ american_scientific_journal-4942 66 38 then then ADV american_scientific_journal-4942 66 39 resized resize VERB american_scientific_journal-4942 66 40 to to ADP american_scientific_journal-4942 66 41 299×299 299×299 NUM american_scientific_journal-4942 66 42 . . PUNCT american_scientific_journal-4942 67 1 we we PRON american_scientific_journal-4942 67 2 separate separate VERB american_scientific_journal-4942 67 3 these these DET american_scientific_journal-4942 67 4 data datum NOUN american_scientific_journal-4942 67 5 into into ADP american_scientific_journal-4942 67 6 training training NOUN american_scientific_journal-4942 67 7 set set NOUN american_scientific_journal-4942 67 8 ( ( PUNCT american_scientific_journal-4942 67 9 90 90 NUM american_scientific_journal-4942 67 10 % % NOUN american_scientific_journal-4942 67 11 ) ) PUNCT american_scientific_journal-4942 67 12 and and CCONJ american_scientific_journal-4942 67 13 testing testing NOUN american_scientific_journal-4942 67 14 set set NOUN american_scientific_journal-4942 67 15 ( ( PUNCT american_scientific_journal-4942 67 16 10 10 NUM american_scientific_journal-4942 67 17 % % NOUN american_scientific_journal-4942 67 18 ) ) PUNCT american_scientific_journal-4942 67 19 randomly randomly ADV american_scientific_journal-4942 67 20 . . PUNCT american_scientific_journal-4942 68 1 training training NOUN american_scientific_journal-4942 68 2 in in ADP american_scientific_journal-4942 68 3 supervised supervised ADJ american_scientific_journal-4942 68 4 learning learning NOUN american_scientific_journal-4942 68 5 requires require VERB american_scientific_journal-4942 68 6 a a DET american_scientific_journal-4942 68 7 large large ADJ american_scientific_journal-4942 68 8 number number NOUN american_scientific_journal-4942 68 9 of of ADP american_scientific_journal-4942 68 10 labeled label VERB american_scientific_journal-4942 68 11 dataset dataset NOUN american_scientific_journal-4942 68 12 . . PUNCT american_scientific_journal-4942 69 1 therefore therefore ADV american_scientific_journal-4942 69 2 , , PUNCT american_scientific_journal-4942 69 3 we we PRON american_scientific_journal-4942 69 4 use use VERB american_scientific_journal-4942 69 5 the the DET american_scientific_journal-4942 69 6 data data NOUN american_scientific_journal-4942 69 7 enhancement enhancement NOUN american_scientific_journal-4942 69 8 method method NOUN american_scientific_journal-4942 69 9 [ [ X american_scientific_journal-4942 69 10 14 14 NUM american_scientific_journal-4942 69 11 ] ] PUNCT american_scientific_journal-4942 69 12 to to PART american_scientific_journal-4942 69 13 expand expand VERB american_scientific_journal-4942 69 14 the the DET american_scientific_journal-4942 69 15 training training NOUN american_scientific_journal-4942 69 16 set set VERB american_scientific_journal-4942 69 17 via via ADP american_scientific_journal-4942 69 18 randomly randomly ADV american_scientific_journal-4942 69 19 flipping flip VERB american_scientific_journal-4942 69 20 and and CCONJ american_scientific_journal-4942 69 21 rotating rotate VERB american_scientific_journal-4942 69 22 . . PUNCT american_scientific_journal-4942 70 1 figure figure NOUN american_scientific_journal-4942 70 2 1 1 NUM american_scientific_journal-4942 70 3 shows show VERB american_scientific_journal-4942 70 4 the the DET american_scientific_journal-4942 70 5 samples sample NOUN american_scientific_journal-4942 70 6 of of ADP american_scientific_journal-4942 70 7 benign benign ADJ american_scientific_journal-4942 70 8 calcification calcification NOUN american_scientific_journal-4942 70 9 , , PUNCT american_scientific_journal-4942 70 10 benign benign ADJ american_scientific_journal-4942 70 11 mass mass NOUN american_scientific_journal-4942 70 12 , , PUNCT american_scientific_journal-4942 70 13 malignant malignant ADJ american_scientific_journal-4942 70 14 calcification calcification NOUN american_scientific_journal-4942 70 15 , , PUNCT american_scientific_journal-4942 70 16 malignant malignant ADJ american_scientific_journal-4942 70 17 mass mass NOUN american_scientific_journal-4942 70 18 and and CCONJ american_scientific_journal-4942 70 19 normal normal ADJ american_scientific_journal-4942 70 20 breast breast NOUN american_scientific_journal-4942 70 21 after after SCONJ american_scientific_journal-4942 70 22 enhanced enhance VERB american_scientific_journal-4942 70 23 . . PUNCT american_scientific_journal-4942 71 1 ( ( PUNCT american_scientific_journal-4942 71 2 a a X american_scientific_journal-4942 71 3 ) ) PUNCT american_scientific_journal-4942 71 4 ( ( PUNCT american_scientific_journal-4942 71 5 b b X american_scientific_journal-4942 71 6 ) ) PUNCT american_scientific_journal-4942 71 7 ( ( PUNCT american_scientific_journal-4942 71 8 c c X american_scientific_journal-4942 71 9 ) ) PUNCT american_scientific_journal-4942 71 10 ( ( PUNCT american_scientific_journal-4942 71 11 d d X american_scientific_journal-4942 71 12 ) ) PUNCT american_scientific_journal-4942 71 13 ( ( PUNCT american_scientific_journal-4942 71 14 e e NOUN american_scientific_journal-4942 71 15 ) ) PUNCT american_scientific_journal-4942 71 16 . . PUNCT american_scientific_journal-4942 72 1 figure figure VERB american_scientific_journal-4942 72 2 1 1 NUM american_scientific_journal-4942 72 3 : : PUNCT american_scientific_journal-4942 72 4 the the DET american_scientific_journal-4942 72 5 five five NUM american_scientific_journal-4942 72 6 categories category NOUN american_scientific_journal-4942 72 7 of of ADP american_scientific_journal-4942 72 8 the the DET american_scientific_journal-4942 72 9 data data NOUN american_scientific_journal-4942 72 10 sets set NOUN american_scientific_journal-4942 72 11 are be AUX american_scientific_journal-4942 72 12 : : PUNCT american_scientific_journal-4942 72 13 ( ( PUNCT american_scientific_journal-4942 72 14 a a X american_scientific_journal-4942 72 15 ) ) PUNCT american_scientific_journal-4942 72 16 benign benign ADJ american_scientific_journal-4942 72 17 calcification calcification NOUN american_scientific_journal-4942 72 18 , , PUNCT american_scientific_journal-4942 72 19 ( ( PUNCT american_scientific_journal-4942 72 20 b b NOUN american_scientific_journal-4942 72 21 ) ) PUNCT american_scientific_journal-4942 72 22 benign benign ADJ american_scientific_journal-4942 72 23 mass mass NOUN american_scientific_journal-4942 72 24 , , PUNCT american_scientific_journal-4942 72 25 ( ( PUNCT american_scientific_journal-4942 72 26 c c NOUN american_scientific_journal-4942 72 27 ) ) PUNCT american_scientific_journal-4942 72 28 malignant malignant ADJ american_scientific_journal-4942 72 29 calcification calcification NOUN american_scientific_journal-4942 72 30 , , PUNCT american_scientific_journal-4942 72 31 ( ( PUNCT american_scientific_journal-4942 72 32 d d NOUN american_scientific_journal-4942 72 33 ) ) PUNCT american_scientific_journal-4942 72 34 malignant malignant ADJ american_scientific_journal-4942 72 35 mass mass NOUN american_scientific_journal-4942 72 36 , , PUNCT american_scientific_journal-4942 72 37 ( ( PUNCT american_scientific_journal-4942 72 38 e e NOUN american_scientific_journal-4942 72 39 ) ) PUNCT american_scientific_journal-4942 72 40 normal normal ADJ american_scientific_journal-4942 72 41 breast breast NOUN american_scientific_journal-4942 72 42 3 3 NUM american_scientific_journal-4942 72 43 . . PUNCT american_scientific_journal-4942 73 1 network network NOUN american_scientific_journal-4942 73 2 construction construction NOUN american_scientific_journal-4942 73 3 and and CCONJ american_scientific_journal-4942 73 4 parameter parameter NOUN american_scientific_journal-4942 73 5 analysis analysis NOUN american_scientific_journal-4942 73 6 3.1 3.1 NUM american_scientific_journal-4942 73 7 . . PUNCT american_scientific_journal-4942 74 1 network network NOUN american_scientific_journal-4942 74 2 structure structure NOUN american_scientific_journal-4942 74 3 design design NOUN american_scientific_journal-4942 74 4 we we PRON american_scientific_journal-4942 74 5 design design VERB american_scientific_journal-4942 74 6 a a DET american_scientific_journal-4942 74 7 deep deep ADJ american_scientific_journal-4942 74 8 cooperation cooperation NOUN american_scientific_journal-4942 74 9 convolution convolution NOUN american_scientific_journal-4942 74 10 neural neural ADJ american_scientific_journal-4942 74 11 network network NOUN american_scientific_journal-4942 74 12 ( ( PUNCT american_scientific_journal-4942 74 13 dccnn dccnn PROPN american_scientific_journal-4942 74 14 ) ) PUNCT american_scientific_journal-4942 74 15 for for ADP american_scientific_journal-4942 74 16 the the DET american_scientific_journal-4942 74 17 classification classification NOUN american_scientific_journal-4942 74 18 of of ADP american_scientific_journal-4942 74 19 mammography mammography NOUN american_scientific_journal-4942 74 20 images image NOUN american_scientific_journal-4942 74 21 . . PUNCT american_scientific_journal-4942 75 1 as as SCONJ american_scientific_journal-4942 75 2 shown show VERB american_scientific_journal-4942 75 3 in in ADP american_scientific_journal-4942 75 4 figure figure NOUN american_scientific_journal-4942 75 5 2 2 NUM american_scientific_journal-4942 75 6 , , PUNCT american_scientific_journal-4942 75 7 dccnn dccnn PROPN american_scientific_journal-4942 75 8 consists consist VERB american_scientific_journal-4942 75 9 of of ADP american_scientific_journal-4942 75 10 two two NUM american_scientific_journal-4942 75 11 subnetworks subnetwork NOUN american_scientific_journal-4942 75 12 . . PUNCT american_scientific_journal-4942 76 1 the the DET american_scientific_journal-4942 76 2 first first ADJ american_scientific_journal-4942 76 3 is be AUX american_scientific_journal-4942 76 4 the the DET american_scientific_journal-4942 76 5 feature feature NOUN american_scientific_journal-4942 76 6 extraction extraction NOUN american_scientific_journal-4942 76 7 network network NOUN american_scientific_journal-4942 76 8 , , PUNCT american_scientific_journal-4942 76 9 which which PRON american_scientific_journal-4942 76 10 consists consist VERB american_scientific_journal-4942 76 11 of of ADP american_scientific_journal-4942 76 12 two two NUM american_scientific_journal-4942 76 13 independent independent ADJ american_scientific_journal-4942 76 14 deep deep ADJ american_scientific_journal-4942 76 15 convolutional convolutional ADJ american_scientific_journal-4942 76 16 neural neural ADJ american_scientific_journal-4942 76 17 networks network NOUN american_scientific_journal-4942 76 18 ( ( PUNCT american_scientific_journal-4942 76 19 dcnn dcnn PROPN american_scientific_journal-4942 76 20 ) ) PUNCT american_scientific_journal-4942 76 21 with with ADP american_scientific_journal-4942 76 22 the the DET american_scientific_journal-4942 76 23 same same ADJ american_scientific_journal-4942 76 24 structure structure NOUN american_scientific_journal-4942 76 25 . . PUNCT american_scientific_journal-4942 77 1 the the DET american_scientific_journal-4942 77 2 second second ADJ american_scientific_journal-4942 77 3 is be AUX american_scientific_journal-4942 77 4 the the DET american_scientific_journal-4942 77 5 fully fully ADV american_scientific_journal-4942 77 6 connected connect VERB american_scientific_journal-4942 77 7 network network NOUN american_scientific_journal-4942 77 8 , , PUNCT american_scientific_journal-4942 77 9 which which PRON american_scientific_journal-4942 77 10 connects connect VERB american_scientific_journal-4942 77 11 the the DET american_scientific_journal-4942 77 12 features feature NOUN american_scientific_journal-4942 77 13 extracted extract VERB american_scientific_journal-4942 77 14 from from ADP american_scientific_journal-4942 77 15 two two NUM american_scientific_journal-4942 77 16 branches branch NOUN american_scientific_journal-4942 77 17 and and CCONJ american_scientific_journal-4942 77 18 contains contain VERB american_scientific_journal-4942 77 19 four four NUM american_scientific_journal-4942 77 20 fully fully ADV american_scientific_journal-4942 77 21 connected connect VERB american_scientific_journal-4942 77 22 layers layer NOUN american_scientific_journal-4942 77 23 . . PUNCT american_scientific_journal-4942 78 1 the the DET american_scientific_journal-4942 78 2 sizes size NOUN american_scientific_journal-4942 78 3 of of ADP american_scientific_journal-4942 78 4 the the DET american_scientific_journal-4942 78 5 fully fully ADV american_scientific_journal-4942 78 6 connected connected ADJ american_scientific_journal-4942 78 7 layers layer NOUN american_scientific_journal-4942 78 8 are be AUX american_scientific_journal-4942 78 9 : : PUNCT american_scientific_journal-4942 78 10 1024 1024 NUM american_scientific_journal-4942 78 11 , , PUNCT american_scientific_journal-4942 78 12 512 512 NUM american_scientific_journal-4942 78 13 , , PUNCT american_scientific_journal-4942 78 14 32 32 NUM american_scientific_journal-4942 78 15 and and CCONJ american_scientific_journal-4942 78 16 5 5 NUM american_scientific_journal-4942 78 17 . . PUNCT american_scientific_journal-4942 79 1 the the DET american_scientific_journal-4942 79 2 final final ADJ american_scientific_journal-4942 79 3 layer layer NOUN american_scientific_journal-4942 79 4 is be AUX american_scientific_journal-4942 79 5 a a DET american_scientific_journal-4942 79 6 softmax softmax NOUN american_scientific_journal-4942 79 7 layer layer NOUN american_scientific_journal-4942 79 8 for for ADP american_scientific_journal-4942 79 9 five five NUM american_scientific_journal-4942 79 10 classifications classification NOUN american_scientific_journal-4942 79 11 . . PUNCT american_scientific_journal-4942 80 1 one one NUM american_scientific_journal-4942 80 2 advantage advantage NOUN american_scientific_journal-4942 80 3 of of ADP american_scientific_journal-4942 80 4 this this DET american_scientific_journal-4942 80 5 model model NOUN american_scientific_journal-4942 80 6 is be AUX american_scientific_journal-4942 80 7 : : PUNCT american_scientific_journal-4942 80 8 in in ADP american_scientific_journal-4942 80 9 the the DET american_scientific_journal-4942 80 10 parallel parallel ADJ american_scientific_journal-4942 80 11 network network NOUN american_scientific_journal-4942 80 12 , , PUNCT american_scientific_journal-4942 80 13 the the DET american_scientific_journal-4942 80 14 parameters parameter NOUN american_scientific_journal-4942 80 15 in in ADP american_scientific_journal-4942 80 16 the the DET american_scientific_journal-4942 80 17 two two NUM american_scientific_journal-4942 80 18 branches branch NOUN american_scientific_journal-4942 80 19 are be AUX american_scientific_journal-4942 80 20 different different ADJ american_scientific_journal-4942 80 21 after after ADP american_scientific_journal-4942 80 22 training training NOUN american_scientific_journal-4942 80 23 , , PUNCT american_scientific_journal-4942 80 24 because because SCONJ american_scientific_journal-4942 80 25 the the DET american_scientific_journal-4942 80 26 initialization initialization NOUN american_scientific_journal-4942 80 27 of of ADP american_scientific_journal-4942 80 28 weights weight NOUN american_scientific_journal-4942 80 29 in in ADP american_scientific_journal-4942 80 30 each each DET american_scientific_journal-4942 80 31 branch branch NOUN american_scientific_journal-4942 80 32 is be AUX american_scientific_journal-4942 80 33 random random ADJ american_scientific_journal-4942 80 34 . . PUNCT american_scientific_journal-4942 81 1 therefore therefore ADV american_scientific_journal-4942 81 2 , , PUNCT american_scientific_journal-4942 81 3 the the DET american_scientific_journal-4942 81 4 fitting fitting ADJ american_scientific_journal-4942 81 5 degree degree NOUN american_scientific_journal-4942 81 6 to to ADP american_scientific_journal-4942 81 7 features feature NOUN american_scientific_journal-4942 81 8 is be AUX american_scientific_journal-4942 81 9 different different ADJ american_scientific_journal-4942 81 10 which which PRON american_scientific_journal-4942 81 11 can can AUX american_scientific_journal-4942 81 12 extract extract VERB american_scientific_journal-4942 81 13 more more ADJ american_scientific_journal-4942 81 14 various various ADJ american_scientific_journal-4942 81 15 features feature NOUN american_scientific_journal-4942 81 16 than than ADP american_scientific_journal-4942 81 17 a a DET american_scientific_journal-4942 81 18 american american ADJ american_scientific_journal-4942 81 19 scientific scientific ADJ american_scientific_journal-4942 81 20 research research NOUN american_scientific_journal-4942 81 21 journal journal NOUN american_scientific_journal-4942 81 22 for for ADP american_scientific_journal-4942 81 23 engineering engineering NOUN american_scientific_journal-4942 81 24 , , PUNCT american_scientific_journal-4942 81 25 technology technology NOUN american_scientific_journal-4942 81 26 , , PUNCT american_scientific_journal-4942 81 27 and and CCONJ american_scientific_journal-4942 81 28 sciences science NOUN american_scientific_journal-4942 81 29 ( ( PUNCT american_scientific_journal-4942 81 30 asrjets asrjet NOUN american_scientific_journal-4942 81 31 ) ) PUNCT american_scientific_journal-4942 81 32 ( ( PUNCT american_scientific_journal-4942 81 33 2019 2019 NUM american_scientific_journal-4942 81 34 ) ) PUNCT american_scientific_journal-4942 81 35 volume volume NOUN american_scientific_journal-4942 81 36 57 57 NUM american_scientific_journal-4942 81 37 , , PUNCT american_scientific_journal-4942 81 38 no no DET american_scientific_journal-4942 81 39 1 1 NUM american_scientific_journal-4942 81 40 , , PUNCT american_scientific_journal-4942 81 41 pp pp ADV american_scientific_journal-4942 81 42 10 10 NUM american_scientific_journal-4942 81 43 - - SYM american_scientific_journal-4942 81 44 21 21 NUM american_scientific_journal-4942 81 45 13 13 NUM american_scientific_journal-4942 81 46 single single ADJ american_scientific_journal-4942 81 47 network network NOUN american_scientific_journal-4942 81 48 . . PUNCT american_scientific_journal-4942 82 1 it it PRON american_scientific_journal-4942 82 2 may may AUX american_scientific_journal-4942 82 3 improve improve VERB american_scientific_journal-4942 82 4 the the DET american_scientific_journal-4942 82 5 classification classification NOUN american_scientific_journal-4942 82 6 accuracy accuracy NOUN american_scientific_journal-4942 82 7 further far ADV american_scientific_journal-4942 82 8 . . PUNCT american_scientific_journal-4942 83 1 the the DET american_scientific_journal-4942 83 2 other other ADJ american_scientific_journal-4942 83 3 advantage advantage NOUN american_scientific_journal-4942 83 4 is be AUX american_scientific_journal-4942 83 5 that that SCONJ american_scientific_journal-4942 83 6 parallel parallel ADJ american_scientific_journal-4942 83 7 structure structure NOUN american_scientific_journal-4942 83 8 network network NOUN american_scientific_journal-4942 83 9 reduces reduce VERB american_scientific_journal-4942 83 10 the the DET american_scientific_journal-4942 83 11 computational computational ADJ american_scientific_journal-4942 83 12 burden burden NOUN american_scientific_journal-4942 83 13 of of ADP american_scientific_journal-4942 83 14 computer computer NOUN american_scientific_journal-4942 83 15 while while SCONJ american_scientific_journal-4942 83 16 maintains maintain VERB american_scientific_journal-4942 83 17 the the DET american_scientific_journal-4942 83 18 high high ADJ american_scientific_journal-4942 83 19 level level NOUN american_scientific_journal-4942 83 20 of of ADP american_scientific_journal-4942 83 21 performance performance NOUN american_scientific_journal-4942 83 22 . . PUNCT american_scientific_journal-4942 84 1 as as ADV american_scientific_journal-4942 84 2 well well ADV american_scientific_journal-4942 84 3 as as ADP american_scientific_journal-4942 84 4 the the DET american_scientific_journal-4942 84 5 aim aim NOUN american_scientific_journal-4942 84 6 of of ADP american_scientific_journal-4942 84 7 parallel parallel ADJ american_scientific_journal-4942 84 8 structure structure NOUN american_scientific_journal-4942 84 9 with with ADP american_scientific_journal-4942 84 10 a a DET american_scientific_journal-4942 84 11 computational computational ADJ american_scientific_journal-4942 84 12 budget budget NOUN american_scientific_journal-4942 84 13 balanced balance VERB american_scientific_journal-4942 84 14 between between ADP american_scientific_journal-4942 84 15 its its PRON american_scientific_journal-4942 84 16 depth depth NOUN american_scientific_journal-4942 84 17 and and CCONJ american_scientific_journal-4942 84 18 width width NOUN american_scientific_journal-4942 84 19 . . PUNCT american_scientific_journal-4942 85 1 figure figure NOUN american_scientific_journal-4942 85 2 2 2 NUM american_scientific_journal-4942 85 3 : : PUNCT american_scientific_journal-4942 85 4 the the DET american_scientific_journal-4942 85 5 framework framework NOUN american_scientific_journal-4942 85 6 of of ADP american_scientific_journal-4942 85 7 dccnn dccnn VERB american_scientific_journal-4942 85 8 the the DET american_scientific_journal-4942 85 9 structure structure NOUN american_scientific_journal-4942 85 10 of of ADP american_scientific_journal-4942 85 11 dcnn dcnn PROPN american_scientific_journal-4942 85 12 is be AUX american_scientific_journal-4942 85 13 shown show VERB american_scientific_journal-4942 85 14 in in ADP american_scientific_journal-4942 85 15 figure figure NOUN american_scientific_journal-4942 85 16 3 3 NUM american_scientific_journal-4942 85 17 . . PUNCT american_scientific_journal-4942 86 1 the the DET american_scientific_journal-4942 86 2 input input NOUN american_scientific_journal-4942 86 3 is be AUX american_scientific_journal-4942 86 4 299×299 299×299 NUM american_scientific_journal-4942 86 5 rois rois NOUN american_scientific_journal-4942 86 6 of of ADP american_scientific_journal-4942 86 7 mammography mammography NOUN american_scientific_journal-4942 86 8 images image NOUN american_scientific_journal-4942 86 9 . . PUNCT american_scientific_journal-4942 87 1 the the DET american_scientific_journal-4942 87 2 roi roi NOUN american_scientific_journal-4942 87 3 is be AUX american_scientific_journal-4942 87 4 a a DET american_scientific_journal-4942 87 5 grayscale grayscale NOUN american_scientific_journal-4942 87 6 image image NOUN american_scientific_journal-4942 87 7 . . PUNCT american_scientific_journal-4942 88 1 the the DET american_scientific_journal-4942 88 2 sizes size NOUN american_scientific_journal-4942 88 3 of of ADP american_scientific_journal-4942 88 4 the the DET american_scientific_journal-4942 88 5 convolutional convolutional ADJ american_scientific_journal-4942 88 6 kernel kernel NOUN american_scientific_journal-4942 88 7 and and CCONJ american_scientific_journal-4942 88 8 max max PROPN american_scientific_journal-4942 88 9 pooling pooling NOUN american_scientific_journal-4942 88 10 layer layer NOUN american_scientific_journal-4942 88 11 are be AUX american_scientific_journal-4942 88 12 designed design VERB american_scientific_journal-4942 88 13 respectively respectively ADV american_scientific_journal-4942 88 14 according accord VERB american_scientific_journal-4942 88 15 to to ADP american_scientific_journal-4942 88 16 the the DET american_scientific_journal-4942 88 17 sizes size NOUN american_scientific_journal-4942 88 18 of of ADP american_scientific_journal-4942 88 19 the the DET american_scientific_journal-4942 88 20 lesion lesion NOUN american_scientific_journal-4942 88 21 areas area NOUN american_scientific_journal-4942 88 22 , , PUNCT american_scientific_journal-4942 88 23 especially especially ADV american_scientific_journal-4942 88 24 to to ADP american_scientific_journal-4942 88 25 very very ADV american_scientific_journal-4942 88 26 small small ADJ american_scientific_journal-4942 88 27 calcification calcification NOUN american_scientific_journal-4942 88 28 point point NOUN american_scientific_journal-4942 88 29 . . PUNCT american_scientific_journal-4942 89 1 therefore therefore ADV american_scientific_journal-4942 89 2 , , PUNCT american_scientific_journal-4942 89 3 the the DET american_scientific_journal-4942 89 4 first first ADJ american_scientific_journal-4942 89 5 part part NOUN american_scientific_journal-4942 89 6 of of ADP american_scientific_journal-4942 89 7 our our PRON american_scientific_journal-4942 89 8 network network NOUN american_scientific_journal-4942 89 9 only only ADV american_scientific_journal-4942 89 10 uses use VERB american_scientific_journal-4942 89 11 3×3 3×3 NUM american_scientific_journal-4942 89 12 convolution convolution NOUN american_scientific_journal-4942 89 13 kernels kernel NOUN american_scientific_journal-4942 89 14 and and CCONJ american_scientific_journal-4942 89 15 2×2 2×2 NUM american_scientific_journal-4942 89 16 pooling pool VERB american_scientific_journal-4942 89 17 layers layer NOUN american_scientific_journal-4942 89 18 . . PUNCT american_scientific_journal-4942 90 1 the the DET american_scientific_journal-4942 90 2 3×3 3×3 NUM american_scientific_journal-4942 90 3 convolution convolution NOUN american_scientific_journal-4942 90 4 kernel kernel NOUN american_scientific_journal-4942 90 5 extracts extract NOUN american_scientific_journal-4942 90 6 detail detail NOUN american_scientific_journal-4942 90 7 information information NOUN american_scientific_journal-4942 90 8 of of ADP american_scientific_journal-4942 90 9 edges edge NOUN american_scientific_journal-4942 90 10 , , PUNCT american_scientific_journal-4942 90 11 texture texture ADJ american_scientific_journal-4942 90 12 shapes shape NOUN american_scientific_journal-4942 90 13 , , PUNCT american_scientific_journal-4942 90 14 and and CCONJ american_scientific_journal-4942 90 15 contours contours PROPN american_scientific_journal-4942 90 16 . . PUNCT american_scientific_journal-4942 91 1 figure figure VERB american_scientific_journal-4942 91 2 3 3 NUM american_scientific_journal-4942 91 3 : : PUNCT american_scientific_journal-4942 91 4 the the DET american_scientific_journal-4942 91 5 structure structure NOUN american_scientific_journal-4942 91 6 and and CCONJ american_scientific_journal-4942 91 7 parameters parameter NOUN american_scientific_journal-4942 91 8 of of ADP american_scientific_journal-4942 91 9 dccnn dccnn PROPN american_scientific_journal-4942 91 10 . . PUNCT american_scientific_journal-4942 92 1 concat concat NOUN american_scientific_journal-4942 92 2 layer layer NOUN american_scientific_journal-4942 92 3 fuses fuse VERB american_scientific_journal-4942 92 4 the the DET american_scientific_journal-4942 92 5 middle middle ADJ american_scientific_journal-4942 92 6 - - PUNCT american_scientific_journal-4942 92 7 level level NOUN american_scientific_journal-4942 92 8 information information NOUN american_scientific_journal-4942 92 9 extracted extract VERB american_scientific_journal-4942 92 10 from from ADP american_scientific_journal-4942 92 11 the the DET american_scientific_journal-4942 92 12 fifth fifth ADJ american_scientific_journal-4942 92 13 convolutional convolutional ADJ american_scientific_journal-4942 92 14 layer layer NOUN american_scientific_journal-4942 92 15 , , PUNCT american_scientific_journal-4942 92 16 inception inception NOUN american_scientific_journal-4942 92 17 ( ( PUNCT american_scientific_journal-4942 92 18 6a 6a NOUN american_scientific_journal-4942 92 19 ) ) PUNCT american_scientific_journal-4942 92 20 , , PUNCT american_scientific_journal-4942 92 21 and and CCONJ american_scientific_journal-4942 92 22 inception inception NOUN american_scientific_journal-4942 92 23 ( ( PUNCT american_scientific_journal-4942 92 24 7a 7a NUM american_scientific_journal-4942 92 25 ) ) PUNCT american_scientific_journal-4942 92 26 with with ADP american_scientific_journal-4942 92 27 high high ADJ american_scientific_journal-4942 92 28 - - PUNCT american_scientific_journal-4942 92 29 level level NOUN american_scientific_journal-4942 92 30 information information NOUN american_scientific_journal-4942 92 31 of of ADP american_scientific_journal-4942 92 32 images image NOUN american_scientific_journal-4942 92 33 the the DET american_scientific_journal-4942 92 34 main main ADJ american_scientific_journal-4942 92 35 role role NOUN american_scientific_journal-4942 92 36 of of ADP american_scientific_journal-4942 92 37 the the DET american_scientific_journal-4942 92 38 2×2 2×2 NUM american_scientific_journal-4942 92 39 pooling pooling NOUN american_scientific_journal-4942 92 40 layer layer NOUN american_scientific_journal-4942 92 41 is be AUX american_scientific_journal-4942 92 42 to to PART american_scientific_journal-4942 92 43 reduce reduce VERB american_scientific_journal-4942 92 44 the the DET american_scientific_journal-4942 92 45 feature feature NOUN american_scientific_journal-4942 92 46 map map NOUN american_scientific_journal-4942 92 47 size size NOUN american_scientific_journal-4942 92 48 , , PUNCT american_scientific_journal-4942 92 49 thereby thereby ADV american_scientific_journal-4942 92 50 reducing reduce VERB american_scientific_journal-4942 92 51 the the DET american_scientific_journal-4942 92 52 computation computation NOUN american_scientific_journal-4942 92 53 time time NOUN american_scientific_journal-4942 92 54 . . PUNCT american_scientific_journal-4942 93 1 at at ADP american_scientific_journal-4942 93 2 the the DET american_scientific_journal-4942 93 3 same same ADJ american_scientific_journal-4942 93 4 time time NOUN american_scientific_journal-4942 93 5 , , PUNCT american_scientific_journal-4942 93 6 1×1 1×1 NUM american_scientific_journal-4942 93 7 convolution convolution NOUN american_scientific_journal-4942 93 8 kernel kernel NOUN american_scientific_journal-4942 93 9 is be AUX american_scientific_journal-4942 93 10 used use VERB american_scientific_journal-4942 93 11 to to PART american_scientific_journal-4942 93 12 increase increase VERB american_scientific_journal-4942 93 13 the the DET american_scientific_journal-4942 93 14 nonlinearity nonlinearity NOUN american_scientific_journal-4942 93 15 of of ADP american_scientific_journal-4942 93 16 the the DET american_scientific_journal-4942 93 17 network network NOUN american_scientific_journal-4942 93 18 , , PUNCT american_scientific_journal-4942 93 19 so so SCONJ american_scientific_journal-4942 93 20 that that SCONJ american_scientific_journal-4942 93 21 the the DET american_scientific_journal-4942 93 22 network network NOUN american_scientific_journal-4942 93 23 can can AUX american_scientific_journal-4942 93 24 express express VERB american_scientific_journal-4942 93 25 more more ADJ american_scientific_journal-4942 93 26 complex complex ADJ american_scientific_journal-4942 93 27 features feature NOUN american_scientific_journal-4942 93 28 . . PUNCT american_scientific_journal-4942 94 1 in in ADP american_scientific_journal-4942 94 2 dcnn dcnn PROPN american_scientific_journal-4942 94 3 , , PUNCT american_scientific_journal-4942 94 4 we we PRON american_scientific_journal-4942 94 5 also also ADV american_scientific_journal-4942 94 6 use use VERB american_scientific_journal-4942 94 7 the the DET american_scientific_journal-4942 94 8 multi multi ADJ american_scientific_journal-4942 94 9 - - ADJ american_scientific_journal-4942 94 10 scale scale ADJ american_scientific_journal-4942 94 11 fusion fusion NOUN american_scientific_journal-4942 94 12 inception inception NOUN american_scientific_journal-4942 94 13 modules module NOUN american_scientific_journal-4942 94 14 . . PUNCT american_scientific_journal-4942 95 1 inception inception ADJ american_scientific_journal-4942 95 2 american american PROPN american_scientific_journal-4942 95 3 scientific scientific PROPN american_scientific_journal-4942 95 4 research research NOUN american_scientific_journal-4942 95 5 journal journal NOUN american_scientific_journal-4942 95 6 for for ADP american_scientific_journal-4942 95 7 engineering engineering NOUN american_scientific_journal-4942 95 8 , , PUNCT american_scientific_journal-4942 95 9 technology technology NOUN american_scientific_journal-4942 95 10 , , PUNCT american_scientific_journal-4942 95 11 and and CCONJ american_scientific_journal-4942 95 12 sciences science NOUN american_scientific_journal-4942 95 13 ( ( PUNCT american_scientific_journal-4942 95 14 asrjets asrjet NOUN american_scientific_journal-4942 95 15 ) ) PUNCT american_scientific_journal-4942 95 16 ( ( PUNCT american_scientific_journal-4942 95 17 2019 2019 NUM american_scientific_journal-4942 95 18 ) ) PUNCT american_scientific_journal-4942 95 19 volume volume NOUN american_scientific_journal-4942 95 20 57 57 NUM american_scientific_journal-4942 95 21 , , PUNCT american_scientific_journal-4942 95 22 no no DET american_scientific_journal-4942 95 23 1 1 NUM american_scientific_journal-4942 95 24 , , PUNCT american_scientific_journal-4942 95 25 pp pp ADV american_scientific_journal-4942 95 26 10 10 NUM american_scientific_journal-4942 95 27 - - SYM american_scientific_journal-4942 95 28 21 21 NUM american_scientific_journal-4942 95 29 14 14 NUM american_scientific_journal-4942 95 30 ( ( PUNCT american_scientific_journal-4942 95 31 6a 6a NOUN american_scientific_journal-4942 95 32 ) ) PUNCT american_scientific_journal-4942 95 33 uses use VERB american_scientific_journal-4942 95 34 two two NUM american_scientific_journal-4942 95 35 3×3 3×3 NUM american_scientific_journal-4942 95 36 convolution convolution NOUN american_scientific_journal-4942 95 37 kernels kernel NOUN american_scientific_journal-4942 95 38 instead instead ADV american_scientific_journal-4942 95 39 of of ADP american_scientific_journal-4942 95 40 5×5 5×5 NUM american_scientific_journal-4942 95 41 convolution convolution NOUN american_scientific_journal-4942 95 42 kernels kernel NOUN american_scientific_journal-4942 95 43 , , PUNCT american_scientific_journal-4942 95 44 which which PRON american_scientific_journal-4942 95 45 reduces reduce VERB american_scientific_journal-4942 95 46 the the DET american_scientific_journal-4942 95 47 number number NOUN american_scientific_journal-4942 95 48 of of ADP american_scientific_journal-4942 95 49 parameters parameter NOUN american_scientific_journal-4942 95 50 . . PUNCT american_scientific_journal-4942 96 1 inception inception NOUN american_scientific_journal-4942 96 2 ( ( PUNCT american_scientific_journal-4942 96 3 7a 7a NUM american_scientific_journal-4942 96 4 ) ) PUNCT american_scientific_journal-4942 96 5 further far ADV american_scientific_journal-4942 96 6 uses use VERB american_scientific_journal-4942 96 7 1×3 1×3 NUM american_scientific_journal-4942 96 8 , , PUNCT american_scientific_journal-4942 96 9 3×1 3×1 NUM american_scientific_journal-4942 96 10 instead instead ADV american_scientific_journal-4942 96 11 of of ADP american_scientific_journal-4942 96 12 5×5 5×5 NUM american_scientific_journal-4942 96 13 . . PUNCT american_scientific_journal-4942 97 1 in in ADP american_scientific_journal-4942 97 2 this this DET american_scientific_journal-4942 97 3 way way NOUN american_scientific_journal-4942 97 4 , , PUNCT american_scientific_journal-4942 97 5 calculation calculation NOUN american_scientific_journal-4942 97 6 efficiency efficiency NOUN american_scientific_journal-4942 97 7 is be AUX american_scientific_journal-4942 97 8 further far ADV american_scientific_journal-4942 97 9 improved improve VERB american_scientific_journal-4942 97 10 . . PUNCT american_scientific_journal-4942 98 1 inception inception NOUN american_scientific_journal-4942 98 2 ( ( PUNCT american_scientific_journal-4942 98 3 6b 6b NOUN american_scientific_journal-4942 98 4 ) ) PUNCT american_scientific_journal-4942 98 5 and and CCONJ american_scientific_journal-4942 98 6 inception inception NOUN american_scientific_journal-4942 98 7 ( ( PUNCT american_scientific_journal-4942 98 8 7b 7b NOUN american_scientific_journal-4942 98 9 ) ) PUNCT american_scientific_journal-4942 98 10 fuse fuse NOUN american_scientific_journal-4942 98 11 feature feature NOUN american_scientific_journal-4942 98 12 information information NOUN american_scientific_journal-4942 98 13 with with ADP american_scientific_journal-4942 98 14 multiple multiple ADJ american_scientific_journal-4942 98 15 scales scale NOUN american_scientific_journal-4942 98 16 and and CCONJ american_scientific_journal-4942 98 17 reduce reduce VERB american_scientific_journal-4942 98 18 feature feature NOUN american_scientific_journal-4942 98 19 maps map NOUN american_scientific_journal-4942 98 20 size size NOUN american_scientific_journal-4942 98 21 , , PUNCT american_scientific_journal-4942 98 22 thus thus ADV american_scientific_journal-4942 98 23 reducing reduce VERB american_scientific_journal-4942 98 24 network network NOUN american_scientific_journal-4942 98 25 overfitting overfitting NOUN american_scientific_journal-4942 98 26 . . PUNCT american_scientific_journal-4942 99 1 the the DET american_scientific_journal-4942 99 2 dcnn dcnn PROPN american_scientific_journal-4942 99 3 not not PART american_scientific_journal-4942 99 4 only only ADV american_scientific_journal-4942 99 5 fuses fuse VERB american_scientific_journal-4942 99 6 information information NOUN american_scientific_journal-4942 99 7 on on ADP american_scientific_journal-4942 99 8 different different ADJ american_scientific_journal-4942 99 9 scales scale NOUN american_scientific_journal-4942 99 10 in in ADP american_scientific_journal-4942 99 11 the the DET american_scientific_journal-4942 99 12 same same ADJ american_scientific_journal-4942 99 13 layer layer NOUN american_scientific_journal-4942 99 14 , , PUNCT american_scientific_journal-4942 99 15 but but CCONJ american_scientific_journal-4942 99 16 also also ADV american_scientific_journal-4942 99 17 fuses fuse VERB american_scientific_journal-4942 99 18 the the DET american_scientific_journal-4942 99 19 middle middle ADJ american_scientific_journal-4942 99 20 - - PUNCT american_scientific_journal-4942 99 21 level level NOUN american_scientific_journal-4942 99 22 information information NOUN american_scientific_journal-4942 99 23 extracted extract VERB american_scientific_journal-4942 99 24 from from ADP american_scientific_journal-4942 99 25 the the DET american_scientific_journal-4942 99 26 fifth fifth ADJ american_scientific_journal-4942 99 27 convolutional convolutional ADJ american_scientific_journal-4942 99 28 layer layer NOUN american_scientific_journal-4942 99 29 , , PUNCT american_scientific_journal-4942 99 30 inception inception NOUN american_scientific_journal-4942 99 31 ( ( PUNCT american_scientific_journal-4942 99 32 6a 6a NOUN american_scientific_journal-4942 99 33 ) ) PUNCT american_scientific_journal-4942 99 34 , , PUNCT american_scientific_journal-4942 99 35 and and CCONJ american_scientific_journal-4942 99 36 inception inception NOUN american_scientific_journal-4942 99 37 ( ( PUNCT american_scientific_journal-4942 99 38 7a 7a NUM american_scientific_journal-4942 99 39 ) ) PUNCT american_scientific_journal-4942 99 40 into into ADP american_scientific_journal-4942 99 41 high high ADJ american_scientific_journal-4942 99 42 - - PUNCT american_scientific_journal-4942 99 43 level level NOUN american_scientific_journal-4942 99 44 information information NOUN american_scientific_journal-4942 99 45 . . PUNCT american_scientific_journal-4942 100 1 the the DET american_scientific_journal-4942 100 2 details detail NOUN american_scientific_journal-4942 100 3 of of ADP american_scientific_journal-4942 100 4 the the DET american_scientific_journal-4942 100 5 network network NOUN american_scientific_journal-4942 100 6 are be AUX american_scientific_journal-4942 100 7 shown show VERB american_scientific_journal-4942 100 8 in in ADP american_scientific_journal-4942 100 9 figure figure NOUN american_scientific_journal-4942 100 10 4 4 NUM american_scientific_journal-4942 100 11 . . PUNCT american_scientific_journal-4942 100 12 figure figure VERB american_scientific_journal-4942 100 13 4 4 NUM american_scientific_journal-4942 100 14 : : PUNCT american_scientific_journal-4942 100 15 details detail NOUN american_scientific_journal-4942 100 16 of of ADP american_scientific_journal-4942 100 17 inception inception NOUN american_scientific_journal-4942 100 18 ( ( PUNCT american_scientific_journal-4942 100 19 6a 6a NOUN american_scientific_journal-4942 100 20 ) ) PUNCT american_scientific_journal-4942 100 21 , , PUNCT american_scientific_journal-4942 100 22 inception inception NOUN american_scientific_journal-4942 100 23 ( ( PUNCT american_scientific_journal-4942 100 24 6b 6b NOUN american_scientific_journal-4942 100 25 ) ) PUNCT american_scientific_journal-4942 100 26 , , PUNCT american_scientific_journal-4942 100 27 inception inception NOUN american_scientific_journal-4942 100 28 ( ( PUNCT american_scientific_journal-4942 100 29 7a 7a NUM american_scientific_journal-4942 100 30 ) ) PUNCT american_scientific_journal-4942 100 31 , , PUNCT american_scientific_journal-4942 100 32 inception inception NOUN american_scientific_journal-4942 100 33 ( ( PUNCT american_scientific_journal-4942 100 34 7b 7b NOUN american_scientific_journal-4942 100 35 ) ) PUNCT american_scientific_journal-4942 100 36 in in ADP american_scientific_journal-4942 100 37 dcnn dcnn PROPN american_scientific_journal-4942 100 38 3.2 3.2 NUM american_scientific_journal-4942 100 39 . . PUNCT american_scientific_journal-4942 101 1 analysis analysis NOUN american_scientific_journal-4942 101 2 of of ADP american_scientific_journal-4942 101 3 network network NOUN american_scientific_journal-4942 101 4 parameters parameter NOUN american_scientific_journal-4942 101 5 we we PRON american_scientific_journal-4942 101 6 additionally additionally ADV american_scientific_journal-4942 101 7 use use VERB american_scientific_journal-4942 101 8 batch batch NOUN american_scientific_journal-4942 101 9 normalization normalization NOUN american_scientific_journal-4942 101 10 [ [ X american_scientific_journal-4942 101 11 15 15 NUM american_scientific_journal-4942 101 12 ] ] X american_scientific_journal-4942 101 13 , , PUNCT american_scientific_journal-4942 101 14 299×299×1 299×299×1 PROPN american_scientific_journal-4942 101 15 as as ADP american_scientific_journal-4942 101 16 an an DET american_scientific_journal-4942 101 17 input input NOUN american_scientific_journal-4942 101 18 , , PUNCT american_scientific_journal-4942 101 19 and and CCONJ american_scientific_journal-4942 101 20 initialize initialize VERB american_scientific_journal-4942 101 21 weights weight NOUN american_scientific_journal-4942 101 22 with with ADP american_scientific_journal-4942 101 23 truncated truncate VERB american_scientific_journal-4942 101 24 normal normal ADJ american_scientific_journal-4942 101 25 distribution distribution NOUN american_scientific_journal-4942 101 26 . . PUNCT american_scientific_journal-4942 102 1 the the DET american_scientific_journal-4942 102 2 learning learning NOUN american_scientific_journal-4942 102 3 rate rate NOUN american_scientific_journal-4942 102 4 is be AUX american_scientific_journal-4942 102 5 set set VERB american_scientific_journal-4942 102 6 to to ADP american_scientific_journal-4942 102 7 1e-4 1e-4 PROPN american_scientific_journal-4942 102 8 . . PUNCT american_scientific_journal-4942 103 1 loss loss NOUN american_scientific_journal-4942 103 2 function function NOUN american_scientific_journal-4942 103 3 is be AUX american_scientific_journal-4942 103 4 categorical categorical ADJ american_scientific_journal-4942 103 5 cross cross NOUN american_scientific_journal-4942 103 6 entropy entropy NOUN american_scientific_journal-4942 104 1 [ [ X american_scientific_journal-4942 104 2 16 16 NUM american_scientific_journal-4942 104 3 ] ] PUNCT american_scientific_journal-4942 104 4 , , PUNCT american_scientific_journal-4942 104 5 which which PRON american_scientific_journal-4942 104 6 is be AUX american_scientific_journal-4942 104 7 used use VERB american_scientific_journal-4942 104 8 to to PART american_scientific_journal-4942 104 9 calculate calculate VERB american_scientific_journal-4942 104 10 the the DET american_scientific_journal-4942 104 11 percentage percentage NOUN american_scientific_journal-4942 104 12 of of ADP american_scientific_journal-4942 104 13 error error NOUN american_scientific_journal-4942 104 14 when when SCONJ american_scientific_journal-4942 104 15 the the DET american_scientific_journal-4942 104 16 neural neural ADJ american_scientific_journal-4942 104 17 network network NOUN american_scientific_journal-4942 104 18 model model NOUN american_scientific_journal-4942 104 19 tests test VERB american_scientific_journal-4942 104 20 the the DET american_scientific_journal-4942 104 21 data datum NOUN american_scientific_journal-4942 104 22 . . PUNCT american_scientific_journal-4942 105 1 adam adam PROPN american_scientific_journal-4942 105 2 [ [ X american_scientific_journal-4942 105 3 17 17 NUM american_scientific_journal-4942 105 4 ] ] PUNCT american_scientific_journal-4942 105 5 is be AUX american_scientific_journal-4942 105 6 used use VERB american_scientific_journal-4942 105 7 as as ADP american_scientific_journal-4942 105 8 the the DET american_scientific_journal-4942 105 9 american american PROPN american_scientific_journal-4942 105 10 scientific scientific ADJ american_scientific_journal-4942 105 11 research research PROPN american_scientific_journal-4942 105 12 journal journal NOUN american_scientific_journal-4942 105 13 for for ADP american_scientific_journal-4942 105 14 engineering engineering NOUN american_scientific_journal-4942 105 15 , , PUNCT american_scientific_journal-4942 105 16 technology technology NOUN american_scientific_journal-4942 105 17 , , PUNCT american_scientific_journal-4942 105 18 and and CCONJ american_scientific_journal-4942 105 19 sciences science NOUN american_scientific_journal-4942 105 20 ( ( PUNCT american_scientific_journal-4942 105 21 asrjets asrjet NOUN american_scientific_journal-4942 105 22 ) ) PUNCT american_scientific_journal-4942 105 23 ( ( PUNCT american_scientific_journal-4942 105 24 2019 2019 NUM american_scientific_journal-4942 105 25 ) ) PUNCT american_scientific_journal-4942 105 26 volume volume NOUN american_scientific_journal-4942 105 27 57 57 NUM american_scientific_journal-4942 105 28 , , PUNCT american_scientific_journal-4942 105 29 no no DET american_scientific_journal-4942 105 30 1 1 NUM american_scientific_journal-4942 105 31 , , PUNCT american_scientific_journal-4942 105 32 pp pp ADV american_scientific_journal-4942 105 33 10 10 NUM american_scientific_journal-4942 105 34 - - SYM american_scientific_journal-4942 105 35 21 21 NUM american_scientific_journal-4942 105 36 15 15 NUM american_scientific_journal-4942 105 37 optimizer optimizer NOUN american_scientific_journal-4942 105 38 . . PUNCT american_scientific_journal-4942 106 1 rectified rectify VERB american_scientific_journal-4942 106 2 linear linear PROPN american_scientific_journal-4942 106 3 unit unit NOUN american_scientific_journal-4942 106 4 ( ( PUNCT american_scientific_journal-4942 106 5 relu relu NOUN american_scientific_journal-4942 106 6 ) ) PUNCT american_scientific_journal-4942 106 7 is be AUX american_scientific_journal-4942 106 8 used use VERB american_scientific_journal-4942 106 9 as as ADP american_scientific_journal-4942 106 10 activation activation NOUN american_scientific_journal-4942 106 11 function function NOUN american_scientific_journal-4942 106 12 , , PUNCT american_scientific_journal-4942 106 13 which which PRON american_scientific_journal-4942 106 14 is be AUX american_scientific_journal-4942 106 15 defined define VERB american_scientific_journal-4942 106 16 by by ADP american_scientific_journal-4942 106 17 equation equation NOUN american_scientific_journal-4942 106 18 1 1 NUM american_scientific_journal-4942 106 19 : : PUNCT american_scientific_journal-4942 106 20 , , PUNCT american_scientific_journal-4942 106 21 0 0 NUM american_scientific_journal-4942 106 22 ( ( PUNCT american_scientific_journal-4942 106 23 ) ) PUNCT american_scientific_journal-4942 106 24 0 0 NUM american_scientific_journal-4942 106 25 , , PUNCT american_scientific_journal-4942 106 26 0 0 NUM american_scientific_journal-4942 107 1 x x SYM american_scientific_journal-4942 107 2 x x PUNCT american_scientific_journal-4942 107 3 f f NOUN american_scientific_journal-4942 107 4 x x SYM american_scientific_journal-4942 107 5 x x X american_scientific_journal-4942 107 6 ≥ ≥ NOUN american_scientific_journal-4942 107 7 = = SYM american_scientific_journal-4942 107 8   PRON american_scientific_journal-4942 107 9 ≤ ≤ NOUN american_scientific_journal-4942 107 10 ( ( PUNCT american_scientific_journal-4942 107 11 1 1 NUM american_scientific_journal-4942 107 12 ) ) PUNCT american_scientific_journal-4942 107 13 to to PART american_scientific_journal-4942 107 14 ensure ensure VERB american_scientific_journal-4942 107 15 that that SCONJ american_scientific_journal-4942 107 16 our our PRON american_scientific_journal-4942 107 17 model model NOUN american_scientific_journal-4942 107 18 generalizes generalize VERB american_scientific_journal-4942 107 19 well well ADV american_scientific_journal-4942 107 20 , , PUNCT american_scientific_journal-4942 107 21 l2 l2 NOUN american_scientific_journal-4942 107 22 regularization regularization NOUN american_scientific_journal-4942 107 23 ( ( PUNCT american_scientific_journal-4942 107 24 weight weight NOUN american_scientific_journal-4942 107 25 decay decay NOUN american_scientific_journal-4942 107 26 ) ) PUNCT american_scientific_journal-4942 107 27 is be AUX american_scientific_journal-4942 107 28 used use VERB american_scientific_journal-4942 107 29 to to PART american_scientific_journal-4942 107 30 penalize penalize VERB american_scientific_journal-4942 107 31 large large ADJ american_scientific_journal-4942 107 32 weights weight NOUN american_scientific_journal-4942 107 33 and and CCONJ american_scientific_journal-4942 107 34 prefer prefer VERB american_scientific_journal-4942 107 35 smaller small ADJ american_scientific_journal-4942 107 36 ones one NOUN american_scientific_journal-4942 107 37 . . PUNCT american_scientific_journal-4942 108 1 it it PRON american_scientific_journal-4942 108 2 reduces reduce VERB american_scientific_journal-4942 108 3 model model NOUN american_scientific_journal-4942 108 4 complexity complexity NOUN american_scientific_journal-4942 108 5 as as ADV american_scientific_journal-4942 108 6 much much ADV american_scientific_journal-4942 108 7 as as ADP american_scientific_journal-4942 108 8 possible possible ADJ american_scientific_journal-4942 108 9 . . PUNCT american_scientific_journal-4942 109 1 l2 l2 NOUN american_scientific_journal-4942 109 2 regularization regularization NOUN american_scientific_journal-4942 109 3 penalty penalty NOUN american_scientific_journal-4942 109 4 operates operate VERB american_scientific_journal-4942 109 5 on on ADP american_scientific_journal-4942 109 6 weight weight NOUN american_scientific_journal-4942 109 7 matrix matrix NOUN american_scientific_journal-4942 109 8 w w NOUN american_scientific_journal-4942 109 9 and and CCONJ american_scientific_journal-4942 109 10 is be AUX american_scientific_journal-4942 109 11 written write VERB american_scientific_journal-4942 109 12 as as ADP american_scientific_journal-4942 109 13 : : PUNCT american_scientific_journal-4942 109 14 ∑∑= ∑∑= PROPN american_scientific_journal-4942 110 1 i i PRON american_scientific_journal-4942 110 2 j j PROPN american_scientific_journal-4942 110 3 jiwwr jiwwr ADV american_scientific_journal-4942 110 4 2 2 NUM american_scientific_journal-4942 110 5 , , PUNCT american_scientific_journal-4942 110 6 ) ) PUNCT american_scientific_journal-4942 110 7 ( ( PUNCT american_scientific_journal-4942 110 8 , , PUNCT american_scientific_journal-4942 110 9 setting set VERB american_scientific_journal-4942 110 10 its its PRON american_scientific_journal-4942 110 11 parameter parameter NOUN american_scientific_journal-4942 110 12 to to ADP american_scientific_journal-4942 110 13 1e-6 1e-6 PROPN american_scientific_journal-4942 110 14 , , PUNCT american_scientific_journal-4942 110 15 because because SCONJ american_scientific_journal-4942 110 16 it it PRON american_scientific_journal-4942 110 17 gives give VERB american_scientific_journal-4942 110 18 the the DET american_scientific_journal-4942 110 19 best good ADJ american_scientific_journal-4942 110 20 result result NOUN american_scientific_journal-4942 110 21 when when SCONJ american_scientific_journal-4942 110 22 tested test VERB american_scientific_journal-4942 110 23 . . PUNCT american_scientific_journal-4942 111 1 3.3 3.3 NUM american_scientific_journal-4942 111 2 . . PUNCT american_scientific_journal-4942 112 1 model model NOUN american_scientific_journal-4942 112 2 performance performance NOUN american_scientific_journal-4942 112 3 evaluation evaluation NOUN american_scientific_journal-4942 112 4 metric metric ADJ american_scientific_journal-4942 112 5 model model NOUN american_scientific_journal-4942 112 6 performance performance NOUN american_scientific_journal-4942 112 7 is be AUX american_scientific_journal-4942 112 8 the the DET american_scientific_journal-4942 112 9 accuracy accuracy NOUN american_scientific_journal-4942 112 10 rate rate NOUN american_scientific_journal-4942 112 11 of of ADP american_scientific_journal-4942 112 12 the the DET american_scientific_journal-4942 112 13 final final ADJ american_scientific_journal-4942 112 14 classification classification NOUN american_scientific_journal-4942 112 15 . . PUNCT american_scientific_journal-4942 113 1 we we PRON american_scientific_journal-4942 113 2 choose choose VERB american_scientific_journal-4942 113 3 two two NUM american_scientific_journal-4942 113 4 indicators indicator NOUN american_scientific_journal-4942 113 5 to to PART american_scientific_journal-4942 113 6 evaluate evaluate VERB american_scientific_journal-4942 113 7 it it PRON american_scientific_journal-4942 113 8 : : PUNCT american_scientific_journal-4942 113 9 accuracy accuracy NOUN american_scientific_journal-4942 113 10 ( ( PUNCT american_scientific_journal-4942 113 11 acc acc PROPN american_scientific_journal-4942 113 12 ) ) PUNCT american_scientific_journal-4942 113 13 and and CCONJ american_scientific_journal-4942 113 14 area area NOUN american_scientific_journal-4942 113 15 under under ADP american_scientific_journal-4942 113 16 the the DET american_scientific_journal-4942 113 17 receiver receiver NOUN american_scientific_journal-4942 113 18 operating operate VERB american_scientific_journal-4942 113 19 characteristic characteristic NOUN american_scientific_journal-4942 113 20 ( ( PUNCT american_scientific_journal-4942 113 21 roc roc PROPN american_scientific_journal-4942 113 22 ) ) PUNCT american_scientific_journal-4942 113 23 curve curve NOUN american_scientific_journal-4942 113 24 ( ( PUNCT american_scientific_journal-4942 113 25 auc auc NOUN american_scientific_journal-4942 113 26 ) ) PUNCT american_scientific_journal-4942 113 27 . . PUNCT american_scientific_journal-4942 114 1 they they PRON american_scientific_journal-4942 114 2 are be AUX american_scientific_journal-4942 114 3 calculated calculate VERB american_scientific_journal-4942 114 4 using use VERB american_scientific_journal-4942 114 5 a a DET american_scientific_journal-4942 114 6 confusion confusion NOUN american_scientific_journal-4942 114 7 matrix matrix NOUN american_scientific_journal-4942 114 8 which which PRON american_scientific_journal-4942 114 9 is be AUX american_scientific_journal-4942 114 10 a a DET american_scientific_journal-4942 114 11 2x2 2x2 NUM american_scientific_journal-4942 114 12 array array NOUN american_scientific_journal-4942 114 13 including include VERB american_scientific_journal-4942 114 14 four four NUM american_scientific_journal-4942 114 15 parameters parameter NOUN american_scientific_journal-4942 114 16 : : PUNCT american_scientific_journal-4942 114 17 false false ADJ american_scientific_journal-4942 114 18 positive positive ADJ american_scientific_journal-4942 114 19 ( ( PUNCT american_scientific_journal-4942 114 20 fp fp NOUN american_scientific_journal-4942 114 21 ) ) PUNCT american_scientific_journal-4942 114 22 , , PUNCT american_scientific_journal-4942 114 23 false false ADJ american_scientific_journal-4942 114 24 negative negative ADJ american_scientific_journal-4942 114 25 ( ( PUNCT american_scientific_journal-4942 114 26 fn fn NOUN american_scientific_journal-4942 114 27 ) ) PUNCT american_scientific_journal-4942 114 28 , , PUNCT american_scientific_journal-4942 114 29 true true ADJ american_scientific_journal-4942 114 30 positive positive ADJ american_scientific_journal-4942 114 31 ( ( PUNCT american_scientific_journal-4942 114 32 tp tp NOUN american_scientific_journal-4942 114 33 ) ) PUNCT american_scientific_journal-4942 114 34 , , PUNCT american_scientific_journal-4942 114 35 and and CCONJ american_scientific_journal-4942 114 36 true true ADJ american_scientific_journal-4942 114 37 negative negative ADJ american_scientific_journal-4942 114 38 ( ( PUNCT american_scientific_journal-4942 114 39 tn tn NOUN american_scientific_journal-4942 114 40 ) ) PUNCT american_scientific_journal-4942 115 1 [ [ X american_scientific_journal-4942 115 2 18 18 NUM american_scientific_journal-4942 115 3 ] ] X american_scientific_journal-4942 115 4 [ [ X american_scientific_journal-4942 115 5 19 19 NUM american_scientific_journal-4942 115 6 ] ] PUNCT american_scientific_journal-4942 115 7 . . PUNCT american_scientific_journal-4942 116 1 the the DET american_scientific_journal-4942 116 2 accuracy accuracy NOUN american_scientific_journal-4942 116 3 is be AUX american_scientific_journal-4942 116 4 given give VERB american_scientific_journal-4942 116 5 by by ADP american_scientific_journal-4942 116 6 equation equation NOUN american_scientific_journal-4942 116 7 2 2 NUM american_scientific_journal-4942 116 8 . . PUNCT american_scientific_journal-4942 117 1 the the DET american_scientific_journal-4942 117 2 horizontal horizontal ADJ american_scientific_journal-4942 117 3 and and CCONJ american_scientific_journal-4942 117 4 vertical vertical ADJ american_scientific_journal-4942 117 5 coordinates coordinate NOUN american_scientific_journal-4942 117 6 of of ADP american_scientific_journal-4942 117 7 the the DET american_scientific_journal-4942 117 8 roc roc PROPN american_scientific_journal-4942 117 9 curve curve NOUN american_scientific_journal-4942 117 10 are be AUX american_scientific_journal-4942 117 11 the the DET american_scientific_journal-4942 117 12 false false ADJ american_scientific_journal-4942 117 13 positive positive ADJ american_scientific_journal-4942 117 14 rate rate NOUN american_scientific_journal-4942 117 15 ( ( PUNCT american_scientific_journal-4942 117 16 fpr fpr NOUN american_scientific_journal-4942 117 17 ) ) PUNCT american_scientific_journal-4942 117 18 and and CCONJ american_scientific_journal-4942 117 19 the the DET american_scientific_journal-4942 117 20 true true ADJ american_scientific_journal-4942 117 21 positive positive ADJ american_scientific_journal-4942 117 22 rate rate NOUN american_scientific_journal-4942 117 23 ( ( PUNCT american_scientific_journal-4942 117 24 tpr tpr NOUN american_scientific_journal-4942 117 25 ) ) PUNCT american_scientific_journal-4942 117 26 , , PUNCT american_scientific_journal-4942 117 27 respectively respectively ADV american_scientific_journal-4942 117 28 , , PUNCT american_scientific_journal-4942 117 29 which which PRON american_scientific_journal-4942 117 30 are be AUX american_scientific_journal-4942 117 31 given give VERB american_scientific_journal-4942 117 32 by by ADP american_scientific_journal-4942 117 33 equation equation NOUN american_scientific_journal-4942 117 34 3 3 NUM american_scientific_journal-4942 117 35 and and CCONJ american_scientific_journal-4942 117 36 equation equation NOUN american_scientific_journal-4942 117 37 4 4 NUM american_scientific_journal-4942 117 38 . . PUNCT american_scientific_journal-4942 118 1 % % NOUN american_scientific_journal-4942 118 2 100× 100× X american_scientific_journal-4942 119 1 + + ADJ american_scientific_journal-4942 119 2 + + ADJ american_scientific_journal-4942 119 3 + + ADJ american_scientific_journal-4942 119 4 + + ADJ american_scientific_journal-4942 119 5 = = SYM american_scientific_journal-4942 119 6 fnfptntp fnfptntp ADJ american_scientific_journal-4942 119 7 tntpaccuracy tntpaccuracy NOUN american_scientific_journal-4942 119 8 ( ( PUNCT american_scientific_journal-4942 119 9 2 2 NUM american_scientific_journal-4942 119 10 ) ) PUNCT american_scientific_journal-4942 119 11 fptn fptn VERB american_scientific_journal-4942 119 12 fpratepositivefalse fpratepositivefalse ADV american_scientific_journal-4942 120 1 + + X american_scientific_journal-4942 120 2 = = SYM american_scientific_journal-4942 120 3 ( ( PUNCT american_scientific_journal-4942 120 4 3 3 X american_scientific_journal-4942 120 5 ) ) PUNCT american_scientific_journal-4942 120 6 fntp fntp NOUN american_scientific_journal-4942 120 7 tpratepositivetrue tpratepositivetrue NOUN american_scientific_journal-4942 120 8 + + X american_scientific_journal-4942 120 9 = = SYM american_scientific_journal-4942 120 10 ( ( PUNCT american_scientific_journal-4942 120 11 4 4 NUM american_scientific_journal-4942 120 12 ) ) SYM american_scientific_journal-4942 120 13 4 4 NUM american_scientific_journal-4942 120 14 . . PUNCT american_scientific_journal-4942 120 15 experimental experimental ADJ american_scientific_journal-4942 120 16 results result NOUN american_scientific_journal-4942 120 17 4.1 4.1 NUM american_scientific_journal-4942 120 18 . . PUNCT american_scientific_journal-4942 121 1 dccnn dccnn PROPN american_scientific_journal-4942 121 2 and and CCONJ american_scientific_journal-4942 121 3 dcnn dcnn PROPN american_scientific_journal-4942 121 4 , , PUNCT american_scientific_journal-4942 121 5 dcnn_deep dcnn_deep VERB american_scientific_journal-4942 121 6 test test NOUN american_scientific_journal-4942 121 7 results result NOUN american_scientific_journal-4942 121 8 in in ADP american_scientific_journal-4942 121 9 addition addition NOUN american_scientific_journal-4942 121 10 to to ADP american_scientific_journal-4942 121 11 training train VERB american_scientific_journal-4942 121 12 the the DET american_scientific_journal-4942 121 13 deep deep ADJ american_scientific_journal-4942 121 14 cooperation cooperation NOUN american_scientific_journal-4942 121 15 convolutional convolutional ADJ american_scientific_journal-4942 121 16 neural neural ADJ american_scientific_journal-4942 121 17 network network NOUN american_scientific_journal-4942 121 18 ( ( PUNCT american_scientific_journal-4942 121 19 dccnn dccnn PROPN american_scientific_journal-4942 121 20 ) ) PUNCT american_scientific_journal-4942 121 21 , , PUNCT american_scientific_journal-4942 121 22 we we PRON american_scientific_journal-4942 121 23 also also ADV american_scientific_journal-4942 121 24 train train VERB american_scientific_journal-4942 121 25 the the DET american_scientific_journal-4942 121 26 single single ADJ american_scientific_journal-4942 121 27 branch branch NOUN american_scientific_journal-4942 121 28 deep deep ADJ american_scientific_journal-4942 121 29 convolutional convolutional ADJ american_scientific_journal-4942 121 30 neural neural ADJ american_scientific_journal-4942 121 31 network network NOUN american_scientific_journal-4942 121 32 ( ( PUNCT american_scientific_journal-4942 121 33 dcnn dcnn PROPN american_scientific_journal-4942 121 34 ) ) PUNCT american_scientific_journal-4942 121 35 in in ADP american_scientific_journal-4942 121 36 dccnn dccnn PROPN american_scientific_journal-4942 121 37 and and CCONJ american_scientific_journal-4942 121 38 the the DET american_scientific_journal-4942 121 39 dcnn dcnn PROPN american_scientific_journal-4942 121 40 ’s ’s PART american_scientific_journal-4942 121 41 deepened deepened ADJ american_scientific_journal-4942 121 42 model model NOUN american_scientific_journal-4942 121 43 named name VERB american_scientific_journal-4942 121 44 dcnn_deep dcnn_deep PROPN american_scientific_journal-4942 121 45 ( ( PUNCT american_scientific_journal-4942 121 46 which which PRON american_scientific_journal-4942 121 47 is be AUX american_scientific_journal-4942 121 48 formed form VERB american_scientific_journal-4942 121 49 by by ADP american_scientific_journal-4942 121 50 adding add VERB american_scientific_journal-4942 121 51 two two NUM american_scientific_journal-4942 121 52 modules module NOUN american_scientific_journal-4942 121 53 with with ADP american_scientific_journal-4942 121 54 the the DET american_scientific_journal-4942 121 55 same same ADJ american_scientific_journal-4942 121 56 structure structure NOUN american_scientific_journal-4942 121 57 of of ADP american_scientific_journal-4942 121 58 inception inception NOUN american_scientific_journal-4942 121 59 ( ( PUNCT american_scientific_journal-4942 121 60 7a 7a NUM american_scientific_journal-4942 121 61 ) ) PUNCT american_scientific_journal-4942 121 62 based base VERB american_scientific_journal-4942 121 63 on on ADP american_scientific_journal-4942 121 64 dcnn dcnn PROPN american_scientific_journal-4942 121 65 ) ) PUNCT american_scientific_journal-4942 121 66 . . PUNCT american_scientific_journal-4942 122 1 in in ADP american_scientific_journal-4942 122 2 order order NOUN american_scientific_journal-4942 122 3 to to PART american_scientific_journal-4942 122 4 test test VERB american_scientific_journal-4942 122 5 the the DET american_scientific_journal-4942 122 6 influence influence NOUN american_scientific_journal-4942 122 7 of of ADP american_scientific_journal-4942 122 8 network network NOUN american_scientific_journal-4942 122 9 structure structure NOUN american_scientific_journal-4942 122 10 on on ADP american_scientific_journal-4942 122 11 classification classification NOUN american_scientific_journal-4942 122 12 accuracy accuracy NOUN american_scientific_journal-4942 122 13 . . PUNCT american_scientific_journal-4942 123 1 the the DET american_scientific_journal-4942 123 2 number number NOUN american_scientific_journal-4942 123 3 of of ADP american_scientific_journal-4942 123 4 iterations iteration NOUN american_scientific_journal-4942 123 5 is be AUX american_scientific_journal-4942 123 6 15000 15000 NUM american_scientific_journal-4942 123 7 . . PUNCT american_scientific_journal-4942 124 1 figure figure NOUN american_scientific_journal-4942 124 2 5 5 NUM american_scientific_journal-4942 124 3 shows show VERB american_scientific_journal-4942 124 4 the the DET american_scientific_journal-4942 124 5 roc roc PROPN american_scientific_journal-4942 124 6 curves curve NOUN american_scientific_journal-4942 124 7 obtained obtain VERB american_scientific_journal-4942 124 8 by by ADP american_scientific_journal-4942 124 9 the the DET american_scientific_journal-4942 124 10 three three NUM american_scientific_journal-4942 124 11 networks network NOUN american_scientific_journal-4942 124 12 on on ADP american_scientific_journal-4942 124 13 the the DET american_scientific_journal-4942 124 14 test test NOUN american_scientific_journal-4942 124 15 set set NOUN american_scientific_journal-4942 124 16 . . PUNCT american_scientific_journal-4942 125 1 it it PRON american_scientific_journal-4942 125 2 also also ADV american_scientific_journal-4942 125 3 shows show VERB american_scientific_journal-4942 125 4 the the DET american_scientific_journal-4942 125 5 auc auc NOUN american_scientific_journal-4942 125 6 of of ADP american_scientific_journal-4942 125 7 each each DET american_scientific_journal-4942 125 8 class class NOUN american_scientific_journal-4942 125 9 and and CCONJ american_scientific_journal-4942 125 10 the the DET american_scientific_journal-4942 125 11 auc auc NOUN american_scientific_journal-4942 125 12 of of ADP american_scientific_journal-4942 125 13 the the DET american_scientific_journal-4942 125 14 five five NUM american_scientific_journal-4942 125 15 classes class NOUN american_scientific_journal-4942 125 16 ’ ' PUNCT american_scientific_journal-4942 125 17 average average NOUN american_scientific_journal-4942 125 18 . . PUNCT american_scientific_journal-4942 126 1 american american PROPN american_scientific_journal-4942 126 2 scientific scientific ADJ american_scientific_journal-4942 126 3 research research PROPN american_scientific_journal-4942 126 4 journal journal NOUN american_scientific_journal-4942 126 5 for for ADP american_scientific_journal-4942 126 6 engineering engineering NOUN american_scientific_journal-4942 126 7 , , PUNCT american_scientific_journal-4942 126 8 technology technology NOUN american_scientific_journal-4942 126 9 , , PUNCT american_scientific_journal-4942 126 10 and and CCONJ american_scientific_journal-4942 126 11 sciences science NOUN american_scientific_journal-4942 126 12 ( ( PUNCT american_scientific_journal-4942 126 13 asrjets asrjet NOUN american_scientific_journal-4942 126 14 ) ) PUNCT american_scientific_journal-4942 126 15 ( ( PUNCT american_scientific_journal-4942 126 16 2019 2019 NUM american_scientific_journal-4942 126 17 ) ) PUNCT american_scientific_journal-4942 126 18 volume volume NOUN american_scientific_journal-4942 126 19 57 57 NUM american_scientific_journal-4942 126 20 , , PUNCT american_scientific_journal-4942 126 21 no no DET american_scientific_journal-4942 126 22 1 1 NUM american_scientific_journal-4942 126 23 , , PUNCT american_scientific_journal-4942 126 24 pp pp ADV american_scientific_journal-4942 126 25 10 10 NUM american_scientific_journal-4942 126 26 - - SYM american_scientific_journal-4942 126 27 21 21 NUM american_scientific_journal-4942 126 28 16 16 NUM american_scientific_journal-4942 126 29 figure figure NOUN american_scientific_journal-4942 126 30 5 5 NUM american_scientific_journal-4942 126 31 : : PUNCT american_scientific_journal-4942 126 32 roc roc PROPN american_scientific_journal-4942 126 33 curves curve NOUN american_scientific_journal-4942 126 34 of of ADP american_scientific_journal-4942 126 35 the the DET american_scientific_journal-4942 126 36 dcnn dcnn PROPN american_scientific_journal-4942 126 37 , , PUNCT american_scientific_journal-4942 126 38 dcnn_deep dcnn_deep PROPN american_scientific_journal-4942 126 39 and and CCONJ american_scientific_journal-4942 126 40 dccnn dccnn VERB american_scientific_journal-4942 126 41 . . PUNCT american_scientific_journal-4942 127 1 class class NOUN american_scientific_journal-4942 127 2 0 0 NUM american_scientific_journal-4942 127 3 - - SYM american_scientific_journal-4942 127 4 4 4 NUM american_scientific_journal-4942 127 5 relatively relatively ADV american_scientific_journal-4942 127 6 stand stand VERB american_scientific_journal-4942 127 7 for for ADP american_scientific_journal-4942 127 8 normal normal ADJ american_scientific_journal-4942 127 9 breast breast NOUN american_scientific_journal-4942 127 10 , , PUNCT american_scientific_journal-4942 127 11 benign benign ADJ american_scientific_journal-4942 127 12 calcification calcification NOUN american_scientific_journal-4942 127 13 , , PUNCT american_scientific_journal-4942 127 14 benign benign ADJ american_scientific_journal-4942 127 15 mass mass NOUN american_scientific_journal-4942 127 16 , , PUNCT american_scientific_journal-4942 127 17 malignant malignant ADJ american_scientific_journal-4942 127 18 calcification calcification NOUN american_scientific_journal-4942 127 19 and and CCONJ american_scientific_journal-4942 127 20 malignant malignant ADJ american_scientific_journal-4942 127 21 mass mass NOUN american_scientific_journal-4942 127 22 . . PUNCT american_scientific_journal-4942 128 1 there there PRON american_scientific_journal-4942 128 2 are be VERB american_scientific_journal-4942 128 3 two two NUM american_scientific_journal-4942 128 4 solid solid ADJ american_scientific_journal-4942 128 5 lines line NOUN american_scientific_journal-4942 128 6 , , PUNCT american_scientific_journal-4942 128 7 the the DET american_scientific_journal-4942 128 8 thicker thick ADJ american_scientific_journal-4942 128 9 line line NOUN american_scientific_journal-4942 128 10 is be AUX american_scientific_journal-4942 128 11 the the DET american_scientific_journal-4942 128 12 roc roc PROPN american_scientific_journal-4942 128 13 curve curve NOUN american_scientific_journal-4942 128 14 of of ADP american_scientific_journal-4942 128 15 class class NOUN american_scientific_journal-4942 128 16 0 0 NUM american_scientific_journal-4942 128 17 , , PUNCT american_scientific_journal-4942 128 18 the the DET american_scientific_journal-4942 128 19 thinner thin ADJ american_scientific_journal-4942 128 20 line line NOUN american_scientific_journal-4942 128 21 is be AUX american_scientific_journal-4942 128 22 the the DET american_scientific_journal-4942 128 23 roc roc PROPN american_scientific_journal-4942 128 24 curve curve NOUN american_scientific_journal-4942 128 25 of of ADP american_scientific_journal-4942 128 26 class class NOUN american_scientific_journal-4942 128 27 4 4 NUM american_scientific_journal-4942 128 28 . . PUNCT american_scientific_journal-4942 129 1 american american PROPN american_scientific_journal-4942 129 2 scientific scientific ADJ american_scientific_journal-4942 129 3 research research PROPN american_scientific_journal-4942 129 4 journal journal NOUN american_scientific_journal-4942 129 5 for for ADP american_scientific_journal-4942 129 6 engineering engineering NOUN american_scientific_journal-4942 129 7 , , PUNCT american_scientific_journal-4942 129 8 technology technology NOUN american_scientific_journal-4942 129 9 , , PUNCT american_scientific_journal-4942 129 10 and and CCONJ american_scientific_journal-4942 129 11 sciences science NOUN american_scientific_journal-4942 129 12 ( ( PUNCT american_scientific_journal-4942 129 13 asrjets asrjet NOUN american_scientific_journal-4942 129 14 ) ) PUNCT american_scientific_journal-4942 129 15 ( ( PUNCT american_scientific_journal-4942 129 16 2019 2019 NUM american_scientific_journal-4942 129 17 ) ) PUNCT american_scientific_journal-4942 129 18 volume volume NOUN american_scientific_journal-4942 129 19 57 57 NUM american_scientific_journal-4942 129 20 , , PUNCT american_scientific_journal-4942 129 21 no no DET american_scientific_journal-4942 129 22 1 1 NUM american_scientific_journal-4942 129 23 , , PUNCT american_scientific_journal-4942 129 24 pp pp ADV american_scientific_journal-4942 129 25 10 10 NUM american_scientific_journal-4942 129 26 - - SYM american_scientific_journal-4942 129 27 21 21 NUM american_scientific_journal-4942 129 28 17 17 NUM american_scientific_journal-4942 129 29 it it PRON american_scientific_journal-4942 129 30 can can AUX american_scientific_journal-4942 129 31 be be AUX american_scientific_journal-4942 129 32 seen see VERB american_scientific_journal-4942 129 33 from from ADP american_scientific_journal-4942 129 34 figure figure NOUN american_scientific_journal-4942 129 35 5 5 NUM american_scientific_journal-4942 129 36 that that SCONJ american_scientific_journal-4942 129 37 the the DET american_scientific_journal-4942 129 38 average average ADJ american_scientific_journal-4942 129 39 auc auc NOUN american_scientific_journal-4942 129 40 value value NOUN american_scientific_journal-4942 129 41 of of ADP american_scientific_journal-4942 129 42 the the DET american_scientific_journal-4942 129 43 five five NUM american_scientific_journal-4942 129 44 types type NOUN american_scientific_journal-4942 129 45 of of ADP american_scientific_journal-4942 129 46 dcnn dcnn PROPN american_scientific_journal-4942 129 47 reaches reach VERB american_scientific_journal-4942 129 48 0.96 0.96 NUM american_scientific_journal-4942 129 49 . . PUNCT american_scientific_journal-4942 130 1 generally generally ADV american_scientific_journal-4942 130 2 speaking speak VERB american_scientific_journal-4942 130 3 , , PUNCT american_scientific_journal-4942 130 4 the the PRON american_scientific_journal-4942 130 5 deeper deep ADJ american_scientific_journal-4942 130 6 the the DET american_scientific_journal-4942 130 7 network network NOUN american_scientific_journal-4942 130 8 , , PUNCT american_scientific_journal-4942 130 9 the the PRON american_scientific_journal-4942 130 10 better well ADJ american_scientific_journal-4942 130 11 the the DET american_scientific_journal-4942 130 12 classification classification NOUN american_scientific_journal-4942 130 13 ’s ’s PART american_scientific_journal-4942 130 14 effect effect NOUN american_scientific_journal-4942 130 15 , , PUNCT american_scientific_journal-4942 130 16 so so ADV american_scientific_journal-4942 130 17 the the DET american_scientific_journal-4942 130 18 dcnn dcnn PROPN american_scientific_journal-4942 130 19 is be AUX american_scientific_journal-4942 130 20 further far ADV american_scientific_journal-4942 130 21 deepened deepen VERB american_scientific_journal-4942 130 22 to to PART american_scientific_journal-4942 130 23 obtain obtain VERB american_scientific_journal-4942 130 24 the the DET american_scientific_journal-4942 130 25 dcnn_deep dcnn_deep PROPN american_scientific_journal-4942 130 26 . . PUNCT american_scientific_journal-4942 131 1 compared compare VERB american_scientific_journal-4942 131 2 with with ADP american_scientific_journal-4942 131 3 the the DET american_scientific_journal-4942 131 4 test test NOUN american_scientific_journal-4942 131 5 results result NOUN american_scientific_journal-4942 131 6 of of ADP american_scientific_journal-4942 131 7 dcnn dcnn PROPN american_scientific_journal-4942 131 8 , , PUNCT american_scientific_journal-4942 131 9 the the DET american_scientific_journal-4942 131 10 dcnn_deep dcnn_deep PROPN american_scientific_journal-4942 131 11 ’s ’s PART american_scientific_journal-4942 131 12 auc auc NOUN american_scientific_journal-4942 131 13 values value NOUN american_scientific_journal-4942 131 14 of of ADP american_scientific_journal-4942 131 15 benign benign ADJ american_scientific_journal-4942 131 16 calcification calcification NOUN american_scientific_journal-4942 131 17 and and CCONJ american_scientific_journal-4942 131 18 malignant malignant ADJ american_scientific_journal-4942 131 19 mass mass NOUN american_scientific_journal-4942 131 20 are be AUX american_scientific_journal-4942 131 21 improved improve VERB american_scientific_journal-4942 131 22 , , PUNCT american_scientific_journal-4942 131 23 but but CCONJ american_scientific_journal-4942 131 24 the the DET american_scientific_journal-4942 131 25 classification classification NOUN american_scientific_journal-4942 131 26 effect effect NOUN american_scientific_journal-4942 131 27 of of ADP american_scientific_journal-4942 131 28 the the DET american_scientific_journal-4942 131 29 other other ADJ american_scientific_journal-4942 131 30 two two NUM american_scientific_journal-4942 131 31 types type NOUN american_scientific_journal-4942 131 32 of of ADP american_scientific_journal-4942 131 33 lesions lesion NOUN american_scientific_journal-4942 131 34 are be AUX american_scientific_journal-4942 131 35 reduced reduce VERB american_scientific_journal-4942 131 36 . . PUNCT american_scientific_journal-4942 132 1 finally finally ADV american_scientific_journal-4942 132 2 , , PUNCT american_scientific_journal-4942 132 3 the the DET american_scientific_journal-4942 132 4 average average ADJ american_scientific_journal-4942 132 5 auc auc NOUN american_scientific_journal-4942 132 6 of of ADP american_scientific_journal-4942 132 7 the the DET american_scientific_journal-4942 132 8 five five NUM american_scientific_journal-4942 132 9 categories category NOUN american_scientific_journal-4942 132 10 is be AUX american_scientific_journal-4942 132 11 tested test VERB american_scientific_journal-4942 132 12 by by ADP american_scientific_journal-4942 132 13 dcnn_deep dcnn_deep PROPN american_scientific_journal-4942 132 14 is be AUX american_scientific_journal-4942 132 15 still still ADV american_scientific_journal-4942 132 16 0.96 0.96 NUM american_scientific_journal-4942 132 17 , , PUNCT american_scientific_journal-4942 132 18 which which PRON american_scientific_journal-4942 132 19 is be AUX american_scientific_journal-4942 132 20 not not PART american_scientific_journal-4942 132 21 improved improve VERB american_scientific_journal-4942 132 22 . . PUNCT american_scientific_journal-4942 133 1 our our PRON american_scientific_journal-4942 133 2 aim aim NOUN american_scientific_journal-4942 133 3 is be AUX american_scientific_journal-4942 133 4 to to PART american_scientific_journal-4942 133 5 improve improve VERB american_scientific_journal-4942 133 6 the the DET american_scientific_journal-4942 133 7 classification classification NOUN american_scientific_journal-4942 133 8 accuracy accuracy NOUN american_scientific_journal-4942 133 9 of of ADP american_scientific_journal-4942 133 10 the the DET american_scientific_journal-4942 133 11 all all DET american_scientific_journal-4942 133 12 five five NUM american_scientific_journal-4942 133 13 types type NOUN american_scientific_journal-4942 133 14 of of ADP american_scientific_journal-4942 133 15 lesions lesion NOUN american_scientific_journal-4942 133 16 as as ADV american_scientific_journal-4942 133 17 much much ADV american_scientific_journal-4942 133 18 as as ADP american_scientific_journal-4942 133 19 possible possible ADJ american_scientific_journal-4942 133 20 . . PUNCT american_scientific_journal-4942 134 1 from from ADP american_scientific_journal-4942 134 2 the the DET american_scientific_journal-4942 134 3 experimental experimental ADJ american_scientific_journal-4942 134 4 results result NOUN american_scientific_journal-4942 134 5 of of ADP american_scientific_journal-4942 134 6 the the DET american_scientific_journal-4942 134 7 dccnn dccnn NOUN american_scientific_journal-4942 134 8 , , PUNCT american_scientific_journal-4942 134 9 the the DET american_scientific_journal-4942 134 10 average average ADJ american_scientific_journal-4942 134 11 auc auc NOUN american_scientific_journal-4942 134 12 reaches reach VERB american_scientific_journal-4942 134 13 0.98 0.98 NUM american_scientific_journal-4942 134 14 , , PUNCT american_scientific_journal-4942 134 15 which which PRON american_scientific_journal-4942 134 16 is be AUX american_scientific_journal-4942 134 17 2 2 NUM american_scientific_journal-4942 134 18 % % NOUN american_scientific_journal-4942 134 19 higher high ADJ american_scientific_journal-4942 134 20 than than ADP american_scientific_journal-4942 134 21 dcnn dcnn PROPN american_scientific_journal-4942 134 22 and and CCONJ american_scientific_journal-4942 134 23 dcnn_deep dcnn_deep PROPN american_scientific_journal-4942 134 24 . . PUNCT american_scientific_journal-4942 135 1 the the DET american_scientific_journal-4942 135 2 experimental experimental ADJ american_scientific_journal-4942 135 3 result result NOUN american_scientific_journal-4942 135 4 further further ADJ american_scientific_journal-4942 135 5 verifies verifie NOUN american_scientific_journal-4942 135 6 our our PRON american_scientific_journal-4942 135 7 idea idea NOUN american_scientific_journal-4942 135 8 : : PUNCT american_scientific_journal-4942 135 9 although although SCONJ american_scientific_journal-4942 135 10 the the DET american_scientific_journal-4942 135 11 dcnn dcnn PROPN american_scientific_journal-4942 135 12 structures structure NOUN american_scientific_journal-4942 135 13 of of ADP american_scientific_journal-4942 135 14 the the DET american_scientific_journal-4942 135 15 two two NUM american_scientific_journal-4942 135 16 branches branch NOUN american_scientific_journal-4942 135 17 in in ADP american_scientific_journal-4942 135 18 dccnn dccnn PROPN american_scientific_journal-4942 135 19 are be AUX american_scientific_journal-4942 135 20 the the DET american_scientific_journal-4942 135 21 same same ADJ american_scientific_journal-4942 135 22 , , PUNCT american_scientific_journal-4942 135 23 but but CCONJ american_scientific_journal-4942 135 24 the the DET american_scientific_journal-4942 135 25 fitting fitting ADJ american_scientific_journal-4942 135 26 degree degree NOUN american_scientific_journal-4942 135 27 to to ADP american_scientific_journal-4942 135 28 data datum NOUN american_scientific_journal-4942 135 29 is be AUX american_scientific_journal-4942 135 30 different different ADJ american_scientific_journal-4942 135 31 . . PUNCT american_scientific_journal-4942 136 1 and and CCONJ american_scientific_journal-4942 136 2 as as ADP american_scientific_journal-4942 136 3 a a DET american_scientific_journal-4942 136 4 result result NOUN american_scientific_journal-4942 136 5 , , PUNCT american_scientific_journal-4942 136 6 the the DET american_scientific_journal-4942 136 7 fusion fusion NOUN american_scientific_journal-4942 136 8 features feature NOUN american_scientific_journal-4942 136 9 extracted extract VERB american_scientific_journal-4942 136 10 by by ADP american_scientific_journal-4942 136 11 the the DET american_scientific_journal-4942 136 12 parallel parallel ADJ american_scientific_journal-4942 136 13 structure structure NOUN american_scientific_journal-4942 136 14 can can AUX american_scientific_journal-4942 136 15 improve improve VERB american_scientific_journal-4942 136 16 the the DET american_scientific_journal-4942 136 17 classification classification NOUN american_scientific_journal-4942 136 18 accuracy accuracy NOUN american_scientific_journal-4942 136 19 . . PUNCT american_scientific_journal-4942 137 1 the the DET american_scientific_journal-4942 137 2 improvement improvement NOUN american_scientific_journal-4942 137 3 of of ADP american_scientific_journal-4942 137 4 experimental experimental ADJ american_scientific_journal-4942 137 5 accuracy accuracy NOUN american_scientific_journal-4942 137 6 is be AUX american_scientific_journal-4942 137 7 determined determine VERB american_scientific_journal-4942 137 8 by by ADP american_scientific_journal-4942 137 9 the the DET american_scientific_journal-4942 137 10 structure structure NOUN american_scientific_journal-4942 137 11 of of ADP american_scientific_journal-4942 137 12 the the DET american_scientific_journal-4942 137 13 network network NOUN american_scientific_journal-4942 137 14 , , PUNCT american_scientific_journal-4942 137 15 rather rather ADV american_scientific_journal-4942 137 16 than than ADP american_scientific_journal-4942 137 17 simply simply ADV american_scientific_journal-4942 137 18 deepening deepen VERB american_scientific_journal-4942 137 19 or or CCONJ american_scientific_journal-4942 137 20 widening widen VERB american_scientific_journal-4942 137 21 the the DET american_scientific_journal-4942 137 22 network network NOUN american_scientific_journal-4942 137 23 . . PUNCT american_scientific_journal-4942 138 1 4.2 4.2 NUM american_scientific_journal-4942 138 2 . . PUNCT american_scientific_journal-4942 138 3 test test NOUN american_scientific_journal-4942 138 4 result result NOUN american_scientific_journal-4942 138 5 of of ADP american_scientific_journal-4942 138 6 the the DET american_scientific_journal-4942 138 7 classic classic ADJ american_scientific_journal-4942 138 8 network network NOUN american_scientific_journal-4942 138 9 we we PRON american_scientific_journal-4942 138 10 also also ADV american_scientific_journal-4942 138 11 compare compare VERB american_scientific_journal-4942 138 12 our our PRON american_scientific_journal-4942 138 13 proposed propose VERB american_scientific_journal-4942 138 14 model model NOUN american_scientific_journal-4942 138 15 with with ADP american_scientific_journal-4942 138 16 other other ADJ american_scientific_journal-4942 138 17 three three NUM american_scientific_journal-4942 138 18 classical classical ADJ american_scientific_journal-4942 138 19 networks network NOUN american_scientific_journal-4942 138 20 : : PUNCT american_scientific_journal-4942 138 21 vgg16 vgg16 NOUN american_scientific_journal-4942 138 22 , , PUNCT american_scientific_journal-4942 138 23 googlenet googlenet NOUN american_scientific_journal-4942 138 24 and and CCONJ american_scientific_journal-4942 138 25 inceptinv3 inceptinv3 NOUN american_scientific_journal-4942 138 26 . . PUNCT american_scientific_journal-4942 139 1 the the DET american_scientific_journal-4942 139 2 output output NOUN american_scientific_journal-4942 139 3 is be AUX american_scientific_journal-4942 139 4 just just ADV american_scientific_journal-4942 139 5 replaced replace VERB american_scientific_journal-4942 139 6 by by ADP american_scientific_journal-4942 139 7 output output NOUN american_scientific_journal-4942 139 8 5 5 NUM american_scientific_journal-4942 139 9 classes class NOUN american_scientific_journal-4942 139 10 in in ADP american_scientific_journal-4942 139 11 these these DET american_scientific_journal-4942 139 12 networks network NOUN american_scientific_journal-4942 139 13 . . PUNCT american_scientific_journal-4942 140 1 and and CCONJ american_scientific_journal-4942 140 2 we we PRON american_scientific_journal-4942 140 3 also also ADV american_scientific_journal-4942 140 4 remove remove VERB american_scientific_journal-4942 140 5 two two NUM american_scientific_journal-4942 140 6 auxiliary auxiliary ADJ american_scientific_journal-4942 140 7 classifiers classifier NOUN american_scientific_journal-4942 140 8 from from ADP american_scientific_journal-4942 140 9 googlenet googlenet NOUN american_scientific_journal-4942 140 10 because because SCONJ american_scientific_journal-4942 140 11 these these DET american_scientific_journal-4942 140 12 classifiers classifier NOUN american_scientific_journal-4942 140 13 are be AUX american_scientific_journal-4942 140 14 found find VERB american_scientific_journal-4942 140 15 to to PART american_scientific_journal-4942 140 16 effect effect VERB american_scientific_journal-4942 140 17 on on ADP american_scientific_journal-4942 140 18 the the DET american_scientific_journal-4942 140 19 experimental experimental ADJ american_scientific_journal-4942 140 20 results result NOUN american_scientific_journal-4942 140 21 . . PUNCT american_scientific_journal-4942 141 1 the the DET american_scientific_journal-4942 141 2 number number NOUN american_scientific_journal-4942 141 3 of of ADP american_scientific_journal-4942 141 4 iterations iteration NOUN american_scientific_journal-4942 141 5 of of ADP american_scientific_journal-4942 141 6 the the DET american_scientific_journal-4942 141 7 three three NUM american_scientific_journal-4942 141 8 networks network NOUN american_scientific_journal-4942 141 9 are be AUX american_scientific_journal-4942 141 10 15000 15000 NUM american_scientific_journal-4942 141 11 . . PUNCT american_scientific_journal-4942 142 1 figure figure NOUN american_scientific_journal-4942 142 2 6 6 NUM american_scientific_journal-4942 142 3 shows show VERB american_scientific_journal-4942 142 4 the the DET american_scientific_journal-4942 142 5 roc roc PROPN american_scientific_journal-4942 142 6 curves curve NOUN american_scientific_journal-4942 142 7 obtained obtain VERB american_scientific_journal-4942 142 8 by by ADP american_scientific_journal-4942 142 9 the the DET american_scientific_journal-4942 142 10 three three NUM american_scientific_journal-4942 142 11 models model NOUN american_scientific_journal-4942 142 12 on on ADP american_scientific_journal-4942 142 13 the the DET american_scientific_journal-4942 142 14 test test NOUN american_scientific_journal-4942 142 15 set set NOUN american_scientific_journal-4942 142 16 . . PUNCT american_scientific_journal-4942 143 1 it it PRON american_scientific_journal-4942 143 2 also also ADV american_scientific_journal-4942 143 3 shows show VERB american_scientific_journal-4942 143 4 the the DET american_scientific_journal-4942 143 5 auc auc NOUN american_scientific_journal-4942 143 6 of of ADP american_scientific_journal-4942 143 7 each each DET american_scientific_journal-4942 143 8 class class NOUN american_scientific_journal-4942 143 9 and and CCONJ american_scientific_journal-4942 143 10 the the DET american_scientific_journal-4942 143 11 auc auc NOUN american_scientific_journal-4942 143 12 of of ADP american_scientific_journal-4942 143 13 the the DET american_scientific_journal-4942 143 14 five five NUM american_scientific_journal-4942 143 15 classes class NOUN american_scientific_journal-4942 143 16 ’ ' PUNCT american_scientific_journal-4942 143 17 average average NOUN american_scientific_journal-4942 143 18 . . PUNCT american_scientific_journal-4942 144 1 among among ADP american_scientific_journal-4942 144 2 the the DET american_scientific_journal-4942 144 3 three three NUM american_scientific_journal-4942 144 4 classical classical ADJ american_scientific_journal-4942 144 5 networks network NOUN american_scientific_journal-4942 144 6 , , PUNCT american_scientific_journal-4942 144 7 the the DET american_scientific_journal-4942 144 8 auc auc NOUN american_scientific_journal-4942 144 9 values value NOUN american_scientific_journal-4942 144 10 obtained obtain VERB american_scientific_journal-4942 144 11 by by ADP american_scientific_journal-4942 144 12 vgg16 vgg16 PROPN american_scientific_journal-4942 144 13 , , PUNCT american_scientific_journal-4942 144 14 googlenet googlenet NOUN american_scientific_journal-4942 144 15 and and CCONJ american_scientific_journal-4942 144 16 inceptionv3 inceptionv3 NOUN american_scientific_journal-4942 144 17 on on ADP american_scientific_journal-4942 144 18 the the DET american_scientific_journal-4942 144 19 test test NOUN american_scientific_journal-4942 144 20 set set NOUN american_scientific_journal-4942 144 21 are be AUX american_scientific_journal-4942 144 22 0.95 0.95 NUM american_scientific_journal-4942 144 23 , , PUNCT american_scientific_journal-4942 144 24 0.96 0.96 NUM american_scientific_journal-4942 144 25 and and CCONJ american_scientific_journal-4942 144 26 0.94 0.94 NUM american_scientific_journal-4942 144 27 respectively respectively ADV american_scientific_journal-4942 144 28 . . PUNCT american_scientific_journal-4942 145 1 obviously obviously ADV american_scientific_journal-4942 145 2 , , PUNCT american_scientific_journal-4942 145 3 googlenet googlenet NOUN american_scientific_journal-4942 145 4 has have VERB american_scientific_journal-4942 145 5 the the DET american_scientific_journal-4942 145 6 best good ADJ american_scientific_journal-4942 145 7 classification classification NOUN american_scientific_journal-4942 145 8 results result NOUN american_scientific_journal-4942 145 9 . . PUNCT american_scientific_journal-4942 146 1 through through ADP american_scientific_journal-4942 146 2 the the DET american_scientific_journal-4942 146 3 experiment experiment NOUN american_scientific_journal-4942 146 4 , , PUNCT american_scientific_journal-4942 146 5 we we PRON american_scientific_journal-4942 146 6 can can AUX american_scientific_journal-4942 146 7 draw draw VERB american_scientific_journal-4942 146 8 two two NUM american_scientific_journal-4942 146 9 conclusions conclusion NOUN american_scientific_journal-4942 146 10 : : PUNCT american_scientific_journal-4942 146 11 ( ( PUNCT american_scientific_journal-4942 146 12 1 1 X american_scientific_journal-4942 146 13 ) ) PUNCT american_scientific_journal-4942 146 14 for for ADP american_scientific_journal-4942 146 15 this this DET american_scientific_journal-4942 146 16 data datum NOUN american_scientific_journal-4942 146 17 set set VERB american_scientific_journal-4942 146 18 , , PUNCT american_scientific_journal-4942 146 19 it it PRON american_scientific_journal-4942 146 20 is be AUX american_scientific_journal-4942 146 21 not not PART american_scientific_journal-4942 146 22 the the PRON american_scientific_journal-4942 146 23 deeper deep ADJ american_scientific_journal-4942 146 24 the the DET american_scientific_journal-4942 146 25 network network NOUN american_scientific_journal-4942 146 26 is be AUX american_scientific_journal-4942 146 27 , , PUNCT american_scientific_journal-4942 146 28 the the PRON american_scientific_journal-4942 146 29 higher high ADJ american_scientific_journal-4942 146 30 the the DET american_scientific_journal-4942 146 31 classification classification NOUN american_scientific_journal-4942 146 32 accuracy accuracy NOUN american_scientific_journal-4942 146 33 will will AUX american_scientific_journal-4942 146 34 be be AUX american_scientific_journal-4942 146 35 . . PUNCT american_scientific_journal-4942 147 1 inceptionv3 inceptionv3 NOUN american_scientific_journal-4942 147 2 ’s ’s PART american_scientific_journal-4942 147 3 results result NOUN american_scientific_journal-4942 147 4 are be AUX american_scientific_journal-4942 147 5 worse bad ADJ american_scientific_journal-4942 147 6 than than ADP american_scientific_journal-4942 147 7 googlenet googlenet NOUN american_scientific_journal-4942 147 8 ’s ’s ADV american_scientific_journal-4942 147 9 . . PUNCT american_scientific_journal-4942 148 1 ( ( PUNCT american_scientific_journal-4942 148 2 2 2 X american_scientific_journal-4942 148 3 ) ) PUNCT american_scientific_journal-4942 148 4 classical classical ADJ american_scientific_journal-4942 148 5 networks network NOUN american_scientific_journal-4942 148 6 do do AUX american_scientific_journal-4942 148 7 not not PART american_scientific_journal-4942 148 8 achieve achieve VERB american_scientific_journal-4942 148 9 the the DET american_scientific_journal-4942 148 10 best good ADJ american_scientific_journal-4942 148 11 classification classification NOUN american_scientific_journal-4942 148 12 results result NOUN american_scientific_journal-4942 148 13 for for ADP american_scientific_journal-4942 148 14 all all DET american_scientific_journal-4942 148 15 datasets dataset NOUN american_scientific_journal-4942 148 16 . . PUNCT american_scientific_journal-4942 149 1 our our PRON american_scientific_journal-4942 149 2 designed design VERB american_scientific_journal-4942 149 3 dccnn dccnn PROPN american_scientific_journal-4942 149 4 clearly clearly ADV american_scientific_journal-4942 149 5 outperforms outperform VERB american_scientific_journal-4942 149 6 googlenet googlenet NOUN american_scientific_journal-4942 149 7 for for ADP american_scientific_journal-4942 149 8 the the DET american_scientific_journal-4942 149 9 classification classification NOUN american_scientific_journal-4942 149 10 of of ADP american_scientific_journal-4942 149 11 mammography mammography NOUN american_scientific_journal-4942 149 12 images image NOUN american_scientific_journal-4942 149 13 . . PUNCT american_scientific_journal-4942 150 1 the the DET american_scientific_journal-4942 150 2 classical classical ADJ american_scientific_journal-4942 150 3 network network NOUN american_scientific_journal-4942 150 4 is be AUX american_scientific_journal-4942 150 5 designed design VERB american_scientific_journal-4942 150 6 for for ADP american_scientific_journal-4942 150 7 natural natural ADJ american_scientific_journal-4942 150 8 images image NOUN american_scientific_journal-4942 150 9 classification classification NOUN american_scientific_journal-4942 150 10 . . PUNCT american_scientific_journal-4942 151 1 mammography mammography NOUN american_scientific_journal-4942 151 2 images image NOUN american_scientific_journal-4942 151 3 are be AUX american_scientific_journal-4942 151 4 more more ADV american_scientific_journal-4942 151 5 complex complex ADJ american_scientific_journal-4942 151 6 than than ADP american_scientific_journal-4942 151 7 natural natural ADJ american_scientific_journal-4942 151 8 images image NOUN american_scientific_journal-4942 151 9 , , PUNCT american_scientific_journal-4942 151 10 and and CCONJ american_scientific_journal-4942 151 11 they they PRON american_scientific_journal-4942 151 12 requires require VERB american_scientific_journal-4942 151 13 specially specially ADV american_scientific_journal-4942 151 14 designed design VERB american_scientific_journal-4942 151 15 network network NOUN american_scientific_journal-4942 151 16 . . PUNCT american_scientific_journal-4942 152 1 therefore therefore ADV american_scientific_journal-4942 152 2 , , PUNCT american_scientific_journal-4942 152 3 we we PRON american_scientific_journal-4942 152 4 design design VERB american_scientific_journal-4942 152 5 the the DET american_scientific_journal-4942 152 6 dccnn dccnn NOUN american_scientific_journal-4942 152 7 , , PUNCT american_scientific_journal-4942 152 8 which which PRON american_scientific_journal-4942 152 9 improves improve VERB american_scientific_journal-4942 152 10 the the DET american_scientific_journal-4942 152 11 classification classification NOUN american_scientific_journal-4942 152 12 accuracy accuracy NOUN american_scientific_journal-4942 152 13 . . PUNCT american_scientific_journal-4942 153 1 figure figure NOUN american_scientific_journal-4942 153 2 7 7 NUM american_scientific_journal-4942 153 3 shows show VERB american_scientific_journal-4942 153 4 the the DET american_scientific_journal-4942 153 5 classification classification NOUN american_scientific_journal-4942 153 6 accuracy accuracy NOUN american_scientific_journal-4942 153 7 of of ADP american_scientific_journal-4942 153 8 vgg16 vgg16 PROPN american_scientific_journal-4942 153 9 , , PUNCT american_scientific_journal-4942 153 10 googlenet googlenet NOUN american_scientific_journal-4942 153 11 , , PUNCT american_scientific_journal-4942 153 12 inceptionv3 inceptionv3 NOUN american_scientific_journal-4942 153 13 and and CCONJ american_scientific_journal-4942 153 14 dccnn dccnn VERB american_scientific_journal-4942 153 15 on on ADP american_scientific_journal-4942 153 16 the the DET american_scientific_journal-4942 153 17 test test NOUN american_scientific_journal-4942 153 18 set set NOUN american_scientific_journal-4942 153 19 . . PUNCT american_scientific_journal-4942 154 1 their their PRON american_scientific_journal-4942 154 2 accuracy accuracy NOUN american_scientific_journal-4942 154 3 are be AUX american_scientific_journal-4942 154 4 : : PUNCT american_scientific_journal-4942 154 5 81 81 NUM american_scientific_journal-4942 154 6 % % NOUN american_scientific_journal-4942 154 7 , , PUNCT american_scientific_journal-4942 154 8 86 86 NUM american_scientific_journal-4942 154 9 % % NOUN american_scientific_journal-4942 154 10 , , PUNCT american_scientific_journal-4942 154 11 87 87 NUM american_scientific_journal-4942 154 12 % % NOUN american_scientific_journal-4942 154 13 and and CCONJ american_scientific_journal-4942 154 14 91 91 NUM american_scientific_journal-4942 154 15 % % NOUN american_scientific_journal-4942 154 16 respectively respectively ADV american_scientific_journal-4942 154 17 . . PUNCT american_scientific_journal-4942 155 1 model model NOUN american_scientific_journal-4942 155 2 training training NOUN american_scientific_journal-4942 155 3 and and CCONJ american_scientific_journal-4942 155 4 testing testing NOUN american_scientific_journal-4942 155 5 were be AUX american_scientific_journal-4942 155 6 performed perform VERB american_scientific_journal-4942 155 7 on on ADP american_scientific_journal-4942 155 8 the the DET american_scientific_journal-4942 155 9 nvidia nvidia PROPN american_scientific_journal-4942 155 10 geforce geforce NOUN american_scientific_journal-4942 155 11 gtx gtx PROPN american_scientific_journal-4942 155 12 1080 1080 NUM american_scientific_journal-4942 155 13 graphics graphic NOUN american_scientific_journal-4942 155 14 card card NOUN american_scientific_journal-4942 155 15 . . PUNCT american_scientific_journal-4942 156 1 american american ADJ american_scientific_journal-4942 156 2 scientific scientific ADJ american_scientific_journal-4942 156 3 research research PROPN american_scientific_journal-4942 156 4 journal journal NOUN american_scientific_journal-4942 156 5 for for ADP american_scientific_journal-4942 156 6 engineering engineering NOUN american_scientific_journal-4942 156 7 , , PUNCT american_scientific_journal-4942 156 8 technology technology NOUN american_scientific_journal-4942 156 9 , , PUNCT american_scientific_journal-4942 156 10 and and CCONJ american_scientific_journal-4942 156 11 sciences science NOUN american_scientific_journal-4942 156 12 ( ( PUNCT american_scientific_journal-4942 156 13 asrjets asrjet NOUN american_scientific_journal-4942 156 14 ) ) PUNCT american_scientific_journal-4942 156 15 ( ( PUNCT american_scientific_journal-4942 156 16 2019 2019 NUM american_scientific_journal-4942 156 17 ) ) PUNCT american_scientific_journal-4942 156 18 volume volume NOUN american_scientific_journal-4942 156 19 57 57 NUM american_scientific_journal-4942 156 20 , , PUNCT american_scientific_journal-4942 156 21 no no DET american_scientific_journal-4942 156 22 1 1 NUM american_scientific_journal-4942 156 23 , , PUNCT american_scientific_journal-4942 156 24 pp pp ADV american_scientific_journal-4942 156 25 10 10 NUM american_scientific_journal-4942 156 26 - - SYM american_scientific_journal-4942 156 27 21 21 NUM american_scientific_journal-4942 156 28 18 18 NUM american_scientific_journal-4942 156 29 figure figure NOUN american_scientific_journal-4942 156 30 6 6 NUM american_scientific_journal-4942 156 31 : : PUNCT american_scientific_journal-4942 156 32 roc roc PROPN american_scientific_journal-4942 156 33 curves curve NOUN american_scientific_journal-4942 156 34 of of ADP american_scientific_journal-4942 156 35 the the DET american_scientific_journal-4942 156 36 vgg16 vgg16 NOUN american_scientific_journal-4942 156 37 , , PUNCT american_scientific_journal-4942 156 38 googlenet googlenet NOUN american_scientific_journal-4942 156 39 and and CCONJ american_scientific_journal-4942 156 40 inceptinv3 inceptinv3 NOUN american_scientific_journal-4942 156 41 . . PUNCT american_scientific_journal-4942 157 1 class class NOUN american_scientific_journal-4942 157 2 0 0 NUM american_scientific_journal-4942 157 3 - - SYM american_scientific_journal-4942 157 4 4 4 NUM american_scientific_journal-4942 157 5 relatively relatively ADV american_scientific_journal-4942 157 6 stand stand VERB american_scientific_journal-4942 157 7 for for ADP american_scientific_journal-4942 157 8 normal normal ADJ american_scientific_journal-4942 157 9 breast breast NOUN american_scientific_journal-4942 157 10 , , PUNCT american_scientific_journal-4942 157 11 benign benign ADJ american_scientific_journal-4942 157 12 calcification calcification NOUN american_scientific_journal-4942 157 13 , , PUNCT american_scientific_journal-4942 157 14 benign benign ADJ american_scientific_journal-4942 157 15 mass mass NOUN american_scientific_journal-4942 157 16 , , PUNCT american_scientific_journal-4942 157 17 malignant malignant ADJ american_scientific_journal-4942 157 18 calcification calcification NOUN american_scientific_journal-4942 157 19 and and CCONJ american_scientific_journal-4942 157 20 malignant malignant ADJ american_scientific_journal-4942 157 21 mass mass NOUN american_scientific_journal-4942 157 22 . . PUNCT american_scientific_journal-4942 158 1 there there PRON american_scientific_journal-4942 158 2 are be VERB american_scientific_journal-4942 158 3 two two NUM american_scientific_journal-4942 158 4 solid solid ADJ american_scientific_journal-4942 158 5 lines line NOUN american_scientific_journal-4942 158 6 , , PUNCT american_scientific_journal-4942 158 7 the the DET american_scientific_journal-4942 158 8 thicker thick ADJ american_scientific_journal-4942 158 9 line line NOUN american_scientific_journal-4942 158 10 is be AUX american_scientific_journal-4942 158 11 the the DET american_scientific_journal-4942 158 12 roc roc PROPN american_scientific_journal-4942 158 13 curve curve NOUN american_scientific_journal-4942 158 14 of of ADP american_scientific_journal-4942 158 15 class class NOUN american_scientific_journal-4942 158 16 0 0 NUM american_scientific_journal-4942 158 17 , , PUNCT american_scientific_journal-4942 158 18 the the DET american_scientific_journal-4942 158 19 thinner thin ADJ american_scientific_journal-4942 158 20 line line NOUN american_scientific_journal-4942 158 21 is be AUX american_scientific_journal-4942 158 22 the the DET american_scientific_journal-4942 158 23 roc roc PROPN american_scientific_journal-4942 158 24 curve curve NOUN american_scientific_journal-4942 158 25 of of ADP american_scientific_journal-4942 158 26 class class NOUN american_scientific_journal-4942 158 27 4 4 NUM american_scientific_journal-4942 158 28 . . PUNCT american_scientific_journal-4942 159 1 american american PROPN american_scientific_journal-4942 159 2 scientific scientific ADJ american_scientific_journal-4942 159 3 research research PROPN american_scientific_journal-4942 159 4 journal journal NOUN american_scientific_journal-4942 159 5 for for ADP american_scientific_journal-4942 159 6 engineering engineering NOUN american_scientific_journal-4942 159 7 , , PUNCT american_scientific_journal-4942 159 8 technology technology NOUN american_scientific_journal-4942 159 9 , , PUNCT american_scientific_journal-4942 159 10 and and CCONJ american_scientific_journal-4942 159 11 sciences science NOUN american_scientific_journal-4942 159 12 ( ( PUNCT american_scientific_journal-4942 159 13 asrjets asrjet NOUN american_scientific_journal-4942 159 14 ) ) PUNCT american_scientific_journal-4942 159 15 ( ( PUNCT american_scientific_journal-4942 159 16 2019 2019 NUM american_scientific_journal-4942 159 17 ) ) PUNCT american_scientific_journal-4942 159 18 volume volume NOUN american_scientific_journal-4942 159 19 57 57 NUM american_scientific_journal-4942 159 20 , , PUNCT american_scientific_journal-4942 159 21 no no DET american_scientific_journal-4942 159 22 1 1 NUM american_scientific_journal-4942 159 23 , , PUNCT american_scientific_journal-4942 159 24 pp pp ADV american_scientific_journal-4942 159 25 10 10 NUM american_scientific_journal-4942 159 26 - - SYM american_scientific_journal-4942 159 27 21 21 NUM american_scientific_journal-4942 159 28 19 19 NUM american_scientific_journal-4942 159 29 figure figure NOUN american_scientific_journal-4942 159 30 7 7 NUM american_scientific_journal-4942 159 31 : : PUNCT american_scientific_journal-4942 159 32 the the DET american_scientific_journal-4942 159 33 classification classification NOUN american_scientific_journal-4942 159 34 accuracy accuracy NOUN american_scientific_journal-4942 159 35 of of ADP american_scientific_journal-4942 159 36 vgg16 vgg16 PROPN american_scientific_journal-4942 159 37 , , PUNCT american_scientific_journal-4942 159 38 googlenet googlenet NOUN american_scientific_journal-4942 159 39 , , PUNCT american_scientific_journal-4942 159 40 inceptionv3 inceptionv3 NOUN american_scientific_journal-4942 159 41 and and CCONJ american_scientific_journal-4942 159 42 dccnn dccnn VERB american_scientific_journal-4942 159 43 5 5 NUM american_scientific_journal-4942 159 44 . . PUNCT american_scientific_journal-4942 159 45 conclusion conclusion NOUN american_scientific_journal-4942 159 46 the the DET american_scientific_journal-4942 159 47 dccnn dccnn PROPN american_scientific_journal-4942 159 48 structure structure NOUN american_scientific_journal-4942 159 49 designed design VERB american_scientific_journal-4942 159 50 in in ADP american_scientific_journal-4942 159 51 this this DET american_scientific_journal-4942 159 52 paper paper NOUN american_scientific_journal-4942 159 53 achieves achieve VERB american_scientific_journal-4942 159 54 91 91 NUM american_scientific_journal-4942 159 55 % % NOUN american_scientific_journal-4942 159 56 accuracy accuracy NOUN american_scientific_journal-4942 159 57 and and CCONJ american_scientific_journal-4942 159 58 0.98 0.98 NUM american_scientific_journal-4942 159 59 auc auc NOUN american_scientific_journal-4942 159 60 in in ADP american_scientific_journal-4942 159 61 test test NOUN american_scientific_journal-4942 159 62 data datum NOUN american_scientific_journal-4942 159 63 set set VERB american_scientific_journal-4942 159 64 , , PUNCT american_scientific_journal-4942 159 65 compare compare VERB american_scientific_journal-4942 159 66 with with ADP american_scientific_journal-4942 159 67 other other ADJ american_scientific_journal-4942 159 68 popular popular ADJ american_scientific_journal-4942 159 69 cnn cnn PROPN american_scientific_journal-4942 159 70 network network NOUN american_scientific_journal-4942 159 71 structures structure NOUN american_scientific_journal-4942 159 72 , , PUNCT american_scientific_journal-4942 159 73 dccnn dccnn PROPN american_scientific_journal-4942 159 74 has have VERB american_scientific_journal-4942 159 75 the the DET american_scientific_journal-4942 159 76 highest high ADJ american_scientific_journal-4942 159 77 accuracy accuracy NOUN american_scientific_journal-4942 159 78 and and CCONJ american_scientific_journal-4942 159 79 reliable reliable ADJ american_scientific_journal-4942 159 80 performance performance NOUN american_scientific_journal-4942 159 81 . . PUNCT american_scientific_journal-4942 160 1 the the DET american_scientific_journal-4942 160 2 results result NOUN american_scientific_journal-4942 160 3 of of ADP american_scientific_journal-4942 160 4 experiment experiment NOUN american_scientific_journal-4942 160 5 indicate indicate VERB american_scientific_journal-4942 160 6 that that SCONJ american_scientific_journal-4942 160 7 it it PRON american_scientific_journal-4942 160 8 can can AUX american_scientific_journal-4942 160 9 learn learn VERB american_scientific_journal-4942 160 10 high high ADJ american_scientific_journal-4942 160 11 level level NOUN american_scientific_journal-4942 160 12 features feature VERB american_scientific_journal-4942 160 13 those those PRON american_scientific_journal-4942 160 14 have have VERB american_scientific_journal-4942 160 15 large large ADJ american_scientific_journal-4942 160 16 number number NOUN american_scientific_journal-4942 160 17 of of ADP american_scientific_journal-4942 160 18 easily easily ADV american_scientific_journal-4942 160 19 identifiable identifiable ADJ american_scientific_journal-4942 160 20 information information NOUN american_scientific_journal-4942 160 21 . . PUNCT american_scientific_journal-4942 161 1 therefore therefore ADV american_scientific_journal-4942 161 2 , , PUNCT american_scientific_journal-4942 161 3 dccnn dccnn PROPN american_scientific_journal-4942 161 4 can can AUX american_scientific_journal-4942 161 5 aid aid VERB american_scientific_journal-4942 161 6 radiologists radiologist NOUN american_scientific_journal-4942 161 7 to to PART american_scientific_journal-4942 161 8 make make VERB american_scientific_journal-4942 161 9 more more ADV american_scientific_journal-4942 161 10 accurate accurate ADJ american_scientific_journal-4942 161 11 judgments judgment NOUN american_scientific_journal-4942 161 12 , , PUNCT american_scientific_journal-4942 161 13 greatly greatly ADV american_scientific_journal-4942 161 14 reducing reduce VERB american_scientific_journal-4942 161 15 the the DET american_scientific_journal-4942 161 16 rate rate NOUN american_scientific_journal-4942 161 17 of of ADP american_scientific_journal-4942 161 18 missed miss VERB american_scientific_journal-4942 161 19 and and CCONJ american_scientific_journal-4942 161 20 misdiagnosis misdiagnosis NOUN american_scientific_journal-4942 161 21 . . PUNCT american_scientific_journal-4942 162 1 6 6 X american_scientific_journal-4942 162 2 . . PUNCT american_scientific_journal-4942 162 3 recommendations recommendation NOUN american_scientific_journal-4942 162 4 we we PRON american_scientific_journal-4942 162 5 explore explore VERB american_scientific_journal-4942 162 6 a a DET american_scientific_journal-4942 162 7 variety variety NOUN american_scientific_journal-4942 162 8 of of ADP american_scientific_journal-4942 162 9 network network NOUN american_scientific_journal-4942 162 10 structures structure NOUN american_scientific_journal-4942 162 11 and and CCONJ american_scientific_journal-4942 162 12 settings setting NOUN american_scientific_journal-4942 162 13 , , PUNCT american_scientific_journal-4942 162 14 and and CCONJ american_scientific_journal-4942 162 15 construct construct VERB american_scientific_journal-4942 162 16 an an DET american_scientific_journal-4942 162 17 end end NOUN american_scientific_journal-4942 162 18 - - PUNCT american_scientific_journal-4942 162 19 to to ADP american_scientific_journal-4942 162 20 - - PUNCT american_scientific_journal-4942 162 21 end end NOUN american_scientific_journal-4942 162 22 network network NOUN american_scientific_journal-4942 162 23 structure structure NOUN american_scientific_journal-4942 162 24 for for ADP american_scientific_journal-4942 162 25 the the DET american_scientific_journal-4942 162 26 classification classification NOUN american_scientific_journal-4942 162 27 of of ADP american_scientific_journal-4942 162 28 mammography mammography NOUN american_scientific_journal-4942 162 29 images image NOUN american_scientific_journal-4942 162 30 . . PUNCT american_scientific_journal-4942 163 1 we we PRON american_scientific_journal-4942 163 2 have have AUX american_scientific_journal-4942 163 3 learned learn VERB american_scientific_journal-4942 163 4 that that SCONJ american_scientific_journal-4942 163 5 breasts breast NOUN american_scientific_journal-4942 163 6 are be AUX american_scientific_journal-4942 163 7 divided divide VERB american_scientific_journal-4942 163 8 into into ADP american_scientific_journal-4942 163 9 four four NUM american_scientific_journal-4942 163 10 categories category NOUN american_scientific_journal-4942 163 11 , , PUNCT american_scientific_journal-4942 163 12 namely namely ADV american_scientific_journal-4942 163 13 : : PUNCT american_scientific_journal-4942 163 14 fat fat ADJ american_scientific_journal-4942 163 15 type type NOUN american_scientific_journal-4942 163 16 , , PUNCT american_scientific_journal-4942 163 17 a a DET american_scientific_journal-4942 163 18 small small ADJ american_scientific_journal-4942 163 19 amount amount NOUN american_scientific_journal-4942 163 20 of of ADP american_scientific_journal-4942 163 21 gland gland NOUN american_scientific_journal-4942 163 22 type type NOUN american_scientific_journal-4942 163 23 , , PUNCT american_scientific_journal-4942 163 24 a a DET american_scientific_journal-4942 163 25 large large ADJ american_scientific_journal-4942 163 26 number number NOUN american_scientific_journal-4942 163 27 of of ADP american_scientific_journal-4942 163 28 gland gland NOUN american_scientific_journal-4942 163 29 type type NOUN american_scientific_journal-4942 163 30 , , PUNCT american_scientific_journal-4942 163 31 and and CCONJ american_scientific_journal-4942 163 32 dense dense ADJ american_scientific_journal-4942 163 33 type type NOUN american_scientific_journal-4942 163 34 . . PUNCT american_scientific_journal-4942 164 1 among among ADP american_scientific_journal-4942 164 2 them they PRON american_scientific_journal-4942 164 3 , , PUNCT american_scientific_journal-4942 164 4 the the DET american_scientific_journal-4942 164 5 fat fat ADJ american_scientific_journal-4942 164 6 type type NOUN american_scientific_journal-4942 164 7 has have VERB american_scientific_journal-4942 164 8 the the DET american_scientific_journal-4942 164 9 highest high ADJ american_scientific_journal-4942 164 10 detection detection NOUN american_scientific_journal-4942 164 11 rate rate NOUN american_scientific_journal-4942 164 12 . . PUNCT american_scientific_journal-4942 165 1 the the DET american_scientific_journal-4942 165 2 dense dense ADJ american_scientific_journal-4942 165 3 breast breast NOUN american_scientific_journal-4942 165 4 tissue tissue NOUN american_scientific_journal-4942 165 5 and and CCONJ american_scientific_journal-4942 165 6 mass mass NOUN american_scientific_journal-4942 165 7 are be AUX american_scientific_journal-4942 165 8 white white ADJ american_scientific_journal-4942 165 9 , , PUNCT american_scientific_journal-4942 165 10 and and CCONJ american_scientific_journal-4942 165 11 this this DET american_scientific_journal-4942 165 12 situation situation NOUN american_scientific_journal-4942 165 13 is be AUX american_scientific_journal-4942 165 14 difficult difficult ADJ american_scientific_journal-4942 165 15 for for ADP american_scientific_journal-4942 165 16 classification classification NOUN american_scientific_journal-4942 165 17 . . PUNCT american_scientific_journal-4942 166 1 therefore therefore ADV american_scientific_journal-4942 166 2 , , PUNCT american_scientific_journal-4942 166 3 in in ADP american_scientific_journal-4942 166 4 the the DET american_scientific_journal-4942 166 5 future future ADJ american_scientific_journal-4942 166 6 work work NOUN american_scientific_journal-4942 166 7 , , PUNCT american_scientific_journal-4942 166 8 we we PRON american_scientific_journal-4942 166 9 need need VERB american_scientific_journal-4942 166 10 to to PART american_scientific_journal-4942 166 11 explore explore VERB american_scientific_journal-4942 166 12 other other ADJ american_scientific_journal-4942 166 13 structures structure NOUN american_scientific_journal-4942 166 14 and and CCONJ american_scientific_journal-4942 166 15 extend extend VERB american_scientific_journal-4942 166 16 our our PRON american_scientific_journal-4942 166 17 approach approach NOUN american_scientific_journal-4942 166 18 to to ADP american_scientific_journal-4942 166 19 new new ADJ american_scientific_journal-4942 166 20 mammography mammography NOUN american_scientific_journal-4942 166 21 images image NOUN american_scientific_journal-4942 166 22 data data NOUN american_scientific_journal-4942 166 23 sets set NOUN american_scientific_journal-4942 166 24 , , PUNCT american_scientific_journal-4942 166 25 selecting select VERB american_scientific_journal-4942 166 26 challenging challenging ADJ american_scientific_journal-4942 166 27 pictures picture NOUN american_scientific_journal-4942 166 28 to to PART american_scientific_journal-4942 166 29 learn learn VERB american_scientific_journal-4942 166 30 , , PUNCT american_scientific_journal-4942 166 31 or or CCONJ american_scientific_journal-4942 166 32 adding add VERB american_scientific_journal-4942 166 33 other other ADJ american_scientific_journal-4942 166 34 modes mode NOUN american_scientific_journal-4942 166 35 of of ADP american_scientific_journal-4942 166 36 images image NOUN american_scientific_journal-4942 166 37 , , PUNCT american_scientific_journal-4942 166 38 such such ADJ american_scientific_journal-4942 166 39 as as ADP american_scientific_journal-4942 166 40 : : PUNCT american_scientific_journal-4942 166 41 mri mri X american_scientific_journal-4942 166 42 ( ( PUNCT american_scientific_journal-4942 166 43 magnetic magnetic ADJ american_scientific_journal-4942 166 44 resonance resonance NOUN american_scientific_journal-4942 166 45 imaging imaging NOUN american_scientific_journal-4942 166 46 ) ) PUNCT american_scientific_journal-4942 166 47 , , PUNCT american_scientific_journal-4942 166 48 then then ADV american_scientific_journal-4942 166 49 it it PRON american_scientific_journal-4942 166 50 can can AUX american_scientific_journal-4942 166 51 learn learn VERB american_scientific_journal-4942 166 52 the the DET american_scientific_journal-4942 166 53 characteristics characteristic NOUN american_scientific_journal-4942 166 54 of of ADP american_scientific_journal-4942 166 55 cases case NOUN american_scientific_journal-4942 166 56 with with ADP american_scientific_journal-4942 166 57 high high ADJ american_scientific_journal-4942 166 58 breast breast NOUN american_scientific_journal-4942 166 59 density density NOUN american_scientific_journal-4942 166 60 in in ADP american_scientific_journal-4942 166 61 many many ADJ american_scientific_journal-4942 166 62 aspects aspect NOUN american_scientific_journal-4942 166 63 . . PUNCT american_scientific_journal-4942 167 1 aiding aid VERB american_scientific_journal-4942 167 2 radiologists radiologist NOUN american_scientific_journal-4942 167 3 make make VERB american_scientific_journal-4942 167 4 more more ADV american_scientific_journal-4942 167 5 accurate accurate ADJ american_scientific_journal-4942 167 6 judgments judgment NOUN american_scientific_journal-4942 167 7 . . PUNCT american_scientific_journal-4942 168 1 references reference NOUN american_scientific_journal-4942 168 2 [ [ X american_scientific_journal-4942 168 3 1 1 NUM american_scientific_journal-4942 168 4 ] ] X american_scientific_journal-4942 168 5 ferlay ferlay NOUN american_scientific_journal-4942 168 6 , , PUNCT american_scientific_journal-4942 168 7 jacques jacques PROPN american_scientific_journal-4942 168 8 , , PUNCT american_scientific_journal-4942 168 9 clarisse clarisse PROPN american_scientific_journal-4942 168 10 héry héry PROPN american_scientific_journal-4942 168 11 , , PUNCT american_scientific_journal-4942 168 12 autier autier NOUN american_scientific_journal-4942 168 13 p p NOUN american_scientific_journal-4942 168 14 , , PUNCT american_scientific_journal-4942 168 15 clarisse clarisse PROPN american_scientific_journal-4942 168 16 héry héry PROPN american_scientific_journal-4942 168 17 , , PUNCT american_scientific_journal-4942 168 18 autier auti ADJ american_scientific_journal-4942 168 19 p. p. NOUN american_scientific_journal-4942 168 20 global global ADJ american_scientific_journal-4942 168 21 burden burden NOUN american_scientific_journal-4942 168 22 of of ADP american_scientific_journal-4942 168 23 breast breast NOUN american_scientific_journal-4942 168 24 cancer cancer NOUN american_scientific_journal-4942 168 25 . . PUNCT american_scientific_journal-4942 169 1 breast breast NOUN american_scientific_journal-4942 169 2 cancer cancer NOUN american_scientific_journal-4942 169 3 epidemiology epidemiology NOUN american_scientific_journal-4942 169 4 , , PUNCT american_scientific_journal-4942 169 5 2010 2010 NUM american_scientific_journal-4942 169 6 , , PUNCT american_scientific_journal-4942 169 7 pp pp ADP american_scientific_journal-4942 169 8 . . PUNCT american_scientific_journal-4942 170 1 1–19 1–19 NOUN american_scientific_journal-4942 170 2 . . PUNCT american_scientific_journal-4942 171 1 [ [ X american_scientific_journal-4942 171 2 2 2 NUM american_scientific_journal-4942 171 3 ] ] X american_scientific_journal-4942 171 4 chen chen PROPN american_scientific_journal-4942 171 5 , , PUNCT american_scientific_journal-4942 171 6 w. w. PROPN american_scientific_journal-4942 171 7 , , PUNCT american_scientific_journal-4942 171 8 zheng zheng PROPN american_scientific_journal-4942 171 9 , , PUNCT american_scientific_journal-4942 171 10 r. r. PROPN american_scientific_journal-4942 171 11 , , PUNCT american_scientific_journal-4942 171 12 baade baade PROPN american_scientific_journal-4942 171 13 , , PUNCT american_scientific_journal-4942 171 14 p. p. PROPN american_scientific_journal-4942 171 15 d. d. PROPN american_scientific_journal-4942 171 16 , , PUNCT american_scientific_journal-4942 171 17 zhang zhang PROPN american_scientific_journal-4942 171 18 , , PUNCT american_scientific_journal-4942 171 19 s. s. PROPN american_scientific_journal-4942 171 20 , , PUNCT american_scientific_journal-4942 171 21 zeng zeng PROPN american_scientific_journal-4942 171 22 , , PUNCT american_scientific_journal-4942 171 23 h. h. PROPN american_scientific_journal-4942 171 24 , , PUNCT american_scientific_journal-4942 171 25 & & CCONJ american_scientific_journal-4942 171 26 bray bray PROPN american_scientific_journal-4942 171 27 , , PUNCT american_scientific_journal-4942 171 28 f. f. PROPN american_scientific_journal-4942 171 29 , , PUNCT american_scientific_journal-4942 171 30 et et PROPN american_scientific_journal-4942 171 31 al al PROPN american_scientific_journal-4942 171 32 . . PUNCT american_scientific_journal-4942 172 1 " " PUNCT american_scientific_journal-4942 172 2 cancer cancer NOUN american_scientific_journal-4942 172 3 statistics statistic NOUN american_scientific_journal-4942 172 4 in in ADP american_scientific_journal-4942 172 5 china china PROPN american_scientific_journal-4942 172 6 , , PUNCT american_scientific_journal-4942 172 7 american american PROPN american_scientific_journal-4942 172 8 scientific scientific ADJ american_scientific_journal-4942 172 9 research research NOUN american_scientific_journal-4942 172 10 journal journal NOUN american_scientific_journal-4942 172 11 for for ADP american_scientific_journal-4942 172 12 engineering engineering NOUN american_scientific_journal-4942 172 13 , , PUNCT american_scientific_journal-4942 172 14 technology technology NOUN american_scientific_journal-4942 172 15 , , PUNCT american_scientific_journal-4942 172 16 and and CCONJ american_scientific_journal-4942 172 17 sciences science NOUN american_scientific_journal-4942 172 18 ( ( PUNCT american_scientific_journal-4942 172 19 asrjets asrjet NOUN american_scientific_journal-4942 172 20 ) ) PUNCT american_scientific_journal-4942 172 21 ( ( PUNCT american_scientific_journal-4942 172 22 2019 2019 NUM american_scientific_journal-4942 172 23 ) ) PUNCT american_scientific_journal-4942 172 24 volume volume NOUN american_scientific_journal-4942 172 25 57 57 NUM american_scientific_journal-4942 172 26 , , PUNCT american_scientific_journal-4942 172 27 no no DET american_scientific_journal-4942 172 28 1 1 NUM american_scientific_journal-4942 172 29 , , PUNCT american_scientific_journal-4942 172 30 pp pp ADV american_scientific_journal-4942 172 31 10 10 NUM american_scientific_journal-4942 172 32 - - SYM american_scientific_journal-4942 172 33 21 21 NUM american_scientific_journal-4942 172 34 20 20 NUM american_scientific_journal-4942 172 35 2015,"ca 2015,"ca NUM american_scientific_journal-4942 172 36 cancer cancer NOUN american_scientific_journal-4942 172 37 j j PROPN american_scientific_journal-4942 172 38 clin clin PROPN american_scientific_journal-4942 172 39 , , PUNCT american_scientific_journal-4942 172 40 vol vol NOUN american_scientific_journal-4942 172 41 . . PROPN american_scientific_journal-4942 173 1 66 66 NUM american_scientific_journal-4942 173 2 , , PUNCT american_scientific_journal-4942 173 3 no no INTJ american_scientific_journal-4942 173 4 . . NOUN american_scientific_journal-4942 173 5 2 2 NUM american_scientific_journal-4942 173 6 , , PUNCT american_scientific_journal-4942 173 7 pp pp ADJ american_scientific_journal-4942 173 8 . . PUNCT american_scientific_journal-4942 174 1 115 115 NUM american_scientific_journal-4942 174 2 - - SYM american_scientific_journal-4942 174 3 132 132 NUM american_scientific_journal-4942 174 4 , , PUNCT american_scientific_journal-4942 174 5 2016 2016 NUM american_scientific_journal-4942 174 6 . . PUNCT american_scientific_journal-4942 175 1 [ [ X american_scientific_journal-4942 175 2 3 3 NUM american_scientific_journal-4942 175 3 ] ] X american_scientific_journal-4942 175 4 schreer schreer NOUN american_scientific_journal-4942 175 5 , , PUNCT american_scientific_journal-4942 175 6 ingrid ingrid NOUN american_scientific_journal-4942 175 7 . . PUNCT american_scientific_journal-4942 176 1 " " PUNCT american_scientific_journal-4942 176 2 dense dense ADJ american_scientific_journal-4942 176 3 breast breast NOUN american_scientific_journal-4942 176 4 tissue tissue NOUN american_scientific_journal-4942 176 5 as as ADP american_scientific_journal-4942 176 6 an an DET american_scientific_journal-4942 176 7 important important ADJ american_scientific_journal-4942 176 8 risk risk NOUN american_scientific_journal-4942 176 9 factor factor NOUN american_scientific_journal-4942 176 10 for for ADP american_scientific_journal-4942 176 11 breast breast NOUN american_scientific_journal-4942 176 12 cancer cancer NOUN american_scientific_journal-4942 176 13 and and CCONJ american_scientific_journal-4942 176 14 implications implication NOUN american_scientific_journal-4942 176 15 for for ADP american_scientific_journal-4942 176 16 early early ADJ american_scientific_journal-4942 176 17 detection detection NOUN american_scientific_journal-4942 176 18 , , PUNCT american_scientific_journal-4942 176 19 " " PUNCT american_scientific_journal-4942 176 20 breast breast NOUN american_scientific_journal-4942 176 21 care care NOUN american_scientific_journal-4942 176 22 , , PUNCT american_scientific_journal-4942 176 23 vol vol NOUN american_scientific_journal-4942 176 24 . . PROPN american_scientific_journal-4942 177 1 4 4 NUM american_scientific_journal-4942 177 2 , , PUNCT american_scientific_journal-4942 177 3 no no INTJ american_scientific_journal-4942 177 4 . . NOUN american_scientific_journal-4942 177 5 2 2 NUM american_scientific_journal-4942 177 6 , , PUNCT american_scientific_journal-4942 177 7 pp pp ADJ american_scientific_journal-4942 177 8 . . PUNCT american_scientific_journal-4942 178 1 89 89 NUM american_scientific_journal-4942 178 2 - - SYM american_scientific_journal-4942 178 3 92 92 NUM american_scientific_journal-4942 178 4 , , PUNCT american_scientific_journal-4942 178 5 2009 2009 NUM american_scientific_journal-4942 178 6 . . PUNCT american_scientific_journal-4942 179 1 [ [ X american_scientific_journal-4942 179 2 4 4 NUM american_scientific_journal-4942 179 3 ] ] X american_scientific_journal-4942 179 4 moss moss NOUN american_scientific_journal-4942 179 5 , , PUNCT american_scientific_journal-4942 179 6 s. s. PROPN american_scientific_journal-4942 179 7 m. m. PROPN american_scientific_journal-4942 179 8 , , PUNCT american_scientific_journal-4942 179 9 nystrom nystrom PROPN american_scientific_journal-4942 179 10 , , PUNCT american_scientific_journal-4942 179 11 l. l. PROPN american_scientific_journal-4942 179 12 , , PUNCT american_scientific_journal-4942 179 13 jonsson jonsson PROPN american_scientific_journal-4942 179 14 , , PUNCT american_scientific_journal-4942 179 15 h. h. PROPN american_scientific_journal-4942 179 16 , , PUNCT american_scientific_journal-4942 179 17 paci paci PROPN american_scientific_journal-4942 179 18 , , PUNCT american_scientific_journal-4942 179 19 e. e. PROPN american_scientific_journal-4942 179 20 , , PUNCT american_scientific_journal-4942 179 21 lynge lynge NOUN american_scientific_journal-4942 179 22 , , PUNCT american_scientific_journal-4942 179 23 e. e. PROPN american_scientific_journal-4942 179 24 , , PUNCT american_scientific_journal-4942 179 25 & & CCONJ american_scientific_journal-4942 179 26 njor njor PROPN american_scientific_journal-4942 179 27 , , PUNCT american_scientific_journal-4942 179 28 s. s. PROPN american_scientific_journal-4942 179 29 , , PUNCT american_scientific_journal-4942 179 30 et et PROPN american_scientific_journal-4942 179 31 al al PROPN american_scientific_journal-4942 179 32 . . PUNCT american_scientific_journal-4942 180 1 " " PUNCT american_scientific_journal-4942 180 2 the the DET american_scientific_journal-4942 180 3 impact impact NOUN american_scientific_journal-4942 180 4 of of ADP american_scientific_journal-4942 180 5 mammographic mammographic ADJ american_scientific_journal-4942 180 6 screening screening NOUN american_scientific_journal-4942 180 7 on on ADP american_scientific_journal-4942 180 8 breast breast NOUN american_scientific_journal-4942 180 9 cancer cancer NOUN american_scientific_journal-4942 180 10 mortality mortality NOUN american_scientific_journal-4942 180 11 in in ADP american_scientific_journal-4942 180 12 europe europe PROPN american_scientific_journal-4942 180 13 : : PUNCT american_scientific_journal-4942 180 14 a a DET american_scientific_journal-4942 180 15 review review NOUN american_scientific_journal-4942 180 16 of of ADP american_scientific_journal-4942 180 17 trend trend NOUN american_scientific_journal-4942 180 18 studies study NOUN american_scientific_journal-4942 180 19 , , PUNCT american_scientific_journal-4942 180 20 " " PUNCT american_scientific_journal-4942 180 21 journal journal NOUN american_scientific_journal-4942 180 22 of of ADP american_scientific_journal-4942 180 23 medical medical ADJ american_scientific_journal-4942 180 24 screening screening NOUN american_scientific_journal-4942 180 25 19.supplement 19.supplement NUM american_scientific_journal-4942 180 26 1 1 NUM american_scientific_journal-4942 180 27 , , PUNCT american_scientific_journal-4942 180 28 pp.26 pp.26 ADJ american_scientific_journal-4942 180 29 - - PUNCT american_scientific_journal-4942 180 30 32 32 NUM american_scientific_journal-4942 180 31 , , PUNCT american_scientific_journal-4942 180 32 2012 2012 NUM american_scientific_journal-4942 180 33 . . PUNCT american_scientific_journal-4942 181 1 [ [ X american_scientific_journal-4942 181 2 5 5 NUM american_scientific_journal-4942 181 3 ] ] PUNCT american_scientific_journal-4942 181 4 kerlikowske kerlikowske ADJ american_scientific_journal-4942 181 5 , , PUNCT american_scientific_journal-4942 181 6 and and CCONJ american_scientific_journal-4942 181 7 karla karla NOUN american_scientific_journal-4942 181 8 . . PUNCT american_scientific_journal-4942 182 1 " " PUNCT american_scientific_journal-4942 182 2 performance performance NOUN american_scientific_journal-4942 182 3 of of ADP american_scientific_journal-4942 182 4 screening screen VERB american_scientific_journal-4942 182 5 mammography mammography NOUN american_scientific_journal-4942 182 6 among among ADP american_scientific_journal-4942 182 7 women woman NOUN american_scientific_journal-4942 182 8 with with ADP american_scientific_journal-4942 182 9 and and CCONJ american_scientific_journal-4942 182 10 without without ADP american_scientific_journal-4942 182 11 a a DET american_scientific_journal-4942 182 12 first first ADJ american_scientific_journal-4942 182 13 - - PUNCT american_scientific_journal-4942 182 14 degree degree NOUN american_scientific_journal-4942 182 15 relative relative NOUN american_scientific_journal-4942 182 16 with with ADP american_scientific_journal-4942 182 17 breast breast NOUN american_scientific_journal-4942 182 18 cancer cancer NOUN american_scientific_journal-4942 182 19 , , PUNCT american_scientific_journal-4942 182 20 " " PUNCT american_scientific_journal-4942 182 21 annals annal NOUN american_scientific_journal-4942 182 22 of of ADP american_scientific_journal-4942 182 23 internal internal ADJ american_scientific_journal-4942 182 24 medicine medicine NOUN american_scientific_journal-4942 182 25 , , PUNCT american_scientific_journal-4942 182 26 vol vol NOUN american_scientific_journal-4942 182 27 . . PROPN american_scientific_journal-4942 182 28 133 133 NUM american_scientific_journal-4942 182 29 , , PUNCT american_scientific_journal-4942 182 30 no no INTJ american_scientific_journal-4942 182 31 . . NOUN american_scientific_journal-4942 182 32 11 11 NUM american_scientific_journal-4942 182 33 , , PUNCT american_scientific_journal-4942 182 34 pp.855 pp.855 PROPN american_scientific_journal-4942 182 35 , , PUNCT american_scientific_journal-4942 182 36 2000 2000 NUM american_scientific_journal-4942 182 37 . . PUNCT american_scientific_journal-4942 183 1 [ [ X american_scientific_journal-4942 183 2 6 6 NUM american_scientific_journal-4942 183 3 ] ] X american_scientific_journal-4942 183 4 berlin berlin PROPN american_scientific_journal-4942 183 5 , , PUNCT american_scientific_journal-4942 183 6 and and CCONJ american_scientific_journal-4942 183 7 leonard leonard PROPN american_scientific_journal-4942 183 8 . . PUNCT american_scientific_journal-4942 184 1 " " PUNCT american_scientific_journal-4942 184 2 radiologic radiologic ADJ american_scientific_journal-4942 184 3 errors error NOUN american_scientific_journal-4942 184 4 , , PUNCT american_scientific_journal-4942 184 5 past past ADJ american_scientific_journal-4942 184 6 , , PUNCT american_scientific_journal-4942 184 7 present present ADJ american_scientific_journal-4942 184 8 and and CCONJ american_scientific_journal-4942 184 9 future future ADJ american_scientific_journal-4942 184 10 . . PUNCT american_scientific_journal-4942 184 11 " " PUNCT american_scientific_journal-4942 185 1 diagnosis diagnosis NOUN american_scientific_journal-4942 185 2 , , PUNCT american_scientific_journal-4942 185 3 vol vol NOUN american_scientific_journal-4942 185 4 . . PROPN american_scientific_journal-4942 185 5 1 1 NUM american_scientific_journal-4942 185 6 , , PUNCT american_scientific_journal-4942 185 7 no no INTJ american_scientific_journal-4942 185 8 . . NOUN american_scientific_journal-4942 185 9 1 1 NUM american_scientific_journal-4942 185 10 , , PUNCT american_scientific_journal-4942 185 11 pp.79 pp.79 NOUN american_scientific_journal-4942 185 12 - - PUNCT american_scientific_journal-4942 185 13 84 84 NUM american_scientific_journal-4942 185 14 , , PUNCT american_scientific_journal-4942 185 15 2014 2014 NUM american_scientific_journal-4942 185 16 . . PUNCT american_scientific_journal-4942 186 1 [ [ X american_scientific_journal-4942 186 2 7]prathibha 7]prathibha NUM american_scientific_journal-4942 186 3 , , PUNCT american_scientific_journal-4942 186 4 g. g. PROPN american_scientific_journal-4942 186 5 , , PUNCT american_scientific_journal-4942 186 6 dr.chandra dr.chandra PROPN american_scientific_journal-4942 186 7 , , PUNCT american_scientific_journal-4942 186 8 b. b. NOUN american_scientific_journal-4942 186 9 " " PUNCT american_scientific_journal-4942 186 10 mammograms mammogram VERB american_scientific_journal-4942 186 11 classification classification NOUN american_scientific_journal-4942 186 12 using use VERB american_scientific_journal-4942 186 13 multiresolution multiresolution NOUN american_scientific_journal-4942 186 14 transforms transform VERB american_scientific_journal-4942 186 15 and and CCONJ american_scientific_journal-4942 186 16 convolution convolution NOUN american_scientific_journal-4942 186 17 neural neural ADJ american_scientific_journal-4942 186 18 networks network NOUN american_scientific_journal-4942 186 19 . . PUNCT american_scientific_journal-4942 186 20 " " PUNCT american_scientific_journal-4942 187 1 in in ADP american_scientific_journal-4942 187 2 9th 9th ADJ american_scientific_journal-4942 187 3 international international ADJ american_scientific_journal-4942 187 4 conference conference NOUN american_scientific_journal-4942 187 5 on on ADP american_scientific_journal-4942 187 6 computing computing NOUN american_scientific_journal-4942 187 7 , , PUNCT american_scientific_journal-4942 187 8 communication communication NOUN american_scientific_journal-4942 187 9 and and CCONJ american_scientific_journal-4942 187 10 networking networking NOUN american_scientific_journal-4942 187 11 technologies technology NOUN american_scientific_journal-4942 187 12 , , PUNCT american_scientific_journal-4942 187 13 2018 2018 NUM american_scientific_journal-4942 187 14 . . PUNCT american_scientific_journal-4942 188 1 [ [ X american_scientific_journal-4942 188 2 8 8 NUM american_scientific_journal-4942 188 3 ] ] X american_scientific_journal-4942 188 4 lévy lévy NOUN american_scientific_journal-4942 188 5 , , PUNCT american_scientific_journal-4942 188 6 daniel daniel PROPN american_scientific_journal-4942 188 7 , , PUNCT american_scientific_journal-4942 188 8 and and CCONJ american_scientific_journal-4942 188 9 a. a. NOUN american_scientific_journal-4942 188 10 jain jain PROPN american_scientific_journal-4942 188 11 . . PUNCT american_scientific_journal-4942 189 1 " " PUNCT american_scientific_journal-4942 189 2 breast breast NOUN american_scientific_journal-4942 189 3 mass mass NOUN american_scientific_journal-4942 189 4 classification classification NOUN american_scientific_journal-4942 189 5 from from ADP american_scientific_journal-4942 189 6 mammograms mammogram NOUN american_scientific_journal-4942 189 7 using use VERB american_scientific_journal-4942 189 8 deep deep ADJ american_scientific_journal-4942 189 9 convolutional convolutional ADJ american_scientific_journal-4942 189 10 neural neural ADJ american_scientific_journal-4942 189 11 networks network NOUN american_scientific_journal-4942 189 12 . . PUNCT american_scientific_journal-4942 190 1 " " PUNCT american_scientific_journal-4942 190 2 , , PUNCT american_scientific_journal-4942 190 3 2016 2016 NUM american_scientific_journal-4942 190 4 . . PUNCT american_scientific_journal-4942 191 1 [ [ X american_scientific_journal-4942 191 2 9 9 NUM american_scientific_journal-4942 191 3 ] ] PUNCT american_scientific_journal-4942 191 4 danny danny PROPN american_scientific_journal-4942 191 5 soriano soriano PROPN american_scientific_journal-4942 191 6 , , PUNCT american_scientific_journal-4942 191 7 carlos carlos PROPN american_scientific_journal-4942 191 8 aguilar aguilar PROPN american_scientific_journal-4942 191 9 , , PUNCT american_scientific_journal-4942 191 10 ivan ivan PROPN american_scientific_journal-4942 191 11 ramirez ramirez PROPN american_scientific_journal-4942 191 12 - - PUNCT american_scientific_journal-4942 191 13 morales morales PROPN american_scientific_journal-4942 191 14 , , PUNCT american_scientific_journal-4942 191 15 eduardo eduardo PROPN american_scientific_journal-4942 191 16 tusa tusa PROPN american_scientific_journal-4942 191 17 , , PUNCT american_scientific_journal-4942 191 18 wilmer wilmer PROPN american_scientific_journal-4942 191 19 rivas rivas PROPN american_scientific_journal-4942 191 20 , , PUNCT american_scientific_journal-4942 191 21 maritza maritza PROPN american_scientific_journal-4942 191 22 pinta pinta PROPN american_scientific_journal-4942 191 23 . . PUNCT american_scientific_journal-4942 192 1 " " PUNCT american_scientific_journal-4942 192 2 mammogram mammogram NOUN american_scientific_journal-4942 192 3 classification classification NOUN american_scientific_journal-4942 192 4 schemes scheme NOUN american_scientific_journal-4942 192 5 by by ADP american_scientific_journal-4942 192 6 using use VERB american_scientific_journal-4942 192 7 convolutional convolutional ADJ american_scientific_journal-4942 192 8 neural neural NOUN american_scientific_journal-4942 192 9 networks,"2017 networks,"2017 NOUN american_scientific_journal-4942 192 10 . . PUNCT american_scientific_journal-4942 193 1 [ [ X american_scientific_journal-4942 193 2 10 10 NUM american_scientific_journal-4942 193 3 ] ] X american_scientific_journal-4942 193 4 chougrad chougrad NOUN american_scientific_journal-4942 193 5 , , PUNCT american_scientific_journal-4942 193 6 hiba hiba PROPN american_scientific_journal-4942 193 7 , , PUNCT american_scientific_journal-4942 193 8 h. h. PROPN american_scientific_journal-4942 193 9 zouaki zouaki PROPN american_scientific_journal-4942 193 10 , , PUNCT american_scientific_journal-4942 193 11 and and CCONJ american_scientific_journal-4942 193 12 o. o. PROPN american_scientific_journal-4942 193 13 alheyane alheyane NOUN american_scientific_journal-4942 193 14 . . PUNCT american_scientific_journal-4942 194 1 " " PUNCT american_scientific_journal-4942 194 2 deep deep ADJ american_scientific_journal-4942 194 3 convolutional convolutional ADJ american_scientific_journal-4942 194 4 neural neural ADJ american_scientific_journal-4942 194 5 networks network NOUN american_scientific_journal-4942 194 6 for for ADP american_scientific_journal-4942 194 7 breast breast NOUN american_scientific_journal-4942 194 8 cancer cancer NOUN american_scientific_journal-4942 194 9 screening screening NOUN american_scientific_journal-4942 194 10 . . PUNCT american_scientific_journal-4942 194 11 " " PUNCT american_scientific_journal-4942 195 1 computer computer NOUN american_scientific_journal-4942 195 2 methods method NOUN american_scientific_journal-4942 195 3 and and CCONJ american_scientific_journal-4942 195 4 programs program NOUN american_scientific_journal-4942 195 5 in in ADP american_scientific_journal-4942 195 6 biomedicine biomedicine NOUN american_scientific_journal-4942 195 7 , , PUNCT american_scientific_journal-4942 195 8 2019 2019 NUM american_scientific_journal-4942 195 9 . . PUNCT american_scientific_journal-4942 196 1 [ [ X american_scientific_journal-4942 196 2 11 11 NUM american_scientific_journal-4942 196 3 ] ] X american_scientific_journal-4942 196 4 quan quan PROPN american_scientific_journal-4942 196 5 , , PUNCT american_scientific_journal-4942 196 6 c. c. PROPN american_scientific_journal-4942 196 7 , , PUNCT american_scientific_journal-4942 196 8 jinze jinze PROPN american_scientific_journal-4942 196 9 l. l. PROPN american_scientific_journal-4942 196 10 , , PUNCT american_scientific_journal-4942 196 11 kyle kyle PROPN american_scientific_journal-4942 196 12 l. l. PROPN american_scientific_journal-4942 196 13 , , PUNCT american_scientific_journal-4942 196 14 xiaofei xiaofei PROPN american_scientific_journal-4942 196 15 z. z. PROPN american_scientific_journal-4942 196 16 , , PUNCT american_scientific_journal-4942 196 17 xiaoqinw xiaoqinw PROPN american_scientific_journal-4942 196 18 . . PUNCT american_scientific_journal-4942 197 1 " " PUNCT american_scientific_journal-4942 197 2 transfer transfer VERB american_scientific_journal-4942 197 3 deep deep ADJ american_scientific_journal-4942 197 4 learning learning NOUN american_scientific_journal-4942 197 5 mammography mammography NOUN american_scientific_journal-4942 197 6 diagnostic diagnostic ADJ american_scientific_journal-4942 197 7 model model NOUN american_scientific_journal-4942 197 8 from from ADP american_scientific_journal-4942 197 9 public public ADJ american_scientific_journal-4942 197 10 datasets dataset NOUN american_scientific_journal-4942 197 11 to to ADP american_scientific_journal-4942 197 12 clinical clinical ADJ american_scientific_journal-4942 197 13 practice practice NOUN american_scientific_journal-4942 197 14 : : PUNCT american_scientific_journal-4942 197 15 a a DET american_scientific_journal-4942 197 16 comparison comparison NOUN american_scientific_journal-4942 197 17 of of ADP american_scientific_journal-4942 197 18 model model NOUN american_scientific_journal-4942 197 19 performance performance NOUN american_scientific_journal-4942 197 20 and and CCONJ american_scientific_journal-4942 197 21 mammography mammography NOUN american_scientific_journal-4942 197 22 datasets,"in datasets,"in PROPN american_scientific_journal-4942 197 23 4th 4th ADJ american_scientific_journal-4942 197 24 international international ADJ american_scientific_journal-4942 197 25 workshop workshop NOUN american_scientific_journal-4942 197 26 on on ADP american_scientific_journal-4942 197 27 breast breast NOUN american_scientific_journal-4942 197 28 imaging imaging NOUN american_scientific_journal-4942 197 29 , , PUNCT american_scientific_journal-4942 197 30 2018 2018 NUM american_scientific_journal-4942 197 31 . . PUNCT american_scientific_journal-4942 198 1 [ [ X american_scientific_journal-4942 198 2 12 12 NUM american_scientific_journal-4942 198 3 ] ] X american_scientific_journal-4942 198 4 heath heath PROPN american_scientific_journal-4942 198 5 , , PUNCT american_scientific_journal-4942 198 6 m. m. NOUN american_scientific_journal-4942 198 7 , , PUNCT american_scientific_journal-4942 198 8 bowyer bowyer PROPN american_scientific_journal-4942 198 9 , , PUNCT american_scientific_journal-4942 198 10 k. k. PROPN american_scientific_journal-4942 198 11 , , PUNCT american_scientific_journal-4942 198 12 kopans kopans PROPN american_scientific_journal-4942 198 13 , , PUNCT american_scientific_journal-4942 198 14 d. d. PROPN american_scientific_journal-4942 198 15 , , PUNCT american_scientific_journal-4942 198 16 moore moore PROPN american_scientific_journal-4942 198 17 , , PUNCT american_scientific_journal-4942 198 18 r. r. PROPN american_scientific_journal-4942 198 19 , , PUNCT american_scientific_journal-4942 198 20 & & CCONJ american_scientific_journal-4942 198 21 kegelmeyer kegelmeyer PROPN american_scientific_journal-4942 198 22 , , PUNCT american_scientific_journal-4942 198 23 p. p. NOUN american_scientific_journal-4942 199 1 " " PUNCT american_scientific_journal-4942 199 2 the the DET american_scientific_journal-4942 199 3 digital digital ADJ american_scientific_journal-4942 199 4 database database NOUN american_scientific_journal-4942 199 5 for for ADP american_scientific_journal-4942 199 6 screening screen VERB american_scientific_journal-4942 199 7 mammography,"2001 mammography,"2001 PROPN american_scientific_journal-4942 199 8 . . PUNCT american_scientific_journal-4942 200 1 [ [ X american_scientific_journal-4942 200 2 13 13 NUM american_scientific_journal-4942 200 3 ] ] SYM american_scientific_journal-4942 200 4 lee lee PROPN american_scientific_journal-4942 200 5 , , PUNCT american_scientific_journal-4942 200 6 r.s r.s PROPN american_scientific_journal-4942 200 7 . . PROPN american_scientific_journal-4942 200 8 , , PUNCT american_scientific_journal-4942 200 9 gimenez gimenez PROPN american_scientific_journal-4942 200 10 , , PUNCT american_scientific_journal-4942 200 11 f. f. PROPN american_scientific_journal-4942 200 12 , , PUNCT american_scientific_journal-4942 200 13 hoogi hoogi PROPN american_scientific_journal-4942 200 14 , , PUNCT american_scientific_journal-4942 200 15 a. a. NOUN american_scientific_journal-4942 200 16 and and CCONJ american_scientific_journal-4942 200 17 rubin rubin PROPN american_scientific_journal-4942 200 18 , , PUNCT american_scientific_journal-4942 200 19 d. d. PROPN american_scientific_journal-4942 200 20 " " PUNCT american_scientific_journal-4942 200 21 curated curate VERB american_scientific_journal-4942 200 22 breast breast NOUN american_scientific_journal-4942 200 23 imaging imaging NOUN american_scientific_journal-4942 200 24 subset subset NOUN american_scientific_journal-4942 200 25 of of ADP american_scientific_journal-4942 200 26 ddsm,"the ddsm,"the DET american_scientific_journal-4942 200 27 cancer cancer NOUN american_scientific_journal-4942 200 28 imaging imaging NOUN american_scientific_journal-4942 200 29 archive archive NOUN american_scientific_journal-4942 200 30 , , PUNCT american_scientific_journal-4942 200 31 2016 2016 NUM american_scientific_journal-4942 200 32 . . PUNCT american_scientific_journal-4942 201 1 [ [ X american_scientific_journal-4942 201 2 14 14 NUM american_scientific_journal-4942 201 3 ] ] PUNCT american_scientific_journal-4942 201 4 cubuk cubuk PROPN american_scientific_journal-4942 201 5 , , PUNCT american_scientific_journal-4942 201 6 e. e. PROPN american_scientific_journal-4942 201 7 d. d. PROPN american_scientific_journal-4942 201 8 , , PUNCT american_scientific_journal-4942 201 9 zoph zoph PROPN american_scientific_journal-4942 201 10 , , PUNCT american_scientific_journal-4942 201 11 b. b. PROPN american_scientific_journal-4942 201 12 , , PUNCT american_scientific_journal-4942 201 13 mane mane PROPN american_scientific_journal-4942 201 14 , , PUNCT american_scientific_journal-4942 201 15 d. d. PROPN american_scientific_journal-4942 201 16 , , PUNCT american_scientific_journal-4942 201 17 vasudevan vasudevan PROPN american_scientific_journal-4942 201 18 , , PUNCT american_scientific_journal-4942 201 19 v. v. PROPN american_scientific_journal-4942 201 20 , , PUNCT american_scientific_journal-4942 201 21 & & CCONJ american_scientific_journal-4942 201 22 le le PROPN american_scientific_journal-4942 201 23 , , PUNCT american_scientific_journal-4942 201 24 q. q. PROPN american_scientific_journal-4942 201 25 v. v. ADP american_scientific_journal-4942 201 26 " " PUNCT american_scientific_journal-4942 201 27 autoaugment autoaugment NOUN american_scientific_journal-4942 201 28 : : PUNCT american_scientific_journal-4942 201 29 learning learn VERB american_scientific_journal-4942 201 30 augmentation augmentation NOUN american_scientific_journal-4942 201 31 policies policy NOUN american_scientific_journal-4942 201 32 from from ADP american_scientific_journal-4942 201 33 data,"2018 data,"2018 NOUN american_scientific_journal-4942 201 34 . . PUNCT american_scientific_journal-4942 202 1 [ [ X american_scientific_journal-4942 202 2 15 15 NUM american_scientific_journal-4942 202 3 ] ] X american_scientific_journal-4942 202 4 ioffe ioffe PROPN american_scientific_journal-4942 202 5 , , PUNCT american_scientific_journal-4942 202 6 sergey sergey PROPN american_scientific_journal-4942 202 7 , , PUNCT american_scientific_journal-4942 202 8 and and CCONJ american_scientific_journal-4942 202 9 c. c. PROPN american_scientific_journal-4942 202 10 szegedy szegedy PROPN american_scientific_journal-4942 202 11 . . PUNCT american_scientific_journal-4942 203 1 " " PUNCT american_scientific_journal-4942 203 2 batch batch VERB american_scientific_journal-4942 203 3 normalization normalization NOUN american_scientific_journal-4942 203 4 : : PUNCT american_scientific_journal-4942 203 5 accelerating accelerate VERB american_scientific_journal-4942 203 6 deep deep ADJ american_scientific_journal-4942 203 7 network network NOUN american_scientific_journal-4942 203 8 training training NOUN american_scientific_journal-4942 203 9 by by ADP american_scientific_journal-4942 203 10 reducing reduce VERB american_scientific_journal-4942 203 11 american american ADJ american_scientific_journal-4942 203 12 scientific scientific ADJ american_scientific_journal-4942 203 13 research research NOUN american_scientific_journal-4942 203 14 journal journal NOUN american_scientific_journal-4942 203 15 for for ADP american_scientific_journal-4942 203 16 engineering engineering NOUN american_scientific_journal-4942 203 17 , , PUNCT american_scientific_journal-4942 203 18 technology technology NOUN american_scientific_journal-4942 203 19 , , PUNCT american_scientific_journal-4942 203 20 and and CCONJ american_scientific_journal-4942 203 21 sciences science NOUN american_scientific_journal-4942 203 22 ( ( PUNCT american_scientific_journal-4942 203 23 asrjets asrjet NOUN american_scientific_journal-4942 203 24 ) ) PUNCT american_scientific_journal-4942 203 25 ( ( PUNCT american_scientific_journal-4942 203 26 2019 2019 NUM american_scientific_journal-4942 203 27 ) ) PUNCT american_scientific_journal-4942 203 28 volume volume NOUN american_scientific_journal-4942 203 29 57 57 NUM american_scientific_journal-4942 203 30 , , PUNCT american_scientific_journal-4942 203 31 no no DET american_scientific_journal-4942 203 32 1 1 NUM american_scientific_journal-4942 203 33 , , PUNCT american_scientific_journal-4942 203 34 pp pp ADV american_scientific_journal-4942 203 35 10 10 NUM american_scientific_journal-4942 203 36 - - SYM american_scientific_journal-4942 203 37 21 21 NUM american_scientific_journal-4942 203 38 21 21 NUM american_scientific_journal-4942 203 39 internal internal ADJ american_scientific_journal-4942 203 40 covariate covariate ADJ american_scientific_journal-4942 203 41 shift shift NOUN american_scientific_journal-4942 203 42 , , PUNCT american_scientific_journal-4942 203 43 " " PUNCT american_scientific_journal-4942 203 44 international international ADJ american_scientific_journal-4942 203 45 conference conference NOUN american_scientific_journal-4942 203 46 on on ADP american_scientific_journal-4942 203 47 international international ADJ american_scientific_journal-4942 203 48 conference conference NOUN american_scientific_journal-4942 203 49 on on ADP american_scientific_journal-4942 203 50 machine machine NOUN american_scientific_journal-4942 203 51 learning learn VERB american_scientific_journal-4942 203 52 jmlr.org jmlr.org NOUN american_scientific_journal-4942 203 53 , , PUNCT american_scientific_journal-4942 203 54 2015 2015 NUM american_scientific_journal-4942 203 55 . . PUNCT american_scientific_journal-4942 204 1 [ [ X american_scientific_journal-4942 204 2 16 16 NUM american_scientific_journal-4942 204 3 ] ] X american_scientific_journal-4942 204 4 trujillano trujillano NOUN american_scientific_journal-4942 204 5 , , PUNCT american_scientific_journal-4942 204 6 javier javier NOUN american_scientific_journal-4942 204 7 . . PUNCT american_scientific_journal-4942 205 1 " " PUNCT american_scientific_journal-4942 205 2 aproximación aproximación PROPN american_scientific_journal-4942 205 3 a a PROPN american_scientific_journal-4942 205 4 la la X american_scientific_journal-4942 205 5 metodología metodología NOUN american_scientific_journal-4942 205 6 basada basada PROPN american_scientific_journal-4942 205 7 en en X american_scientific_journal-4942 205 8 árboles árboles PROPN american_scientific_journal-4942 205 9 de de X american_scientific_journal-4942 205 10 decisión decisión X american_scientific_journal-4942 205 11 ( ( PUNCT american_scientific_journal-4942 205 12 cart cart NOUN american_scientific_journal-4942 205 13 ) ) PUNCT american_scientific_journal-4942 205 14 . . PUNCT american_scientific_journal-4942 206 1 mortalidad mortalidad PROPN american_scientific_journal-4942 206 2 hospitalaria hospitalaria PROPN american_scientific_journal-4942 206 3 del del PROPN american_scientific_journal-4942 206 4 infarto infarto PROPN american_scientific_journal-4942 206 5 agudo agudo PROPN american_scientific_journal-4942 206 6 de de PROPN american_scientific_journal-4942 206 7 miocardio miocardio NOUN american_scientific_journal-4942 206 8 , , PUNCT american_scientific_journal-4942 206 9 " " PUNCT american_scientific_journal-4942 206 10 gaceta gaceta ADJ american_scientific_journal-4942 206 11 sanitaria sanitaria NOUN american_scientific_journal-4942 206 12 , , PUNCT american_scientific_journal-4942 206 13 vol vol NOUN american_scientific_journal-4942 206 14 . . PROPN american_scientific_journal-4942 207 1 22 22 NUM american_scientific_journal-4942 207 2 , , PUNCT american_scientific_journal-4942 207 3 no no INTJ american_scientific_journal-4942 207 4 . . NOUN american_scientific_journal-4942 207 5 1 1 NUM american_scientific_journal-4942 207 6 , , PUNCT american_scientific_journal-4942 207 7 pp pp ADJ american_scientific_journal-4942 207 8 . . PUNCT american_scientific_journal-4942 208 1 65 65 NUM american_scientific_journal-4942 208 2 - - SYM american_scientific_journal-4942 208 3 72 72 NUM american_scientific_journal-4942 208 4 , , PUNCT american_scientific_journal-4942 208 5 2008 2008 NUM american_scientific_journal-4942 208 6 . . PUNCT american_scientific_journal-4942 209 1 [ [ X american_scientific_journal-4942 209 2 17 17 NUM american_scientific_journal-4942 209 3 ] ] X american_scientific_journal-4942 209 4 kingma kingma PROPN american_scientific_journal-4942 209 5 , , PUNCT american_scientific_journal-4942 209 6 d. d. PROPN american_scientific_journal-4942 209 7 p. p. PROPN american_scientific_journal-4942 209 8 , , PUNCT american_scientific_journal-4942 209 9 & & CCONJ american_scientific_journal-4942 209 10 ba ba PROPN american_scientific_journal-4942 209 11 , , PUNCT american_scientific_journal-4942 209 12 j. j. PROPN american_scientific_journal-4942 209 13 " " PUNCT american_scientific_journal-4942 209 14 adam adam PROPN american_scientific_journal-4942 209 15 : : PUNCT american_scientific_journal-4942 209 16 a a DET american_scientific_journal-4942 209 17 method method NOUN american_scientific_journal-4942 209 18 for for ADP american_scientific_journal-4942 209 19 stochastic stochastic ADJ american_scientific_journal-4942 209 20 optimization optimization NOUN american_scientific_journal-4942 209 21 . . PUNCT american_scientific_journal-4942 210 1 computer computer NOUN american_scientific_journal-4942 210 2 science science NOUN american_scientific_journal-4942 210 3 , , PUNCT american_scientific_journal-4942 210 4 " " PUNCT american_scientific_journal-4942 210 5 2014 2014 NUM american_scientific_journal-4942 210 6 . . PUNCT american_scientific_journal-4942 211 1 [ [ X american_scientific_journal-4942 211 2 18 18 NUM american_scientific_journal-4942 211 3 ] ] PUNCT american_scientific_journal-4942 211 4 leal leal NOUN american_scientific_journal-4942 211 5 , , PUNCT american_scientific_journal-4942 211 6 y. y. PROPN american_scientific_journal-4942 211 7 ,gonzalez ,gonzalez PROPN american_scientific_journal-4942 211 8 - - PUNCT american_scientific_journal-4942 211 9 abril abril PROPN american_scientific_journal-4942 211 10 , , PUNCT american_scientific_journal-4942 211 11 l. l. PROPN american_scientific_journal-4942 211 12 ,ruiz ,ruiz PROPN american_scientific_journal-4942 211 13 , , PUNCT american_scientific_journal-4942 211 14 m. m. NOUN american_scientific_journal-4942 211 15 ,lorencio ,lorencio PROPN american_scientific_journal-4942 211 16 , , PUNCT american_scientific_journal-4942 211 17 c. c. PROPN american_scientific_journal-4942 211 18 ,bondia ,bondia PROPN american_scientific_journal-4942 211 19 , , PUNCT american_scientific_journal-4942 211 20 j. j. PROPN american_scientific_journal-4942 211 21 ,vehi ,vehi PROPN american_scientific_journal-4942 211 22 , , PUNCT american_scientific_journal-4942 211 23 j. j. PROPN american_scientific_journal-4942 211 24 " " PUNCT american_scientific_journal-4942 211 25 un un PROPN american_scientific_journal-4942 211 26 nuevo nuevo PROPN american_scientific_journal-4942 211 27 enfoque enfoque PROPN american_scientific_journal-4942 211 28 para para PROPN american_scientific_journal-4942 211 29 detectarmediciones detectarmediciones PROPN american_scientific_journal-4942 211 30 de de ADP american_scientific_journal-4942 211 31 glucosaerroneasen glucosaerroneasen PROPN american_scientific_journal-4942 211 32 los los PROPN american_scientific_journal-4942 211 33 sistemas sistemas PROPN american_scientific_journal-4942 211 34 de de PROPN american_scientific_journal-4942 211 35 monitorizacioncont monitorizacioncont PROPN american_scientific_journal-4942 211 36 inuos inuos PROPN american_scientific_journal-4942 211 37 de de X american_scientific_journal-4942 211 38 glucose glucose NOUN american_scientific_journal-4942 211 39 , , PUNCT american_scientific_journal-4942 211 40 " " PUNCT american_scientific_journal-4942 211 41 , , PUNCT american_scientific_journal-4942 211 42 jarca jarca PROPN american_scientific_journal-4942 211 43 2012 2012 NUM american_scientific_journal-4942 211 44 , , PUNCT american_scientific_journal-4942 211 45 vol vol NOUN american_scientific_journal-4942 211 46 . . PROPN american_scientific_journal-4942 211 47 15 15 NUM american_scientific_journal-4942 211 48 , , PUNCT american_scientific_journal-4942 211 49 pp pp ADJ american_scientific_journal-4942 211 50 . . PUNCT american_scientific_journal-4942 212 1 17 17 NUM american_scientific_journal-4942 212 2 , , PUNCT american_scientific_journal-4942 212 3 2012 2012 NUM american_scientific_journal-4942 212 4 . . PUNCT american_scientific_journal-4942 213 1 [ [ X american_scientific_journal-4942 213 2 19 19 NUM american_scientific_journal-4942 213 3 ] ] PUNCT american_scientific_journal-4942 213 4 fernandez fernandez PROPN american_scientific_journal-4942 213 5 , , PUNCT american_scientific_journal-4942 213 6 p. p. PROPN american_scientific_journal-4942 213 7 c. c. PROPN american_scientific_journal-4942 213 8 ,taladriz ,taladriz PUNCT american_scientific_journal-4942 213 9 , , PUNCT american_scientific_journal-4942 213 10 c. c. PROPN american_scientific_journal-4942 213 11 c. c. PROPN american_scientific_journal-4942 213 12 ,alcaide ,alcaide PROPN american_scientific_journal-4942 213 13 , , PUNCT american_scientific_journal-4942 213 14 f. f. PROPN american_scientific_journal-4942 213 15 g. g. PROPN american_scientific_journal-4942 213 16 ,sacchi ,sacchi PROPN american_scientific_journal-4942 213 17 , , PUNCT american_scientific_journal-4942 213 18 l. l. PROPN american_scientific_journal-4942 213 19 , , PUNCT american_scientific_journal-4942 213 20 bellazzi bellazzi PROPN american_scientific_journal-4942 213 21 , , PUNCT american_scientific_journal-4942 213 22 r. r. PROPN american_scientific_journal-4942 213 23 , , PUNCT american_scientific_journal-4942 213 24 aguilera aguilera PROPN american_scientific_journal-4942 213 25 , , PUNCT american_scientific_journal-4942 213 26 e e PROPN american_scientific_journal-4942 213 27 , , PUNCT american_scientific_journal-4942 213 28 j j PROPN american_scientific_journal-4942 213 29 , , PUNCT american_scientific_journal-4942 213 30 g. g. NOUN american_scientific_journal-4942 213 31 " " PUNCT american_scientific_journal-4942 213 32 extraccion extraccion NOUN american_scientific_journal-4942 213 33 de de ADP american_scientific_journal-4942 213 34 reglas reglas PROPN american_scientific_journal-4942 213 35 temporales temporales PROPN american_scientific_journal-4942 213 36 complejas complejas PROPN american_scientific_journal-4942 213 37 para para PROPN american_scientific_journal-4942 213 38 la la PROPN american_scientific_journal-4942 213 39 deteccion deteccion PROPN american_scientific_journal-4942 213 40 de de PROPN american_scientific_journal-4942 213 41 fallos fallos PROPN american_scientific_journal-4942 213 42 del del PROPN american_scientific_journal-4942 213 43 tratamiento tratamiento PROPN american_scientific_journal-4942 213 44 antiretroviral,"2008 antiretroviral,"2008 PROPN american_scientific_journal-4942 213 45 . . PUNCT