id sid tid token lemma pos bracis-28430 1 1 a a DET bracis-28430 1 2 tool tool NOUN bracis-28430 1 3 for for ADP bracis-28430 1 4     SPACE bracis-28430 1 5 measuring measure VERB bracis-28430 1 6 energy energy NOUN bracis-28430 1 7 consumption consumption NOUN bracis-28430 1 8 in in ADP bracis-28430 1 9     SPACE bracis-28430 1 10 data datum NOUN bracis-28430 1 11 stream stream NOUN bracis-28430 1 12 mining mining NOUN bracis-28430 1 13 | | NOUN bracis-28430 1 14 springer springer NOUN bracis-28430 1 15 nature nature NOUN bracis-28430 1 16 link link PROPN bracis-28430 1 17 ( ( PUNCT bracis-28430 1 18 formerly formerly ADV bracis-28430 1 19 springerlink springerlink NOUN bracis-28430 1 20 ) ) PUNCT bracis-28430 1 21 skip skip VERB bracis-28430 1 22 to to ADP bracis-28430 1 23 main main ADJ bracis-28430 1 24 content content NOUN bracis-28430 1 25 advertisement advertisement NOUN bracis-28430 1 26 log log NOUN bracis-28430 1 27 in in ADP bracis-28430 1 28 menu menu NOUN bracis-28430 1 29 find find VERB bracis-28430 1 30 a a DET bracis-28430 1 31 journal journal NOUN bracis-28430 1 32 publish publish VERB bracis-28430 1 33 with with ADP bracis-28430 1 34 us we PRON bracis-28430 1 35 track track VERB bracis-28430 1 36 your your PRON bracis-28430 1 37 research research NOUN bracis-28430 1 38 search search NOUN bracis-28430 1 39 cart cart NOUN bracis-28430 1 40 home home NOUN bracis-28430 1 41 intelligent intelligent ADJ bracis-28430 1 42 systems system NOUN bracis-28430 1 43 conference conference NOUN bracis-28430 1 44 paper paper NOUN bracis-28430 1 45 a a DET bracis-28430 1 46 tool tool NOUN bracis-28430 1 47 for for ADP bracis-28430 1 48     SPACE bracis-28430 1 49 measuring measure VERB bracis-28430 1 50 energy energy NOUN bracis-28430 1 51 consumption consumption NOUN bracis-28430 1 52 in in ADP bracis-28430 1 53     SPACE bracis-28430 1 54 data datum NOUN bracis-28430 1 55 stream stream NOUN bracis-28430 1 56 mining mining NOUN bracis-28430 1 57 conference conference NOUN bracis-28430 1 58 paper paper NOUN bracis-28430 1 59 first first ADV bracis-28430 1 60 online online ADV bracis-28430 1 61 : : PUNCT bracis-28430 1 62 12 12 NUM bracis-28430 1 63 october october NOUN bracis-28430 1 64 2023 2023 NUM bracis-28430 1 65 pp pp PROPN bracis-28430 1 66 429–440 429–440 NUM bracis-28430 1 67 cite cite VERB bracis-28430 1 68 this this DET bracis-28430 1 69 conference conference NOUN bracis-28430 1 70 paper paper NOUN bracis-28430 1 71 access access NOUN bracis-28430 1 72 provided provide VERB bracis-28430 1 73 by by ADP bracis-28430 1 74 university university PROPN bracis-28430 1 75 of of ADP bracis-28430 1 76 notre notre PROPN bracis-28430 1 77 dame dame PROPN bracis-28430 1 78 hesburgh hesburgh PROPN bracis-28430 1 79 library library PROPN bracis-28430 1 80 download download PROPN bracis-28430 1 81 book book NOUN bracis-28430 1 82 pdf pdf PROPN bracis-28430 1 83 download download NOUN bracis-28430 1 84 book book NOUN bracis-28430 1 85 epub epub PROPN bracis-28430 1 86 intelligent intelligent ADJ bracis-28430 1 87 systems system NOUN bracis-28430 1 88 ( ( PUNCT bracis-28430 1 89 bracis bracis NOUN bracis-28430 1 90 2023 2023 NUM bracis-28430 1 91 ) ) PUNCT bracis-28430 1 92 a a DET bracis-28430 1 93 tool tool NOUN bracis-28430 1 94 for for ADP bracis-28430 1 95     SPACE bracis-28430 1 96 measuring measure VERB bracis-28430 1 97 energy energy NOUN bracis-28430 1 98 consumption consumption NOUN bracis-28430 1 99 in in ADP bracis-28430 1 100     SPACE bracis-28430 1 101 data datum NOUN bracis-28430 1 102 stream stream NOUN bracis-28430 1 103 mining mining NOUN bracis-28430 1 104 download download NOUN bracis-28430 1 105 book book NOUN bracis-28430 1 106 pdf pdf PROPN bracis-28430 1 107 download download NOUN bracis-28430 1 108 book book PROPN bracis-28430 1 109 epub epub PROPN bracis-28430 1 110 eric eric PROPN bracis-28430 1 111 kenzo kenzo PROPN bracis-28430 1 112 taniguchi taniguchi PROPN bracis-28430 1 113 onuki onuki PROPN bracis-28430 1 114     SPACE bracis-28430 1 115 orcid orcid NOUN bracis-28430 1 116 : : PUNCT bracis-28430 1 117 orcid.org/0009-0008-6478-96179 orcid.org/0009-0008-6478-96179 NOUN bracis-28430 1 118 , , PUNCT bracis-28430 1 119 andreia andreia NOUN bracis-28430 1 120 malucelli malucelli PROPN bracis-28430 1 121     SPACE bracis-28430 1 122 orcid orcid NOUN bracis-28430 1 123 : : PUNCT bracis-28430 1 124 orcid.org/0000-0002-0929-18749 orcid.org/0000-0002-0929-18749 PROPN bracis-28430 1 125 & & CCONJ bracis-28430 1 126 jean jean PROPN bracis-28430 1 127 paul paul PROPN bracis-28430 1 128 barddal barddal PROPN bracis-28430 1 129     SPACE bracis-28430 1 130 orcid orcid NOUN bracis-28430 1 131 : : PUNCT bracis-28430 1 132 orcid.org/0000-0001-9928-854x9 orcid.org/0000-0001-9928-854x9 NUM bracis-28430 1 133     SPACE bracis-28430 1 134 part part NOUN bracis-28430 1 135 of of ADP bracis-28430 1 136 the the DET bracis-28430 1 137 book book NOUN bracis-28430 1 138 series series NOUN bracis-28430 1 139 : : PUNCT bracis-28430 1 140 lecture lecture NOUN bracis-28430 1 141 notes note NOUN bracis-28430 1 142 in in ADP bracis-28430 1 143 computer computer NOUN bracis-28430 1 144 science science NOUN bracis-28430 1 145 ( ( PUNCT bracis-28430 1 146 ( ( PUNCT bracis-28430 1 147 lnai lnai ADJ bracis-28430 1 148 , , PUNCT bracis-28430 1 149 volume volume NOUN bracis-28430 1 150 14197 14197 NUM bracis-28430 1 151 ) ) PUNCT bracis-28430 1 152 ) ) PUNCT bracis-28430 1 153 included include VERB bracis-28430 1 154 in in ADP bracis-28430 1 155 the the DET bracis-28430 1 156 following follow VERB bracis-28430 1 157 conference conference NOUN bracis-28430 1 158 series series NOUN bracis-28430 1 159 : : PUNCT bracis-28430 1 160 brazilian brazilian ADJ bracis-28430 1 161 conference conference NOUN bracis-28430 1 162 on on ADP bracis-28430 1 163 intelligent intelligent ADJ bracis-28430 1 164 systems system NOUN bracis-28430 1 165 532 532 NUM bracis-28430 1 166 accesses access NOUN bracis-28430 1 167 1 1 NUM bracis-28430 1 168 citation citation NOUN bracis-28430 1 169 abstract abstract ADJ bracis-28430 1 170 energy energy NOUN bracis-28430 1 171 consumption consumption NOUN bracis-28430 1 172 reduction reduction NOUN bracis-28430 1 173 is be AUX bracis-28430 1 174 an an DET bracis-28430 1 175 increasing increase VERB bracis-28430 1 176 trend trend NOUN bracis-28430 1 177 in in ADP bracis-28430 1 178 machine machine NOUN bracis-28430 1 179 learning learning NOUN bracis-28430 1 180 given give VERB bracis-28430 1 181 its its PRON bracis-28430 1 182 relevance relevance NOUN bracis-28430 1 183 in in ADP bracis-28430 1 184 socio socio NOUN bracis-28430 1 185 - - PUNCT bracis-28430 1 186 ecological ecological ADJ bracis-28430 1 187 importance importance NOUN bracis-28430 1 188 . . PUNCT bracis-28430 2 1 consequently consequently ADV bracis-28430 2 2 , , PUNCT bracis-28430 2 3 it it PRON bracis-28430 2 4 is be AUX bracis-28430 2 5 important important ADJ bracis-28430 2 6 to to PART bracis-28430 2 7 quantify quantify VERB bracis-28430 2 8 how how SCONJ bracis-28430 2 9 real real ADJ bracis-28430 2 10 - - PUNCT bracis-28430 2 11 time time NOUN bracis-28430 2 12 learning learn VERB bracis-28430 2 13 algorithms algorithm NOUN bracis-28430 2 14 tailored tailor VERB bracis-28430 2 15 for for ADP bracis-28430 2 16 data data NOUN bracis-28430 2 17 streams stream NOUN bracis-28430 2 18 and and CCONJ bracis-28430 2 19 edge edge NOUN bracis-28430 2 20 computing compute VERB bracis-28430 2 21 behave behave VERB bracis-28430 2 22 in in ADP bracis-28430 2 23 terms term NOUN bracis-28430 2 24 of of ADP bracis-28430 2 25 accuracy accuracy NOUN bracis-28430 2 26 , , PUNCT bracis-28430 2 27 processing processing NOUN bracis-28430 2 28 time time NOUN bracis-28430 2 29 , , PUNCT bracis-28430 2 30 memory memory NOUN bracis-28430 2 31 usage usage NOUN bracis-28430 2 32 , , PUNCT bracis-28430 2 33 and and CCONJ bracis-28430 2 34 energy energy NOUN bracis-28430 2 35 consumption consumption NOUN bracis-28430 2 36 . . PUNCT bracis-28430 3 1 in in ADP bracis-28430 3 2 this this DET bracis-28430 3 3 work work NOUN bracis-28430 3 4 , , PUNCT bracis-28430 3 5 we we PRON bracis-28430 3 6 bring bring VERB bracis-28430 3 7 forward forward ADV bracis-28430 3 8 a a DET bracis-28430 3 9 tool tool NOUN bracis-28430 3 10 for for ADP bracis-28430 3 11 measuring measure VERB bracis-28430 3 12 energy energy NOUN bracis-28430 3 13 consumption consumption NOUN bracis-28430 3 14 in in ADP bracis-28430 3 15 the the DET bracis-28430 3 16 massive massive ADJ bracis-28430 3 17 online online ADJ bracis-28430 3 18 analysis analysis NOUN bracis-28430 3 19 ( ( PUNCT bracis-28430 3 20 moa moa NOUN bracis-28430 3 21 ) ) PUNCT bracis-28430 3 22 . . PUNCT bracis-28430 4 1 first first ADV bracis-28430 4 2 , , PUNCT bracis-28430 4 3 we we PRON bracis-28430 4 4 analyze analyze VERB bracis-28430 4 5 the the DET bracis-28430 4 6 energy energy NOUN bracis-28430 4 7 consumption consumption NOUN bracis-28430 4 8 rates rate NOUN bracis-28430 4 9 obtained obtain VERB bracis-28430 4 10 by by ADP bracis-28430 4 11 our our PRON bracis-28430 4 12 tool tool NOUN bracis-28430 4 13 against against ADP bracis-28430 4 14 a a DET bracis-28430 4 15 gold gold NOUN bracis-28430 4 16 - - PUNCT bracis-28430 4 17 standard standard ADJ bracis-28430 4 18 hardware hardware NOUN bracis-28430 4 19 solution solution NOUN bracis-28430 4 20 , , PUNCT bracis-28430 4 21 thus thus ADV bracis-28430 4 22 showing show VERB bracis-28430 4 23 the the DET bracis-28430 4 24 robustness robustness NOUN bracis-28430 4 25 of of ADP bracis-28430 4 26 our our PRON bracis-28430 4 27 approach approach NOUN bracis-28430 4 28 . . PUNCT bracis-28430 5 1 next next ADV bracis-28430 5 2 , , PUNCT bracis-28430 5 3 we we PRON bracis-28430 5 4 experimentally experimentally ADV bracis-28430 5 5 analyze analyze VERB bracis-28430 5 6 classification classification NOUN bracis-28430 5 7 algorithms algorithm NOUN bracis-28430 5 8 under under ADP bracis-28430 5 9 different different ADJ bracis-28430 5 10 validation validation NOUN bracis-28430 5 11 protocols protocol NOUN bracis-28430 5 12 and and CCONJ bracis-28430 5 13 concept concept NOUN bracis-28430 5 14 drift drift NOUN bracis-28430 5 15 and and CCONJ bracis-28430 5 16 highlight highlight VERB bracis-28430 5 17 how how SCONJ bracis-28430 5 18 such such ADJ bracis-28430 5 19 classifiers classifier NOUN bracis-28430 5 20 behave behave VERB bracis-28430 5 21 under under ADP bracis-28430 5 22 such such ADJ bracis-28430 5 23 conditions condition NOUN bracis-28430 5 24 . . PUNCT bracis-28430 6 1 results result NOUN bracis-28430 6 2 show show VERB bracis-28430 6 3 that that SCONJ bracis-28430 6 4 our our PRON bracis-28430 6 5 tools tool NOUN bracis-28430 6 6 enable enable VERB bracis-28430 6 7 the the DET bracis-28430 6 8 identification identification NOUN bracis-28430 6 9 of of ADP bracis-28430 6 10 different different ADJ bracis-28430 6 11 classifiers classifier NOUN bracis-28430 6 12 ’ ’ PART bracis-28430 6 13 energy energy NOUN bracis-28430 6 14 consumption consumption NOUN bracis-28430 6 15 . . PUNCT bracis-28430 7 1 in in ADP bracis-28430 7 2 particular particular ADJ bracis-28430 7 3 , , PUNCT bracis-28430 7 4 it it PRON bracis-28430 7 5 allows allow VERB bracis-28430 7 6 a a DET bracis-28430 7 7 better well ADJ bracis-28430 7 8 understanding understanding NOUN bracis-28430 7 9 of of ADP bracis-28430 7 10 how how SCONJ bracis-28430 7 11 energy energy NOUN bracis-28430 7 12 consumption consumption NOUN bracis-28430 7 13 rates rate NOUN bracis-28430 7 14 vary vary VERB bracis-28430 7 15 in in ADP bracis-28430 7 16 drifting drift VERB bracis-28430 7 17 and and CCONJ bracis-28430 7 18 non non ADJ bracis-28430 7 19 - - ADJ bracis-28430 7 20 drifting drifting ADJ bracis-28430 7 21 scenarios scenario NOUN bracis-28430 7 22 . . PUNCT bracis-28430 8 1 finally finally ADV bracis-28430 8 2 , , PUNCT bracis-28430 8 3 given give VERB bracis-28430 8 4 the the DET bracis-28430 8 5 insights insight NOUN bracis-28430 8 6 obtained obtain VERB bracis-28430 8 7 during during ADP bracis-28430 8 8 experimentation experimentation NOUN bracis-28430 8 9 on on ADP bracis-28430 8 10 existing exist VERB bracis-28430 8 11 classifiers classifier NOUN bracis-28430 8 12 , , PUNCT bracis-28430 8 13 we we PRON bracis-28430 8 14 make make VERB bracis-28430 8 15 our our PRON bracis-28430 8 16 tool tool NOUN bracis-28430 8 17 publicly publicly ADV bracis-28430 8 18 available available ADJ bracis-28430 8 19 to to ADP bracis-28430 8 20 the the DET bracis-28430 8 21 scientific scientific ADJ bracis-28430 8 22 community community NOUN bracis-28430 8 23 so so SCONJ bracis-28430 8 24 that that SCONJ bracis-28430 8 25 energy energy NOUN bracis-28430 8 26 consumption consumption NOUN bracis-28430 8 27 is be AUX bracis-28430 8 28 also also ADV bracis-28430 8 29 accounted account VERB bracis-28430 8 30 for for ADP bracis-28430 8 31 in in ADP bracis-28430 8 32 developing develop VERB bracis-28430 8 33 and and CCONJ bracis-28430 8 34 comparing compare VERB bracis-28430 8 35 data datum NOUN bracis-28430 8 36 stream stream NOUN bracis-28430 8 37 mining mining NOUN bracis-28430 8 38 algorithms algorithm NOUN bracis-28430 8 39 . . PUNCT bracis-28430 9 1 access access NOUN bracis-28430 9 2 provided provide VERB bracis-28430 9 3 by by ADP bracis-28430 9 4 university university PROPN bracis-28430 9 5 of of ADP bracis-28430 9 6 notre notre PROPN bracis-28430 9 7 dame dame PROPN bracis-28430 9 8 hesburgh hesburgh PROPN bracis-28430 9 9 library library PROPN bracis-28430 9 10 . . PUNCT bracis-28430 10 1 download download PROPN bracis-28430 10 2 conference conference NOUN bracis-28430 10 3 paper paper NOUN bracis-28430 10 4 pdf pdf NOUN bracis-28430 10 5 similar similar ADJ bracis-28430 10 6 content content NOUN bracis-28430 10 7 being be AUX bracis-28430 10 8 viewed view VERB bracis-28430 10 9 by by ADP bracis-28430 10 10 others other NOUN bracis-28430 10 11 real real ADJ bracis-28430 10 12 time time NOUN bracis-28430 10 13 monitoring monitor VERB bracis-28430 10 14 method method NOUN bracis-28430 10 15 of of ADP bracis-28430 10 16 comprehensive comprehensive ADJ bracis-28430 10 17 energy energy NOUN bracis-28430 10 18 consumption consumption NOUN bracis-28430 10 19 based base VERB bracis-28430 10 20 on on ADP bracis-28430 10 21 data datum NOUN bracis-28430 10 22 mining mining NOUN bracis-28430 10 23 algorithm algorithm NOUN bracis-28430 10 24 chapter chapter NOUN bracis-28430 10 25 © © PROPN bracis-28430 10 26 2022 2022 NUM bracis-28430 10 27 machine machine NOUN bracis-28430 10 28 learning learn VERB bracis-28430 10 29 algorithms algorithm NOUN bracis-28430 10 30 for for ADP bracis-28430 10 31 energy energy NOUN bracis-28430 10 32 consumption consumption NOUN bracis-28430 10 33 prediction prediction NOUN bracis-28430 10 34 in in ADP bracis-28430 10 35 smart smart ADJ bracis-28430 10 36 homes home NOUN bracis-28430 10 37 : : PUNCT bracis-28430 10 38 a a DET bracis-28430 10 39 comparative comparative ADJ bracis-28430 10 40 study study NOUN bracis-28430 10 41 chapter chapter NOUN bracis-28430 10 42 © © PROPN bracis-28430 10 43 2025 2025 NUM bracis-28430 10 44 predicting predict VERB bracis-28430 10 45 unusual unusual ADJ bracis-28430 10 46 energy energy NOUN bracis-28430 10 47 consumption consumption NOUN bracis-28430 10 48 events event NOUN bracis-28430 10 49 from from ADP bracis-28430 10 50 smart smart ADJ bracis-28430 10 51 home home NOUN bracis-28430 10 52 sensor sensor NOUN bracis-28430 10 53 network network NOUN bracis-28430 10 54 by by ADP bracis-28430 10 55 data datum NOUN bracis-28430 10 56 stream stream NOUN bracis-28430 10 57 mining mining NOUN bracis-28430 10 58 with with ADP bracis-28430 10 59 misclassified misclassified ADJ bracis-28430 10 60 recall recall NOUN bracis-28430 10 61 article article NOUN bracis-28430 10 62 20 20 NUM bracis-28430 10 63 february february PROPN bracis-28430 10 64 2018 2018 NUM bracis-28430 10 65 explore explore VERB bracis-28430 10 66 related related ADJ bracis-28430 10 67 subjects subject NOUN bracis-28430 10 68 discover discover VERB bracis-28430 10 69 the the DET bracis-28430 10 70 latest late ADJ bracis-28430 10 71 articles article NOUN bracis-28430 10 72 , , PUNCT bracis-28430 10 73 books book NOUN bracis-28430 10 74 and and CCONJ bracis-28430 10 75 news news NOUN bracis-28430 10 76 in in ADP bracis-28430 10 77 related related ADJ bracis-28430 10 78 subjects subject NOUN bracis-28430 10 79 , , PUNCT bracis-28430 10 80 suggested suggest VERB bracis-28430 10 81 using use VERB bracis-28430 10 82 machine machine NOUN bracis-28430 10 83 learning learning NOUN bracis-28430 10 84 . . PUNCT bracis-28430 11 1 data datum NOUN bracis-28430 11 2 analytics analytic NOUN bracis-28430 11 3 data data PROPN bracis-28430 11 4 mining mining NOUN bracis-28430 11 5 energy energy NOUN bracis-28430 11 6 management management NOUN bracis-28430 11 7 energy energy NOUN bracis-28430 11 8 informatics informatic NOUN bracis-28430 11 9 learning learn VERB bracis-28430 11 10 algorithms algorithm NOUN bracis-28430 11 11 machine machine NOUN bracis-28430 11 12 learning learn VERB bracis-28430 11 13 1 1 NUM bracis-28430 11 14 introduction introduction NOUN bracis-28430 11 15 data datum NOUN bracis-28430 11 16 is be AUX bracis-28430 11 17 consistently consistently ADV bracis-28430 11 18 being be AUX bracis-28430 11 19 generated generate VERB bracis-28430 11 20 , , PUNCT bracis-28430 11 21 stored store VERB bracis-28430 11 22 , , PUNCT bracis-28430 11 23 and and CCONJ bracis-28430 11 24 processed process VERB bracis-28430 11 25 . . PUNCT bracis-28430 12 1 several several ADJ bracis-28430 12 2 applications application NOUN bracis-28430 12 3 provide provide VERB bracis-28430 12 4 data datum NOUN bracis-28430 12 5 generated generate VERB bracis-28430 12 6 in in ADP bracis-28430 12 7 large large ADJ bracis-28430 12 8 amounts amount NOUN bracis-28430 12 9 , , PUNCT bracis-28430 12 10 frequency frequency NOUN bracis-28430 12 11 , , PUNCT bracis-28430 12 12 and and CCONJ bracis-28430 12 13 speed speed NOUN bracis-28430 12 14 . . PUNCT bracis-28430 13 1 in in ADP bracis-28430 13 2 this this DET bracis-28430 13 3 paper paper NOUN bracis-28430 13 4 , , PUNCT bracis-28430 13 5 we we PRON bracis-28430 13 6 focus focus VERB bracis-28430 13 7 on on ADP bracis-28430 13 8 such such ADJ bracis-28430 13 9 scenarios scenario NOUN bracis-28430 13 10 the the DET bracis-28430 13 11 so so ADV bracis-28430 13 12 - - PUNCT bracis-28430 13 13 called call VERB bracis-28430 13 14 data datum NOUN bracis-28430 13 15 streams stream NOUN bracis-28430 13 16 . . PUNCT bracis-28430 14 1 data datum NOUN bracis-28430 14 2 streams stream NOUN bracis-28430 14 3 are be AUX bracis-28430 14 4 , , PUNCT bracis-28430 14 5 per per ADP bracis-28430 14 6 definition definition NOUN bracis-28430 14 7 , , PUNCT bracis-28430 14 8 potentially potentially ADV bracis-28430 14 9 unbounded unbounded ADJ bracis-28430 14 10 and and CCONJ bracis-28430 14 11 non non ADJ bracis-28430 14 12 - - ADJ bracis-28430 14 13 stationary stationary ADJ bracis-28430 14 14 data datum NOUN bracis-28430 14 15 sequences sequence NOUN bracis-28430 14 16 [ [ X bracis-28430 14 17 10 10 NUM bracis-28430 14 18 ] ] PUNCT bracis-28430 14 19 . . PUNCT bracis-28430 15 1 consequently consequently ADV bracis-28430 15 2 , , PUNCT bracis-28430 15 3 performing perform VERB bracis-28430 15 4 data datum NOUN bracis-28430 15 5 mining mining NOUN bracis-28430 15 6 to to PART bracis-28430 15 7 extract extract VERB bracis-28430 15 8 useful useful ADJ bracis-28430 15 9 insights insight NOUN bracis-28430 15 10 and and CCONJ bracis-28430 15 11 patterns pattern NOUN bracis-28430 15 12 from from ADP bracis-28430 15 13 such such ADJ bracis-28430 15 14 data datum NOUN bracis-28430 15 15 requires require VERB bracis-28430 15 16 algorithms algorithm NOUN bracis-28430 15 17 that that PRON bracis-28430 15 18 are be AUX bracis-28430 15 19 tailored tailor VERB bracis-28430 15 20 to to ADP bracis-28430 15 21 such such ADJ bracis-28430 15 22 scenarios scenario NOUN bracis-28430 15 23 . . PUNCT bracis-28430 16 1 in in ADP bracis-28430 16 2 contrast contrast NOUN bracis-28430 16 3 to to ADP bracis-28430 16 4 traditional traditional ADJ bracis-28430 16 5 machine machine NOUN bracis-28430 16 6 learning learning NOUN bracis-28430 16 7 , , PUNCT bracis-28430 16 8 the the DET bracis-28430 16 9 data data NOUN bracis-28430 16 10 stream stream NOUN bracis-28430 16 11 mining mining NOUN bracis-28430 16 12 area area NOUN bracis-28430 16 13 has have AUX bracis-28430 16 14 shown show VERB bracis-28430 16 15 concerns concern NOUN bracis-28430 16 16 with with ADP bracis-28430 16 17 the the DET bracis-28430 16 18 trade trade NOUN bracis-28430 16 19 - - PUNCT bracis-28430 16 20 off off NOUN bracis-28430 16 21 between between ADP bracis-28430 16 22 accuracy accuracy NOUN bracis-28430 16 23 and and CCONJ bracis-28430 16 24 computational computational ADJ bracis-28430 16 25 resources resource NOUN bracis-28430 16 26 , , PUNCT bracis-28430 16 27 i.e. i.e. X bracis-28430 16 28 , , PUNCT bracis-28430 16 29 processing processing NOUN bracis-28430 16 30 time time NOUN bracis-28430 16 31 and and CCONJ bracis-28430 16 32 memory memory NOUN bracis-28430 16 33 consumption consumption NOUN bracis-28430 16 34 [ [ X bracis-28430 16 35 5 5 NUM bracis-28430 16 36 ] ] PUNCT bracis-28430 16 37 . . PUNCT bracis-28430 17 1 nonetheless nonetheless ADV bracis-28430 17 2 , , PUNCT bracis-28430 17 3 recent recent ADJ bracis-28430 17 4 research research NOUN bracis-28430 17 5 has have AUX bracis-28430 17 6 shown show VERB bracis-28430 17 7 that that SCONJ bracis-28430 17 8 we we PRON bracis-28430 17 9 still still ADV bracis-28430 17 10 need need VERB bracis-28430 17 11 more more ADV bracis-28430 17 12 significant significant ADJ bracis-28430 17 13 steps step NOUN bracis-28430 17 14 toward toward ADP bracis-28430 17 15 sustainability sustainability NOUN bracis-28430 17 16 . . PUNCT bracis-28430 18 1 for for ADP bracis-28430 18 2 instance instance NOUN bracis-28430 18 3 , , PUNCT bracis-28430 18 4 authors author NOUN bracis-28430 18 5 in in ADP bracis-28430 18 6 [ [ X bracis-28430 18 7 28 28 NUM bracis-28430 18 8 ] ] PUNCT bracis-28430 18 9 depict depict NOUN bracis-28430 18 10 that that SCONJ bracis-28430 18 11 the the DET bracis-28430 18 12 co2 co2 NOUN bracis-28430 18 13 emissions emission NOUN bracis-28430 18 14 of of ADP bracis-28430 18 15 training train VERB bracis-28430 18 16 neural neural ADJ bracis-28430 18 17 networks network NOUN bracis-28430 18 18 are be AUX bracis-28430 18 19 larger large ADJ bracis-28430 18 20 than than ADP bracis-28430 18 21 that that PRON bracis-28430 18 22 of of ADP bracis-28430 18 23 a a DET bracis-28430 18 24 car car NOUN bracis-28430 18 25 in in ADP bracis-28430 18 26 its its PRON bracis-28430 18 27 lifetime lifetime NOUN bracis-28430 18 28 . . PUNCT bracis-28430 19 1 first first ADV bracis-28430 19 2 , , PUNCT bracis-28430 19 3 there there PRON bracis-28430 19 4 is be VERB bracis-28430 19 5 no no DET bracis-28430 19 6 clear clear ADJ bracis-28430 19 7 relationship relationship NOUN bracis-28430 19 8 between between ADP bracis-28430 19 9 processing processing NOUN bracis-28430 19 10 time time NOUN bracis-28430 19 11 , , PUNCT bracis-28430 19 12 memory memory NOUN bracis-28430 19 13 consumption consumption NOUN bracis-28430 19 14 , , PUNCT bracis-28430 19 15 and and CCONJ bracis-28430 19 16 energy energy NOUN bracis-28430 19 17 consumption consumption NOUN bracis-28430 19 18 . . PUNCT bracis-28430 20 1 even even ADV bracis-28430 20 2 though though SCONJ bracis-28430 20 3 these these DET bracis-28430 20 4 components component NOUN bracis-28430 20 5 are be AUX bracis-28430 20 6 tied tie VERB bracis-28430 20 7 to to ADP bracis-28430 20 8 one one NUM bracis-28430 20 9 another another DET bracis-28430 20 10 , , PUNCT bracis-28430 20 11 multi multi ADJ bracis-28430 20 12 - - ADJ bracis-28430 20 13 threading threading ADJ bracis-28430 20 14 , , PUNCT bracis-28430 20 15 compiler compiler NOUN bracis-28430 20 16 , , PUNCT bracis-28430 20 17 and and CCONJ bracis-28430 20 18 other other ADJ bracis-28430 20 19 low low ADJ bracis-28430 20 20 - - PUNCT bracis-28430 20 21 level level NOUN bracis-28430 20 22 computational computational ADJ bracis-28430 20 23 architecture architecture NOUN bracis-28430 20 24 have have AUX bracis-28430 20 25 been be AUX bracis-28430 20 26 shown show VERB bracis-28430 20 27 to to PART bracis-28430 20 28 impact impact VERB bracis-28430 20 29 the the DET bracis-28430 20 30 entire entire ADJ bracis-28430 20 31 process process NOUN bracis-28430 20 32 , , PUNCT bracis-28430 20 33 and and CCONJ bracis-28430 20 34 , , PUNCT bracis-28430 20 35 consequently consequently ADV bracis-28430 20 36 , , PUNCT bracis-28430 20 37 energy energy NOUN bracis-28430 20 38 consumption consumption NOUN bracis-28430 20 39 can can AUX bracis-28430 20 40 not not PART bracis-28430 20 41 be be AUX bracis-28430 20 42 directly directly ADV bracis-28430 20 43 estimated estimate VERB bracis-28430 20 44 from from ADP bracis-28430 20 45 such such ADJ bracis-28430 20 46 components component NOUN bracis-28430 21 1 [ [ X bracis-28430 21 2 13 13 NUM bracis-28430 21 3 , , PUNCT bracis-28430 21 4 18 18 NUM bracis-28430 21 5 ] ] PUNCT bracis-28430 21 6 . . PUNCT bracis-28430 22 1 having have VERB bracis-28430 22 2 both both CCONJ bracis-28430 22 3 sustainability sustainability NOUN bracis-28430 22 4 and and CCONJ bracis-28430 22 5 the the DET bracis-28430 22 6 lack lack NOUN bracis-28430 22 7 of of ADP bracis-28430 22 8 generic generic ADJ bracis-28430 22 9 tools tool NOUN bracis-28430 22 10 for for ADP bracis-28430 22 11 quantifying quantify VERB bracis-28430 22 12 energy energy NOUN bracis-28430 22 13 consumption consumption NOUN bracis-28430 22 14 in in ADP bracis-28430 22 15 streaming streaming NOUN bracis-28430 22 16 scenarios scenario NOUN bracis-28430 22 17 as as ADP bracis-28430 22 18 motivation motivation NOUN bracis-28430 22 19 , , PUNCT bracis-28430 22 20 we we PRON bracis-28430 22 21 bring bring VERB bracis-28430 22 22 forward forward ADV bracis-28430 22 23 a a DET bracis-28430 22 24 tool tool NOUN bracis-28430 22 25 for for ADP bracis-28430 22 26 researchers researcher NOUN bracis-28430 22 27 and and CCONJ bracis-28430 22 28 practitioners practitioner NOUN bracis-28430 22 29 to to PART bracis-28430 22 30 investigate investigate VERB bracis-28430 22 31 how how SCONJ bracis-28430 22 32 data datum NOUN bracis-28430 22 33 stream stream NOUN bracis-28430 22 34 mining mining NOUN bracis-28430 22 35 algorithms algorithm NOUN bracis-28430 22 36 behave behave VERB bracis-28430 22 37 under under ADP bracis-28430 22 38 different different ADJ bracis-28430 22 39 streaming streaming NOUN bracis-28430 22 40 settings setting NOUN bracis-28430 22 41 , , PUNCT bracis-28430 22 42 e.g. e.g. ADV bracis-28430 22 43 , , PUNCT bracis-28430 22 44 with with ADP bracis-28430 22 45 and and CCONJ bracis-28430 22 46 without without ADP bracis-28430 22 47 concept concept NOUN bracis-28430 22 48 drifts drift NOUN bracis-28430 22 49 , , PUNCT bracis-28430 22 50 different different ADJ bracis-28430 22 51 validation validation NOUN bracis-28430 22 52 schema schema NOUN bracis-28430 22 53 , , PUNCT bracis-28430 22 54 etc etc X bracis-28430 22 55 . . X bracis-28430 23 1 in in ADP bracis-28430 23 2 opposition opposition NOUN bracis-28430 23 3 to to ADP bracis-28430 23 4 previous previous ADJ bracis-28430 23 5 works work NOUN bracis-28430 23 6 [ [ X bracis-28430 23 7 15 15 NUM bracis-28430 23 8 , , PUNCT bracis-28430 23 9 16 16 NUM bracis-28430 23 10 ] ] PUNCT bracis-28430 23 11 , , PUNCT bracis-28430 23 12 our our PRON bracis-28430 23 13 tool tool NOUN bracis-28430 23 14 is be AUX bracis-28430 23 15 generic generic ADJ bracis-28430 23 16 because because SCONJ bracis-28430 23 17 it it PRON bracis-28430 23 18 can can AUX bracis-28430 23 19 be be AUX bracis-28430 23 20 coupled couple VERB bracis-28430 23 21 with with ADP bracis-28430 23 22 any any DET bracis-28430 23 23 classifier classifier NOUN bracis-28430 23 24 and and CCONJ bracis-28430 23 25 data datum NOUN bracis-28430 23 26 stream stream NOUN bracis-28430 23 27 available available ADJ bracis-28430 23 28 in in ADP bracis-28430 23 29 the the DET bracis-28430 23 30 massive massive ADJ bracis-28430 23 31 online online ADJ bracis-28430 23 32 analysis analysis NOUN bracis-28430 23 33 ( ( PUNCT bracis-28430 23 34 moa moa NOUN bracis-28430 23 35 ) ) PUNCT bracis-28430 23 36 framework framework NOUN bracis-28430 23 37 [ [ X bracis-28430 23 38 6 6 NUM bracis-28430 23 39 ] ] PUNCT bracis-28430 23 40 , , PUNCT bracis-28430 23 41 which which PRON bracis-28430 23 42 is be AUX bracis-28430 23 43 the the DET bracis-28430 23 44 off off ADP bracis-28430 23 45 - - PUNCT bracis-28430 23 46 the the DET bracis-28430 23 47 - - PUNCT bracis-28430 23 48 shelf shelf NOUN bracis-28430 23 49 solution solution NOUN bracis-28430 23 50 for for ADP bracis-28430 23 51 implementing implement VERB bracis-28430 23 52 and and CCONJ bracis-28430 23 53 testing test VERB bracis-28430 23 54 streaming streaming NOUN bracis-28430 23 55 methods method NOUN bracis-28430 23 56 . . PUNCT bracis-28430 24 1 we we PRON bracis-28430 24 2 experimentally experimentally ADV bracis-28430 24 3 evaluate evaluate VERB bracis-28430 24 4 our our PRON bracis-28430 24 5 tool tool NOUN bracis-28430 24 6 against against ADP bracis-28430 24 7 a a DET bracis-28430 24 8 hardware hardware NOUN bracis-28430 24 9 solution solution NOUN bracis-28430 24 10 and and CCONJ bracis-28430 24 11 assess assess VERB bracis-28430 24 12 the the DET bracis-28430 24 13 energy energy NOUN bracis-28430 24 14 consumption consumption NOUN bracis-28430 24 15 of of ADP bracis-28430 24 16 different different ADJ bracis-28430 24 17 classifiers classifier NOUN bracis-28430 24 18 under under ADP bracis-28430 24 19 different different ADJ bracis-28430 24 20 streaming streaming NOUN bracis-28430 24 21 settings setting NOUN bracis-28430 24 22 . . PUNCT bracis-28430 25 1 finally finally ADV bracis-28430 25 2 , , PUNCT bracis-28430 25 3 the the DET bracis-28430 25 4 tool tool NOUN bracis-28430 25 5 is be AUX bracis-28430 25 6 made make VERB bracis-28430 25 7 publicly publicly ADV bracis-28430 25 8 available available ADJ bracis-28430 25 9 to to ADP bracis-28430 25 10 the the DET bracis-28430 25 11 scientific scientific ADJ bracis-28430 25 12 community community NOUN bracis-28430 25 13 as as ADP bracis-28430 25 14 a a DET bracis-28430 25 15 byproduct byproduct NOUN bracis-28430 25 16 of of ADP bracis-28430 25 17 our our PRON bracis-28430 25 18 research research NOUN bracis-28430 25 19 . . PUNCT bracis-28430 26 1 this this DET bracis-28430 26 2 paper paper NOUN bracis-28430 26 3 is be AUX bracis-28430 26 4 divided divide VERB bracis-28430 26 5 as as ADP bracis-28430 26 6 follows follow VERB bracis-28430 26 7 . . PUNCT bracis-28430 27 1 section section NOUN bracis-28430 27 2     SPACE bracis-28430 27 3 2 2 NUM bracis-28430 27 4 describes describe VERB bracis-28430 27 5 data data NOUN bracis-28430 27 6 stream stream NOUN bracis-28430 27 7 mining mining NOUN bracis-28430 27 8 and and CCONJ bracis-28430 27 9 brings bring VERB bracis-28430 27 10 forward forward ADV bracis-28430 27 11 the the DET bracis-28430 27 12 main main ADJ bracis-28430 27 13 concepts concept NOUN bracis-28430 27 14 in in ADP bracis-28430 27 15 energy energy NOUN bracis-28430 27 16 consumption consumption NOUN bracis-28430 27 17 . . PUNCT bracis-28430 28 1 section section NOUN bracis-28430 28 2     SPACE bracis-28430 28 3 3 3 NUM bracis-28430 28 4 discusses discuss VERB bracis-28430 28 5 related related ADJ bracis-28430 28 6 works work NOUN bracis-28430 28 7 that that PRON bracis-28430 28 8 lie lie VERB bracis-28430 28 9 at at ADP bracis-28430 28 10 the the DET bracis-28430 28 11 intersection intersection NOUN bracis-28430 28 12 of of ADP bracis-28430 28 13 energy energy NOUN bracis-28430 28 14 consumption consumption NOUN bracis-28430 28 15 and and CCONJ bracis-28430 28 16 data datum NOUN bracis-28430 28 17 stream stream NOUN bracis-28430 28 18 mining mining NOUN bracis-28430 28 19 . . PUNCT bracis-28430 29 1 section section NOUN bracis-28430 29 2     SPACE bracis-28430 29 3 4 4 NUM bracis-28430 29 4 describes describe VERB bracis-28430 29 5 our our PRON bracis-28430 29 6 tool tool NOUN bracis-28430 29 7 for for ADP bracis-28430 29 8 energy energy NOUN bracis-28430 29 9 consumption consumption NOUN bracis-28430 29 10 measurements measurement NOUN bracis-28430 29 11 and and CCONJ bracis-28430 29 12 describes describe VERB bracis-28430 29 13 how how SCONJ bracis-28430 29 14 it it PRON bracis-28430 29 15 has have AUX bracis-28430 29 16 been be AUX bracis-28430 29 17 combined combine VERB bracis-28430 29 18 with with ADP bracis-28430 29 19 the the DET bracis-28430 29 20 massive massive ADJ bracis-28430 29 21 online online ADJ bracis-28430 29 22 analysis analysis NOUN bracis-28430 29 23 ( ( PUNCT bracis-28430 29 24 moa moa NOUN bracis-28430 29 25 ) ) PUNCT bracis-28430 30 1 [ [ X bracis-28430 30 2 6 6 NUM bracis-28430 30 3 ] ] ADJ bracis-28430 30 4 framework framework NOUN bracis-28430 30 5 . . PUNCT bracis-28430 31 1 section section NOUN bracis-28430 31 2     SPACE bracis-28430 31 3 5 5 NUM bracis-28430 31 4 discusses discuss VERB bracis-28430 31 5 the the DET bracis-28430 31 6 analysis analysis NOUN bracis-28430 31 7 conducted conduct VERB bracis-28430 31 8 to to PART bracis-28430 31 9 validate validate VERB bracis-28430 31 10 our our PRON bracis-28430 31 11 tool tool NOUN bracis-28430 31 12 and and CCONJ bracis-28430 31 13 assess assess VERB bracis-28430 31 14 different different ADJ bracis-28430 31 15 classifiers classifier NOUN bracis-28430 31 16 under under ADP bracis-28430 31 17 different different ADJ bracis-28430 31 18 experimental experimental ADJ bracis-28430 31 19 conditions condition NOUN bracis-28430 31 20 . . PUNCT bracis-28430 32 1 finally finally ADV bracis-28430 32 2 , , PUNCT bracis-28430 32 3 sect sect NOUN bracis-28430 32 4 . . PUNCT bracis-28430 32 5     SPACE bracis-28430 32 6 6 6 NUM bracis-28430 32 7 concludes conclude VERB bracis-28430 32 8 this this DET bracis-28430 32 9 work work NOUN bracis-28430 32 10 and and CCONJ bracis-28430 32 11 states state NOUN bracis-28430 32 12 envisioned envision VERB bracis-28430 32 13 future future ADJ bracis-28430 32 14 works work NOUN bracis-28430 32 15 . . PUNCT bracis-28430 33 1 2 2 NUM bracis-28430 33 2 data datum NOUN bracis-28430 33 3 stream stream NOUN bracis-28430 33 4 mining mining NOUN bracis-28430 33 5 and and CCONJ bracis-28430 33 6     SPACE bracis-28430 33 7 energy energy NOUN bracis-28430 33 8 consumption consumption NOUN bracis-28430 33 9 data datum NOUN bracis-28430 33 10 streams stream NOUN bracis-28430 33 11 are be AUX bracis-28430 33 12 potentially potentially ADV bracis-28430 33 13 unbounded unbounded ADJ bracis-28430 33 14 data datum NOUN bracis-28430 33 15 sequences sequence NOUN bracis-28430 33 16 made make VERB bracis-28430 33 17 available available ADJ bracis-28430 33 18 over over ADP bracis-28430 33 19 time time NOUN bracis-28430 33 20 , , PUNCT bracis-28430 33 21 which which PRON bracis-28430 33 22 may may AUX bracis-28430 33 23 be be AUX bracis-28430 33 24 non non ADJ bracis-28430 33 25 - - ADJ bracis-28430 33 26 stationary stationary ADJ bracis-28430 33 27 . . PUNCT bracis-28430 34 1 consequently consequently ADV bracis-28430 34 2 , , PUNCT bracis-28430 34 3 storing store VERB bracis-28430 34 4 an an DET bracis-28430 34 5 entire entire ADJ bracis-28430 34 6 data data NOUN bracis-28430 34 7 stream stream NOUN bracis-28430 34 8 is be AUX bracis-28430 34 9 unfeasible unfeasible ADJ bracis-28430 34 10 since since SCONJ bracis-28430 34 11 it it PRON bracis-28430 34 12 is be AUX bracis-28430 34 13 not not PART bracis-28430 34 14 entirely entirely ADV bracis-28430 34 15 available available ADJ bracis-28430 34 16 at at ADP bracis-28430 34 17 once once ADV bracis-28430 34 18 , , PUNCT bracis-28430 34 19 and and CCONJ bracis-28430 34 20 it it PRON bracis-28430 34 21 would would AUX bracis-28430 34 22 not not PART bracis-28430 34 23 fit fit VERB bracis-28430 34 24 in in ADP bracis-28430 34 25 memory memory NOUN bracis-28430 34 26 [ [ X bracis-28430 34 27 10 10 NUM bracis-28430 34 28 ] ] PUNCT bracis-28430 34 29 . . PUNCT bracis-28430 35 1 as as ADP bracis-28430 35 2 a a DET bracis-28430 35 3 result result NOUN bracis-28430 35 4 , , PUNCT bracis-28430 35 5 researchers researcher NOUN bracis-28430 35 6 and and CCONJ bracis-28430 35 7 practitioners practitioner NOUN bracis-28430 35 8 have have VERB bracis-28430 35 9 devoted devote VERB bracis-28430 35 10 efforts effort NOUN bracis-28430 35 11 towards towards ADP bracis-28430 35 12 developing develop VERB bracis-28430 35 13 efficient efficient ADJ bracis-28430 35 14 algorithms algorithm NOUN bracis-28430 35 15 to to PART bracis-28430 35 16 process process VERB bracis-28430 35 17 and and CCONJ bracis-28430 35 18 mine mine NOUN bracis-28430 35 19 data datum NOUN bracis-28430 35 20 that that PRON bracis-28430 35 21 arrive arrive VERB bracis-28430 35 22 sequentially sequentially ADV bracis-28430 35 23 over over ADP bracis-28430 35 24 time time NOUN bracis-28430 35 25 . . PUNCT bracis-28430 36 1 therefore therefore ADV bracis-28430 36 2 , , PUNCT bracis-28430 36 3 data data NOUN bracis-28430 36 4 stream stream NOUN bracis-28430 36 5 mining mining NOUN bracis-28430 36 6 is be AUX bracis-28430 36 7 understood understand VERB bracis-28430 36 8 as as ADP bracis-28430 36 9 the the DET bracis-28430 36 10 investigation investigation NOUN bracis-28430 36 11 of of ADP bracis-28430 36 12 patterns pattern NOUN bracis-28430 36 13 , , PUNCT bracis-28430 36 14 anomalies anomaly NOUN bracis-28430 36 15 , , PUNCT bracis-28430 36 16 and and CCONJ bracis-28430 36 17 correlations correlation NOUN bracis-28430 36 18 in in ADP bracis-28430 36 19 streaming streaming NOUN bracis-28430 36 20 data datum NOUN bracis-28430 36 21 . . PUNCT bracis-28430 37 1 in in ADP bracis-28430 37 2 particular particular ADJ bracis-28430 37 3 , , PUNCT bracis-28430 37 4 in in ADP bracis-28430 37 5 this this DET bracis-28430 37 6 work work NOUN bracis-28430 37 7 , , PUNCT bracis-28430 37 8 we we PRON bracis-28430 37 9 focus focus VERB bracis-28430 37 10 on on ADP bracis-28430 37 11 classification classification NOUN bracis-28430 37 12 , , PUNCT bracis-28430 37 13 the the DET bracis-28430 37 14 most most ADV bracis-28430 37 15 popular popular ADJ bracis-28430 37 16 task task NOUN bracis-28430 37 17 in in ADP bracis-28430 37 18 data data NOUN bracis-28430 37 19 stream stream NOUN bracis-28430 37 20 mining mining NOUN bracis-28430 37 21 that that PRON bracis-28430 37 22 conveys convey VERB bracis-28430 37 23 the the DET bracis-28430 37 24 prediction prediction NOUN bracis-28430 37 25 of of ADP bracis-28430 37 26 a a DET bracis-28430 37 27 discrete discrete ADJ bracis-28430 37 28 output output NOUN bracis-28430 37 29 given give VERB bracis-28430 37 30 a a DET bracis-28430 37 31 set set NOUN bracis-28430 37 32 of of ADP bracis-28430 37 33 input input NOUN bracis-28430 37 34 variables variable NOUN bracis-28430 37 35 . . PUNCT bracis-28430 38 1 more more ADV bracis-28430 38 2 formally formally ADV bracis-28430 38 3 , , PUNCT bracis-28430 38 4 we we PRON bracis-28430 38 5 denote denote VERB bracis-28430 38 6 a a DET bracis-28430 38 7 data data NOUN bracis-28430 38 8 stream stream NOUN bracis-28430 38 9 s s VERB bracis-28430 38 10 to to PART bracis-28430 38 11 provide provide VERB bracis-28430 38 12 instances instance NOUN bracis-28430 38 13 \(i^t \(i^t X bracis-28430 38 14 = = SYM bracis-28430 38 15 ( ( PUNCT bracis-28430 38 16 \boldsymbol{x}^t \boldsymbol{x}^t PROPN bracis-28430 38 17 , , PUNCT bracis-28430 38 18 y^t)\ y^t)\ ADJ bracis-28430 38 19 ) ) PUNCT bracis-28430 38 20 at at ADP bracis-28430 38 21 timestamps timestamp NOUN bracis-28430 38 22 denoted denote VERB bracis-28430 38 23 as as ADP bracis-28430 38 24 t. t. NOUN bracis-28430 38 25 we we PRON bracis-28430 38 26 also also ADV bracis-28430 38 27 denote denote VERB bracis-28430 38 28 classification classification NOUN bracis-28430 38 29 as as ADP bracis-28430 38 30 the the DET bracis-28430 38 31 task task NOUN bracis-28430 38 32 of of ADP bracis-28430 38 33 learning learn VERB bracis-28430 38 34 a a DET bracis-28430 38 35 predictive predictive ADJ bracis-28430 38 36 model model NOUN bracis-28430 38 37 \(f:\boldsymbol{x \(f:\boldsymbol{x NOUN bracis-28430 38 38 } } PUNCT bracis-28430 38 39 \rightarrow \rightarrow PROPN bracis-28430 38 40 y\ y\ NOUN bracis-28430 38 41 ) ) PUNCT bracis-28430 38 42 , , PUNCT bracis-28430 38 43 where where SCONJ bracis-28430 38 44 y y PROPN bracis-28430 38 45 is be AUX bracis-28430 38 46 a a DET bracis-28430 38 47 discrete discrete ADJ bracis-28430 38 48 label label NOUN bracis-28430 38 49 in in ADP bracis-28430 38 50 y. y. NOUN bracis-28430 38 51 in in ADP bracis-28430 38 52 practice practice NOUN bracis-28430 38 53 , , PUNCT bracis-28430 38 54 we we PRON bracis-28430 38 55 expect expect VERB bracis-28430 38 56 predictions prediction NOUN bracis-28430 38 57 \(\hat{y}\ \(\hat{y}\ PROPN bracis-28430 38 58 ) ) PUNCT bracis-28430 38 59 to to PART bracis-28430 38 60 be be AUX bracis-28430 38 61 accurate accurate ADJ bracis-28430 38 62 given give VERB bracis-28430 38 63 the the DET bracis-28430 38 64 ground ground NOUN bracis-28430 38 65 - - PUNCT bracis-28430 38 66 truth truth NOUN bracis-28430 38 67 y y PROPN bracis-28430 38 68 values value NOUN bracis-28430 38 69 . . PUNCT bracis-28430 39 1 one one NUM bracis-28430 39 2 of of ADP bracis-28430 39 3 the the DET bracis-28430 39 4 main main ADJ bracis-28430 39 5 challenges challenge NOUN bracis-28430 39 6 in in ADP bracis-28430 39 7 data data NOUN bracis-28430 39 8 stream stream NOUN bracis-28430 39 9 mining mining NOUN bracis-28430 39 10 is be AUX bracis-28430 39 11 concept concept NOUN bracis-28430 39 12 drift drift NOUN bracis-28430 39 13 [ [ X bracis-28430 39 14 31 31 NUM bracis-28430 39 15 ] ] PUNCT bracis-28430 39 16 , , PUNCT bracis-28430 39 17 which which PRON bracis-28430 39 18 regards regard VERB bracis-28430 39 19 changes change NOUN bracis-28430 39 20 in in ADP bracis-28430 39 21 the the DET bracis-28430 39 22 data data NOUN bracis-28430 39 23 distribution distribution NOUN bracis-28430 39 24 that that PRON bracis-28430 39 25 may may AUX bracis-28430 39 26 render render VERB bracis-28430 39 27 a a DET bracis-28430 39 28 classifier classifier NOUN bracis-28430 39 29 obsolete obsolete ADJ bracis-28430 39 30 . . PUNCT bracis-28430 40 1 formally formally ADV bracis-28430 40 2 , , PUNCT bracis-28430 40 3 a a DET bracis-28430 40 4 concept concept NOUN bracis-28430 40 5 \(c \(c NOUN bracis-28430 40 6 = = PUNCT bracis-28430 40 7 \bigcup \bigcup PROPN bracis-28430 40 8 _ _ PRON bracis-28430 40 9 { { PUNCT bracis-28430 40 10 y_i y_i NUM bracis-28430 40 11 \in \in PROPN bracis-28430 40 12 y}{\{(p[y_i y}{\{(p[y_i PROPN bracis-28430 40 13 ] ] X bracis-28430 40 14 , , PUNCT bracis-28430 40 15 p[\boldsymbol{x p[\boldsymbol{x NOUN bracis-28430 40 16 } } PUNCT bracis-28430 40 17 \vert \vert PROPN bracis-28430 40 18 y_i])\}}\ y_i])\}}\ PROPN bracis-28430 40 19 ) ) PUNCT bracis-28430 40 20 is be AUX bracis-28430 40 21 a a DET bracis-28430 40 22 set set NOUN bracis-28430 40 23 of of ADP bracis-28430 40 24 class class NOUN bracis-28430 40 25 priors prior NOUN bracis-28430 40 26 and and CCONJ bracis-28430 40 27 class class NOUN bracis-28430 40 28 - - PUNCT bracis-28430 40 29 conditional conditional ADJ bracis-28430 40 30 probability probability NOUN bracis-28430 40 31 density density NOUN bracis-28430 40 32 functions function NOUN bracis-28430 40 33 [ [ X bracis-28430 40 34 10 10 NUM bracis-28430 40 35 ] ] PUNCT bracis-28430 40 36 . . PUNCT bracis-28430 41 1 therefore therefore ADV bracis-28430 41 2 , , PUNCT bracis-28430 41 3 a a DET bracis-28430 41 4 concept concept NOUN bracis-28430 41 5 drift drift NOUN bracis-28430 41 6 is be AUX bracis-28430 41 7 said say VERB bracis-28430 41 8 to to PART bracis-28430 41 9 occur occur VERB bracis-28430 41 10 between between ADP bracis-28430 41 11 two two NUM bracis-28430 41 12 timestamps timestamp NOUN bracis-28430 41 13 \(t_i\ \(t_i\ NOUN bracis-28430 41 14 ) ) PUNCT bracis-28430 41 15 and and CCONJ bracis-28430 41 16 \(t_j\ \(t_j\ X bracis-28430 41 17 ) ) PUNCT bracis-28430 41 18 if if SCONJ bracis-28430 41 19 \(c^{t_i \(c^{t_i ADJ bracis-28430 41 20 } } PUNCT bracis-28430 41 21 \ne \ne PROPN bracis-28430 41 22 c^{t_j}\ c^{t_j}\ NOUN bracis-28430 41 23 ) ) PUNCT bracis-28430 42 1 [ [ X bracis-28430 42 2 12 12 NUM bracis-28430 42 3 ] ] PUNCT bracis-28430 42 4 . . PUNCT bracis-28430 43 1 consequently consequently ADV bracis-28430 43 2 , , PUNCT bracis-28430 43 3 classifiers classifier NOUN bracis-28430 43 4 for for ADP bracis-28430 43 5 data datum NOUN bracis-28430 43 6 streams stream NOUN bracis-28430 43 7 must must AUX bracis-28430 43 8 be be AUX bracis-28430 43 9 adaptive adaptive ADJ bracis-28430 43 10 , , PUNCT bracis-28430 43 11 which which PRON bracis-28430 43 12 means mean VERB bracis-28430 43 13 that that SCONJ bracis-28430 43 14 f f PROPN bracis-28430 43 15 may may AUX bracis-28430 43 16 be be AUX bracis-28430 43 17 adjusted adjust VERB bracis-28430 43 18 when when SCONJ bracis-28430 43 19 newly newly ADV bracis-28430 43 20 labeled label VERB bracis-28430 43 21 instances instance NOUN bracis-28430 43 22 are be AUX bracis-28430 43 23 made make VERB bracis-28430 43 24 available available ADJ bracis-28430 43 25 . . PUNCT bracis-28430 44 1 2.1 2.1 NUM bracis-28430 44 2 classifiers classifier NOUN bracis-28430 44 3 over over ADP bracis-28430 44 4 the the DET bracis-28430 44 5 years year NOUN bracis-28430 44 6 , , PUNCT bracis-28430 44 7 different different ADJ bracis-28430 44 8 approaches approach NOUN bracis-28430 44 9 have have AUX bracis-28430 44 10 been be AUX bracis-28430 44 11 developed develop VERB bracis-28430 44 12 for for ADP bracis-28430 44 13 the the DET bracis-28430 44 14 classification classification NOUN bracis-28430 44 15 task task NOUN bracis-28430 44 16 in in ADP bracis-28430 44 17 data datum NOUN bracis-28430 44 18 streams stream NOUN bracis-28430 44 19 . . PUNCT bracis-28430 45 1 in in ADP bracis-28430 45 2 practice practice NOUN bracis-28430 45 3 , , PUNCT bracis-28430 45 4 these these DET bracis-28430 45 5 classifiers classifier NOUN bracis-28430 45 6 are be AUX bracis-28430 45 7 variants variant NOUN bracis-28430 45 8 of of ADP bracis-28430 45 9 traditional traditional ADJ bracis-28430 45 10 classifiers classifier NOUN bracis-28430 45 11 available available ADJ bracis-28430 45 12 for for ADP bracis-28430 45 13 batch batch NOUN bracis-28430 45 14 scenarios scenario NOUN bracis-28430 45 15 . . PUNCT bracis-28430 46 1 a a DET bracis-28430 46 2 popular popular ADJ bracis-28430 46 3 approach approach NOUN bracis-28430 46 4 for for ADP bracis-28430 46 5 classification classification NOUN bracis-28430 46 6 in in ADP bracis-28430 46 7 streaming streaming NOUN bracis-28430 46 8 scenarios scenario NOUN bracis-28430 46 9 is be AUX bracis-28430 46 10 the the DET bracis-28430 46 11 incremental incremental ADJ bracis-28430 46 12 naive naive ADJ bracis-28430 46 13 bayes baye NOUN bracis-28430 47 1 [ [ X bracis-28430 47 2 24 24 NUM bracis-28430 47 3 ] ] PUNCT bracis-28430 47 4 . . PUNCT bracis-28430 48 1 as as ADP bracis-28430 48 2 its its PRON bracis-28430 48 3 batch batch NOUN bracis-28430 48 4 counterpart counterpart NOUN bracis-28430 48 5 , , PUNCT bracis-28430 48 6 it it PRON bracis-28430 48 7 assumes assume VERB bracis-28430 48 8 that that SCONJ bracis-28430 48 9 input input NOUN bracis-28430 48 10 features feature NOUN bracis-28430 48 11 are be AUX bracis-28430 48 12 independent independent ADJ bracis-28430 48 13 . . PUNCT bracis-28430 49 1 with with ADP bracis-28430 49 2 the the DET bracis-28430 49 3 arrival arrival NOUN bracis-28430 49 4 of of ADP bracis-28430 49 5 a a DET bracis-28430 49 6 training training NOUN bracis-28430 49 7 instance instance NOUN bracis-28430 49 8 , , PUNCT bracis-28430 49 9 all all DET bracis-28430 49 10 probabilities probability NOUN bracis-28430 49 11 are be AUX bracis-28430 49 12 updated update VERB bracis-28430 49 13 according accord VERB bracis-28430 49 14 . . PUNCT bracis-28430 50 1 since since SCONJ bracis-28430 50 2 probabilities probability NOUN bracis-28430 50 3 are be AUX bracis-28430 50 4 based base VERB bracis-28430 50 5 on on ADP bracis-28430 50 6 counters counter NOUN bracis-28430 50 7 , , PUNCT bracis-28430 50 8 and and CCONJ bracis-28430 50 9 there there PRON bracis-28430 50 10 is be VERB bracis-28430 50 11 no no DET bracis-28430 50 12 need need NOUN bracis-28430 50 13 to to PART bracis-28430 50 14 store store VERB bracis-28430 50 15 instances instance NOUN bracis-28430 50 16 , , PUNCT bracis-28430 50 17 naive naive ADJ bracis-28430 50 18 bayes bayes NOUN bracis-28430 50 19 has have VERB bracis-28430 50 20 a a DET bracis-28430 50 21 constant constant ADJ bracis-28430 50 22 memory memory NOUN bracis-28430 50 23 consumption consumption NOUN bracis-28430 50 24 and and CCONJ bracis-28430 50 25 processing processing NOUN bracis-28430 50 26 time time NOUN bracis-28430 50 27 . . PUNCT bracis-28430 51 1 nonetheless nonetheless ADV bracis-28430 51 2 , , PUNCT bracis-28430 51 3 it it PRON bracis-28430 51 4 does do AUX bracis-28430 51 5 not not PART bracis-28430 51 6 present present VERB bracis-28430 51 7 any any DET bracis-28430 51 8 traits trait NOUN bracis-28430 51 9 to to PART bracis-28430 51 10 identify identify VERB bracis-28430 51 11 and and CCONJ bracis-28430 51 12 adapt adapt VERB bracis-28430 51 13 to to ADP bracis-28430 51 14 concept concept NOUN bracis-28430 51 15 drifts drift NOUN bracis-28430 51 16 . . PUNCT bracis-28430 52 1 the the DET bracis-28430 52 2 most most ADV bracis-28430 52 3 common common ADJ bracis-28430 52 4 approach approach NOUN bracis-28430 52 5 for for ADP bracis-28430 52 6 learning learn VERB bracis-28430 52 7 from from ADP bracis-28430 52 8 data datum NOUN bracis-28430 52 9 streams stream NOUN bracis-28430 52 10 is be AUX bracis-28430 52 11 decision decision NOUN bracis-28430 52 12 trees tree NOUN bracis-28430 52 13 . . PUNCT bracis-28430 53 1 in in ADP bracis-28430 53 2 particular particular ADJ bracis-28430 53 3 , , PUNCT bracis-28430 53 4 hoeffding hoeffding NOUN bracis-28430 53 5 trees tree NOUN bracis-28430 53 6 [ [ X bracis-28430 53 7 9 9 NUM bracis-28430 53 8 ] ] PUNCT bracis-28430 53 9 is be AUX bracis-28430 53 10 the the DET bracis-28430 53 11 most most ADV bracis-28430 53 12 popular popular ADJ bracis-28430 53 13 approach approach NOUN bracis-28430 53 14 as as SCONJ bracis-28430 53 15 it it PRON bracis-28430 53 16 branches branch VERB bracis-28430 53 17 over over ADP bracis-28430 53 18 time time NOUN bracis-28430 53 19 when when SCONJ bracis-28430 53 20 statistically statistically ADV bracis-28430 53 21 enough enough ADJ bracis-28430 53 22 data datum NOUN bracis-28430 53 23 ( ( PUNCT bracis-28430 53 24 grace grace NOUN bracis-28430 53 25 period period NOUN bracis-28430 53 26 , , PUNCT bracis-28430 53 27 \(n_{\min \(n_{\min VERB bracis-28430 53 28 } } PUNCT bracis-28430 53 29 \ \ NOUN bracis-28430 53 30 ) ) PUNCT bracis-28430 53 31 ) ) PUNCT bracis-28430 54 1 and and CCONJ bracis-28430 54 2 evidence evidence NOUN bracis-28430 54 3 has have AUX bracis-28430 54 4 been be AUX bracis-28430 54 5 gathered gather VERB bracis-28430 54 6 , , PUNCT bracis-28430 54 7 according accord VERB bracis-28430 54 8 to to ADP bracis-28430 54 9 the the DET bracis-28430 54 10 hoeffding hoeffding NOUN bracis-28430 54 11 bound bind VERB bracis-28430 54 12 [ [ PUNCT bracis-28430 54 13 22 22 NUM bracis-28430 54 14 ] ] PUNCT bracis-28430 54 15 . . PUNCT bracis-28430 55 1 the the DET bracis-28430 55 2 very very ADV bracis-28430 55 3 fast fast ADJ bracis-28430 55 4 decision decision NOUN bracis-28430 55 5 tree tree NOUN bracis-28430 55 6 ( ( PUNCT bracis-28430 55 7 vfdt vfdt NOUN bracis-28430 55 8 ) ) PUNCT bracis-28430 55 9 is be AUX bracis-28430 55 10 a a DET bracis-28430 55 11 popular popular ADJ bracis-28430 55 12 implementation implementation NOUN bracis-28430 55 13 of of ADP bracis-28430 55 14 incremental incremental ADJ bracis-28430 55 15 hoeffding hoeffding NOUN bracis-28430 55 16 trees tree NOUN bracis-28430 55 17 , , PUNCT bracis-28430 55 18 meaning mean VERB bracis-28430 55 19 that that SCONJ bracis-28430 55 20 it it PRON bracis-28430 55 21 continuously continuously ADV bracis-28430 55 22 branches branch VERB bracis-28430 55 23 as as SCONJ bracis-28430 55 24 new new ADJ bracis-28430 55 25 data datum NOUN bracis-28430 55 26 becomes become VERB bracis-28430 55 27 available available ADJ bracis-28430 55 28 and and CCONJ bracis-28430 55 29 does do AUX bracis-28430 55 30 not not PART bracis-28430 55 31 revisit revisit VERB bracis-28430 55 32 the the DET bracis-28430 55 33 quality quality NOUN bracis-28430 55 34 of of ADP bracis-28430 55 35 previously previously ADV bracis-28430 55 36 created create VERB bracis-28430 55 37 split split NOUN bracis-28430 55 38 nodes node NOUN bracis-28430 55 39 . . PUNCT bracis-28430 56 1 in in ADP bracis-28430 56 2 contrast contrast NOUN bracis-28430 56 3 , , PUNCT bracis-28430 56 4 the the DET bracis-28430 56 5 characteristic characteristic NOUN bracis-28430 56 6 of of ADP bracis-28430 56 7 revisiting revisit VERB bracis-28430 56 8 split split NOUN bracis-28430 56 9 nodes node NOUN bracis-28430 56 10 is be AUX bracis-28430 56 11 observed observe VERB bracis-28430 56 12 in in ADP bracis-28430 56 13 hoeffding hoeffde VERB bracis-28430 56 14 adaptive adaptive ADJ bracis-28430 56 15 trees tree NOUN bracis-28430 57 1 [ [ X bracis-28430 57 2 4 4 NUM bracis-28430 57 3 ] ] PUNCT bracis-28430 57 4 , , PUNCT bracis-28430 57 5 in in ADP bracis-28430 57 6 which which PRON bracis-28430 57 7 each each DET bracis-28430 57 8 split split ADJ bracis-28430 57 9 node node NOUN bracis-28430 57 10 is be AUX bracis-28430 57 11 coupled couple VERB bracis-28430 57 12 with with ADP bracis-28430 57 13 an an DET bracis-28430 57 14 adwin adwin NOUN bracis-28430 57 15 drift drift NOUN bracis-28430 57 16 detector detector NOUN bracis-28430 58 1 [ [ X bracis-28430 58 2 3 3 NUM bracis-28430 58 3 ] ] PUNCT bracis-28430 58 4 . . PUNCT bracis-28430 59 1 whenever whenever SCONJ bracis-28430 59 2 a a DET bracis-28430 59 3 drift drift NOUN bracis-28430 59 4 is be AUX bracis-28430 59 5 flagged flag VERB bracis-28430 59 6 , , PUNCT bracis-28430 59 7 the the DET bracis-28430 59 8 corresponding corresponding ADJ bracis-28430 59 9 split split NOUN bracis-28430 59 10 node node NOUN bracis-28430 59 11 is be AUX bracis-28430 59 12 replaced replace VERB bracis-28430 59 13 by by ADP bracis-28430 59 14 a a DET bracis-28430 59 15 leaf leaf NOUN bracis-28430 59 16 node node NOUN bracis-28430 59 17 , , PUNCT bracis-28430 59 18 which which PRON bracis-28430 59 19 can can AUX bracis-28430 59 20 branch branch VERB bracis-28430 59 21 again again ADV bracis-28430 59 22 if if SCONJ bracis-28430 59 23 the the DET bracis-28430 59 24 hoeffding hoeffding NOUN bracis-28430 59 25 inequality inequality NOUN bracis-28430 59 26 is be AUX bracis-28430 59 27 met meet VERB bracis-28430 59 28 . . PUNCT bracis-28430 60 1 even even ADV bracis-28430 60 2 though though SCONJ bracis-28430 60 3 hoeffding hoeffde VERB bracis-28430 60 4 adaptive adaptive ADJ bracis-28430 60 5 trees tree NOUN bracis-28430 60 6 significantly significantly ADV bracis-28430 60 7 improve improve VERB bracis-28430 60 8 accuracy accuracy NOUN bracis-28430 60 9 rates rate NOUN bracis-28430 60 10 compared compare VERB bracis-28430 60 11 to to ADP bracis-28430 60 12 incremental incremental ADJ bracis-28430 60 13 trees tree NOUN bracis-28430 60 14 , , PUNCT bracis-28430 60 15 even even ADV bracis-28430 60 16 better well ADJ bracis-28430 60 17 results result NOUN bracis-28430 60 18 are be AUX bracis-28430 60 19 obtained obtain VERB bracis-28430 60 20 when when SCONJ bracis-28430 60 21 creating create VERB bracis-28430 60 22 ensembles ensemble NOUN bracis-28430 60 23 of of ADP bracis-28430 60 24 hoeffding hoeffding NOUN bracis-28430 60 25 trees tree NOUN bracis-28430 60 26 . . PUNCT bracis-28430 61 1 a a DET bracis-28430 61 2 state state NOUN bracis-28430 61 3 - - PUNCT bracis-28430 61 4 of of ADP bracis-28430 61 5 - - PUNCT bracis-28430 61 6 the the DET bracis-28430 61 7 - - PUNCT bracis-28430 61 8 art art NOUN bracis-28430 61 9 exemplar exemplar NOUN bracis-28430 61 10 of of ADP bracis-28430 61 11 ensembles ensemble NOUN bracis-28430 61 12 of of ADP bracis-28430 61 13 hoeffding hoeffding NOUN bracis-28430 61 14 trees tree NOUN bracis-28430 61 15 is be AUX bracis-28430 61 16 the the DET bracis-28430 61 17 adaptive adaptive ADJ bracis-28430 61 18 random random ADJ bracis-28430 61 19 forest forest NOUN bracis-28430 61 20 ( ( PUNCT bracis-28430 61 21 arf arf NOUN bracis-28430 61 22 ) ) PUNCT bracis-28430 62 1 [ [ X bracis-28430 62 2 19 19 NUM bracis-28430 62 3 ] ] PUNCT bracis-28430 62 4 , , PUNCT bracis-28430 62 5 in in ADP bracis-28430 62 6 which which PRON bracis-28430 62 7 randomized randomize VERB bracis-28430 62 8 hoeffding hoeffding NOUN bracis-28430 62 9 trees tree NOUN bracis-28430 62 10 are be AUX bracis-28430 62 11 trained train VERB bracis-28430 62 12 in in ADP bracis-28430 62 13 parallel parallel NOUN bracis-28430 62 14 and and CCONJ bracis-28430 62 15 coupled couple VERB bracis-28430 62 16 with with ADP bracis-28430 62 17 drift drift NOUN bracis-28430 62 18 detectors detector NOUN bracis-28430 62 19 to to PART bracis-28430 62 20 identify identify VERB bracis-28430 62 21 and and CCONJ bracis-28430 62 22 adapt adapt VERB bracis-28430 62 23 to to PART bracis-28430 62 24 concept concept NOUN bracis-28430 62 25 drifts drift NOUN bracis-28430 62 26 rapidly rapidly ADV bracis-28430 62 27 . . PUNCT bracis-28430 63 1 arf arf NOUN bracis-28430 63 2 adjusts adjust VERB bracis-28430 63 3 the the DET bracis-28430 63 4 sampling sampling NOUN bracis-28430 63 5 process process NOUN bracis-28430 63 6 with with ADP bracis-28430 63 7 poisson(\(\lambda poisson(\(\lambda PROPN bracis-28430 63 8 = = NOUN bracis-28430 63 9 6\ 6\ NOUN bracis-28430 63 10 ) ) PUNCT bracis-28430 63 11 ) ) PUNCT bracis-28430 64 1 so so SCONJ bracis-28430 64 2 that that SCONJ bracis-28430 64 3 instances instance NOUN bracis-28430 64 4 have have VERB bracis-28430 64 5 higher high ADJ bracis-28430 64 6 chances chance NOUN bracis-28430 64 7 of of ADP bracis-28430 64 8 being be AUX bracis-28430 64 9 used use VERB bracis-28430 64 10 during during ADP bracis-28430 64 11 training training NOUN bracis-28430 64 12 , , PUNCT bracis-28430 64 13 thus thus ADV bracis-28430 64 14 speeding speed VERB bracis-28430 64 15 up up ADP bracis-28430 64 16 the the DET bracis-28430 64 17 drift drift NOUN bracis-28430 64 18 adaptation adaptation NOUN bracis-28430 64 19 process process NOUN bracis-28430 64 20 . . PUNCT bracis-28430 65 1 in in ADP bracis-28430 65 2 the the DET bracis-28430 65 3 test test NOUN bracis-28430 65 4 step step NOUN bracis-28430 65 5 , , PUNCT bracis-28430 65 6 classifiers classifier NOUN bracis-28430 65 7 ’ ’ PART bracis-28430 65 8 votes vote NOUN bracis-28430 65 9 are be AUX bracis-28430 65 10 combined combine VERB bracis-28430 65 11 using use VERB bracis-28430 65 12 weighted weight VERB bracis-28430 65 13 majority majority NOUN bracis-28430 65 14 voting voting NOUN bracis-28430 65 15 , , PUNCT bracis-28430 65 16 i.e. i.e. X bracis-28430 65 17 , , PUNCT bracis-28430 65 18 classifiers classifier NOUN bracis-28430 65 19 with with ADP bracis-28430 65 20 higher high ADJ bracis-28430 65 21 accuracy accuracy NOUN bracis-28430 65 22 have have VERB bracis-28430 65 23 a a DET bracis-28430 65 24 higher high ADJ bracis-28430 65 25 impact impact NOUN bracis-28430 65 26 on on ADP bracis-28430 65 27 the the DET bracis-28430 65 28 final final ADJ bracis-28430 65 29 prediction prediction NOUN bracis-28430 65 30 . . PUNCT bracis-28430 66 1 consequently consequently ADV bracis-28430 66 2 , , PUNCT bracis-28430 66 3 arf arf PROPN bracis-28430 66 4 is be AUX bracis-28430 66 5 a a DET bracis-28430 66 6 strong strong ADJ bracis-28430 66 7 learner learner NOUN bracis-28430 66 8 that that PRON bracis-28430 66 9 achieves achieve VERB bracis-28430 66 10 state state NOUN bracis-28430 66 11 - - PUNCT bracis-28430 66 12 of of ADP bracis-28430 66 13 - - PUNCT bracis-28430 66 14 the the DET bracis-28430 66 15 - - PUNCT bracis-28430 66 16 art art NOUN bracis-28430 66 17 results result NOUN bracis-28430 66 18 in in ADP bracis-28430 66 19 terms term NOUN bracis-28430 66 20 of of ADP bracis-28430 66 21 accuracy accuracy NOUN bracis-28430 66 22 , , PUNCT bracis-28430 66 23 yet yet ADV bracis-28430 66 24 , , PUNCT bracis-28430 66 25 at at ADP bracis-28430 66 26 the the DET bracis-28430 66 27 high high ADJ bracis-28430 66 28 expense expense NOUN bracis-28430 66 29 of of ADP bracis-28430 66 30 computational computational ADJ bracis-28430 66 31 resources resource NOUN bracis-28430 66 32 . . PUNCT bracis-28430 67 1 2.2 2.2 NUM bracis-28430 67 2 requirements requirement NOUN bracis-28430 67 3 throughout throughout ADP bracis-28430 67 4 the the DET bracis-28430 67 5 training training NOUN bracis-28430 67 6 and and CCONJ bracis-28430 67 7 test test NOUN bracis-28430 67 8 steps step NOUN bracis-28430 67 9 of of ADP bracis-28430 67 10 data datum NOUN bracis-28430 67 11 stream stream NOUN bracis-28430 67 12 classification classification NOUN bracis-28430 67 13 , , PUNCT bracis-28430 67 14 streaming streaming NOUN bracis-28430 67 15 classifiers classifier NOUN bracis-28430 67 16 must must AUX bracis-28430 67 17 meet meet VERB bracis-28430 67 18 certain certain ADJ bracis-28430 67 19 requirements requirement NOUN bracis-28430 67 20 [ [ X bracis-28430 67 21 5 5 NUM bracis-28430 67 22 , , PUNCT bracis-28430 67 23 6 6 NUM bracis-28430 67 24 ] ] NOUN bracis-28430 67 25 : : PUNCT bracis-28430 67 26 requirement requirement NOUN bracis-28430 67 27 # # SYM bracis-28430 67 28 1 1 NUM bracis-28430 67 29 : : PUNCT bracis-28430 67 30 process process VERB bracis-28430 67 31 an an DET bracis-28430 67 32 example example NOUN bracis-28430 67 33 at at ADP bracis-28430 67 34 a a DET bracis-28430 67 35 time time NOUN bracis-28430 67 36 , , PUNCT bracis-28430 67 37 and and CCONJ bracis-28430 67 38 inspect inspect VERB bracis-28430 67 39 it it PRON bracis-28430 67 40 only only ADV bracis-28430 67 41 once once ADV bracis-28430 67 42 ( ( PUNCT bracis-28430 67 43 at at ADP bracis-28430 67 44 most most ADV bracis-28430 67 45 ) ) PUNCT bracis-28430 67 46 ; ; PUNCT bracis-28430 67 47 requirement requirement NOUN bracis-28430 67 48 # # SYM bracis-28430 67 49 2 2 NUM bracis-28430 67 50 : : PUNCT bracis-28430 67 51 use use VERB bracis-28430 67 52 a a DET bracis-28430 67 53 limited limited ADJ bracis-28430 67 54 amount amount NOUN bracis-28430 67 55 of of ADP bracis-28430 67 56 memory memory NOUN bracis-28430 67 57 ; ; PUNCT bracis-28430 67 58 requirement requirement NOUN bracis-28430 67 59 # # SYM bracis-28430 67 60 3 3 NUM bracis-28430 67 61 : : PUNCT bracis-28430 67 62 work work NOUN bracis-28430 67 63 in in ADP bracis-28430 67 64 a a DET bracis-28430 67 65 limited limited ADJ bracis-28430 67 66 amount amount NOUN bracis-28430 67 67 of of ADP bracis-28430 67 68 time time NOUN bracis-28430 67 69 ; ; PUNCT bracis-28430 67 70 requirement requirement NOUN bracis-28430 67 71 # # SYM bracis-28430 67 72 4 4 NUM bracis-28430 67 73 : : PUNCT bracis-28430 67 74 be be AUX bracis-28430 67 75 ready ready ADJ bracis-28430 67 76 to to PART bracis-28430 67 77 predict predict VERB bracis-28430 67 78 at at ADP bracis-28430 67 79 any any DET bracis-28430 67 80 point point NOUN bracis-28430 67 81 ; ; PUNCT bracis-28430 67 82 and and CCONJ bracis-28430 67 83 requirement requirement NOUN bracis-28430 67 84 # # SYM bracis-28430 67 85 5 5 NUM bracis-28430 67 86 : : PUNCT bracis-28430 67 87 detect detect VERB bracis-28430 67 88 and and CCONJ bracis-28430 67 89 adapt adapt VERB bracis-28430 67 90 to to ADP bracis-28430 67 91 concept concept NOUN bracis-28430 67 92 drifts drift NOUN bracis-28430 67 93 . . PUNCT bracis-28430 68 1 this this DET bracis-28430 68 2 list list NOUN bracis-28430 68 3 has have AUX bracis-28430 68 4 been be AUX bracis-28430 68 5 incremented incremente VERB bracis-28430 68 6 in in ADP bracis-28430 68 7 the the DET bracis-28430 68 8 works work NOUN bracis-28430 68 9 of of ADP bracis-28430 68 10 garcía garcía ADJ bracis-28430 68 11 - - PUNCT bracis-28430 68 12 martín martín NOUN bracis-28430 68 13 [ [ X bracis-28430 68 14 13 13 NUM bracis-28430 68 15 , , PUNCT bracis-28430 68 16 14 14 NUM bracis-28430 68 17 , , PUNCT bracis-28430 68 18 17 17 NUM bracis-28430 68 19 ] ] PUNCT bracis-28430 68 20 , , PUNCT bracis-28430 68 21 in in ADP bracis-28430 68 22 which which PRON bracis-28430 68 23 energy energy NOUN bracis-28430 68 24 consumption consumption NOUN bracis-28430 68 25 is be AUX bracis-28430 68 26 highlighted highlight VERB bracis-28430 68 27 as as ADP bracis-28430 68 28 a a DET bracis-28430 68 29 relevant relevant ADJ bracis-28430 68 30 aspect aspect NOUN bracis-28430 68 31 in in ADP bracis-28430 68 32 data datum NOUN bracis-28430 68 33 stream stream NOUN bracis-28430 68 34 mining mining NOUN bracis-28430 68 35 since since SCONJ bracis-28430 68 36 several several ADJ bracis-28430 68 37 classifiers classifier NOUN bracis-28430 68 38 have have AUX bracis-28430 68 39 been be AUX bracis-28430 68 40 tailored tailor VERB bracis-28430 68 41 focusing focus VERB bracis-28430 68 42 solely solely ADV bracis-28430 68 43 on on ADP bracis-28430 68 44 accuracy accuracy NOUN bracis-28430 68 45 and and CCONJ bracis-28430 68 46 overlooking overlook VERB bracis-28430 68 47 sustainability sustainability NOUN bracis-28430 68 48 . . PUNCT bracis-28430 69 1 this this PRON bracis-28430 69 2 is be AUX bracis-28430 69 3 one one NUM bracis-28430 69 4 of of ADP bracis-28430 69 5 the the DET bracis-28430 69 6 main main ADJ bracis-28430 69 7 drivers driver NOUN bracis-28430 69 8 of of ADP bracis-28430 69 9 our our PRON bracis-28430 69 10 work work NOUN bracis-28430 69 11 , , PUNCT bracis-28430 69 12 i.e. i.e. X bracis-28430 69 13 , , PUNCT bracis-28430 69 14 to to PART bracis-28430 69 15 allow allow VERB bracis-28430 69 16 researchers researcher NOUN bracis-28430 69 17 and and CCONJ bracis-28430 69 18 practitioners practitioner NOUN bracis-28430 69 19 to to PART bracis-28430 69 20 quantify quantify VERB bracis-28430 69 21 the the DET bracis-28430 69 22 energy energy NOUN bracis-28430 69 23 consumption consumption NOUN bracis-28430 69 24 of of ADP bracis-28430 69 25 data datum NOUN bracis-28430 69 26 stream stream NOUN bracis-28430 69 27 classifiers classifier NOUN bracis-28430 69 28 and and CCONJ bracis-28430 69 29 determine determine NOUN bracis-28430 69 30 under under ADP bracis-28430 69 31 which which DET bracis-28430 69 32 conditions condition NOUN bracis-28430 69 33 they they PRON bracis-28430 69 34 fail fail VERB bracis-28430 69 35 to to PART bracis-28430 69 36 meet meet VERB bracis-28430 69 37 energy energy NOUN bracis-28430 69 38 sustainability sustainability NOUN bracis-28430 69 39 criteria criterion NOUN bracis-28430 69 40 . . PUNCT bracis-28430 70 1 3 3 NUM bracis-28430 70 2 related relate VERB bracis-28430 70 3 works work NOUN bracis-28430 70 4 over over ADP bracis-28430 70 5 the the DET bracis-28430 70 6 years year NOUN bracis-28430 70 7 , , PUNCT bracis-28430 70 8 different different ADJ bracis-28430 70 9 approaches approach NOUN bracis-28430 70 10 to to ADP bracis-28430 70 11 measuring measure VERB bracis-28430 70 12 energy energy NOUN bracis-28430 70 13 consumption consumption NOUN bracis-28430 70 14 have have AUX bracis-28430 70 15 been be AUX bracis-28430 70 16 proposed propose VERB bracis-28430 70 17 . . PUNCT bracis-28430 71 1 this this DET bracis-28430 71 2 section section NOUN bracis-28430 71 3 highlights highlight NOUN bracis-28430 71 4 approaches approach NOUN bracis-28430 71 5 for for ADP bracis-28430 71 6 measuring measure VERB bracis-28430 71 7 energy energy NOUN bracis-28430 71 8 consumption consumption NOUN bracis-28430 71 9 in in ADP bracis-28430 71 10 data datum NOUN bracis-28430 71 11 stream stream NOUN bracis-28430 71 12 mining mining NOUN bracis-28430 71 13 and and CCONJ bracis-28430 71 14 decreasing decrease VERB bracis-28430 71 15 energy energy NOUN bracis-28430 71 16 usage usage NOUN bracis-28430 71 17 . . PUNCT bracis-28430 72 1 a a DET bracis-28430 72 2 first first ADJ bracis-28430 72 3 significant significant ADJ bracis-28430 72 4 study study NOUN bracis-28430 72 5 is be AUX bracis-28430 72 6 [ [ X bracis-28430 72 7 16 16 NUM bracis-28430 72 8 ] ] PUNCT bracis-28430 72 9 , , PUNCT bracis-28430 72 10 in in ADP bracis-28430 72 11 which which PRON bracis-28430 72 12 authors author NOUN bracis-28430 72 13 used use VERB bracis-28430 72 14 powerapi powerapi NOUN bracis-28430 72 15 [ [ X bracis-28430 72 16 30 30 NUM bracis-28430 72 17 ] ] PUNCT bracis-28430 72 18 to to PART bracis-28430 72 19 quantify quantify VERB bracis-28430 72 20 the the DET bracis-28430 72 21 energy energy NOUN bracis-28430 72 22 consumption consumption NOUN bracis-28430 72 23 of of ADP bracis-28430 72 24 hoeffding hoeffding NOUN bracis-28430 72 25 trees tree NOUN bracis-28430 72 26 despite despite SCONJ bracis-28430 72 27 acknowledging acknowledge VERB bracis-28430 72 28 that that SCONJ bracis-28430 72 29 it it PRON bracis-28430 72 30 overlooks overlook VERB bracis-28430 72 31 ram ram NOUN bracis-28430 72 32 consumption consumption NOUN bracis-28430 72 33 . . PUNCT bracis-28430 73 1 the the DET bracis-28430 73 2 same same ADJ bracis-28430 73 3 authors author NOUN bracis-28430 73 4 have have AUX bracis-28430 73 5 changed change VERB bracis-28430 73 6 their their PRON bracis-28430 73 7 approach approach NOUN bracis-28430 73 8 in in ADP bracis-28430 73 9 [ [ X bracis-28430 73 10 15 15 NUM bracis-28430 73 11 ] ] PUNCT bracis-28430 73 12 , , PUNCT bracis-28430 73 13 in in ADP bracis-28430 73 14 which which PRON bracis-28430 73 15 jalen jalen AUX bracis-28430 73 16 ( ( PUNCT bracis-28430 73 17 now now ADV bracis-28430 73 18 called call VERB bracis-28430 73 19 jourlarx jourlarx NOUN bracis-28430 73 20 ) ) PUNCT bracis-28430 74 1 [ [ X bracis-28430 74 2 26 26 NUM bracis-28430 74 3 ] ] PUNCT bracis-28430 74 4 has have AUX bracis-28430 74 5 been be AUX bracis-28430 74 6 used use VERB bracis-28430 74 7 to to PART bracis-28430 74 8 quantify quantify VERB bracis-28430 74 9 energy energy NOUN bracis-28430 74 10 consumption consumption NOUN bracis-28430 74 11 of of ADP bracis-28430 74 12 hoeffding hoeffding NOUN bracis-28430 74 13 trees tree NOUN bracis-28430 74 14 on on ADP bracis-28430 74 15 a a DET bracis-28430 74 16 function function NOUN bracis-28430 74 17 - - PUNCT bracis-28430 74 18 basis basis NOUN bracis-28430 74 19 . . PUNCT bracis-28430 75 1 this this PRON bracis-28430 75 2 allowed allow VERB bracis-28430 75 3 the the DET bracis-28430 75 4 authors author NOUN bracis-28430 75 5 to to PART bracis-28430 75 6 identify identify VERB bracis-28430 75 7 bottlenecks bottleneck NOUN bracis-28430 75 8 in in ADP bracis-28430 75 9 the the DET bracis-28430 75 10 existing exist VERB bracis-28430 75 11 hoeffding hoeffding NOUN bracis-28430 75 12 tree tree NOUN bracis-28430 75 13 implementation implementation NOUN bracis-28430 75 14 available available ADJ bracis-28430 75 15 in in ADP bracis-28430 75 16 moa moa NOUN bracis-28430 75 17 . . PUNCT bracis-28430 76 1 finally finally ADV bracis-28430 76 2 , , PUNCT bracis-28430 76 3 authors author NOUN bracis-28430 76 4 in in ADP bracis-28430 76 5 [ [ X bracis-28430 76 6 13 13 NUM bracis-28430 76 7 ] ] PUNCT bracis-28430 76 8 and and CCONJ bracis-28430 76 9 [ [ X bracis-28430 76 10 14 14 NUM bracis-28430 76 11 ] ] PUNCT bracis-28430 76 12 have have AUX bracis-28430 76 13 used use VERB bracis-28430 76 14 intel intel PROPN bracis-28430 76 15 ’s ’s PART bracis-28430 76 16 rapl rapl NOUN bracis-28430 77 1 [ [ X bracis-28430 77 2 7 7 X bracis-28430 77 3 ] ] PUNCT bracis-28430 77 4 to to PART bracis-28430 77 5 quantify quantify VERB bracis-28430 77 6 the the DET bracis-28430 77 7 energy energy NOUN bracis-28430 77 8 consumed consume VERB bracis-28430 77 9 by by ADP bracis-28430 77 10 the the DET bracis-28430 77 11 dram dram PROPN bracis-28430 77 12 and and CCONJ bracis-28430 77 13 the the DET bracis-28430 77 14 processor processor NOUN bracis-28430 77 15 based base VERB bracis-28430 77 16 on on ADP bracis-28430 77 17 accesses access NOUN bracis-28430 77 18 to to ADP bracis-28430 77 19 the the DET bracis-28430 77 20 processor processor NOUN bracis-28430 77 21 performance performance NOUN bracis-28430 77 22 counters counter NOUN bracis-28430 77 23 . . PUNCT bracis-28430 78 1 even even ADV bracis-28430 78 2 though though SCONJ bracis-28430 78 3 intel intel PROPN bracis-28430 78 4 ’s ’s PART bracis-28430 78 5 rapl rapl PROPN bracis-28430 78 6 code code VERB bracis-28430 78 7 is be AUX bracis-28430 78 8 not not PART bracis-28430 78 9 available available ADJ bracis-28430 78 10 , , PUNCT bracis-28430 78 11 authors author NOUN bracis-28430 78 12 disclose disclose VERB bracis-28430 78 13 that that SCONJ bracis-28430 78 14 its its PRON bracis-28430 78 15 accuracy accuracy NOUN bracis-28430 78 16 has have AUX bracis-28430 78 17 been be AUX bracis-28430 78 18 checked check VERB bracis-28430 78 19 in in ADP bracis-28430 78 20 [ [ X bracis-28430 78 21 21 21 NUM bracis-28430 78 22 ] ] PUNCT bracis-28430 78 23 and and CCONJ bracis-28430 78 24 that that SCONJ bracis-28430 78 25 it it PRON bracis-28430 78 26 does do AUX bracis-28430 78 27 not not PART bracis-28430 78 28 introduce introduce VERB bracis-28430 78 29 processing processing NOUN bracis-28430 78 30 overheads overhead NOUN bracis-28430 78 31 . . PUNCT bracis-28430 79 1 it it PRON bracis-28430 79 2 is be AUX bracis-28430 79 3 also also ADV bracis-28430 79 4 relevant relevant ADJ bracis-28430 79 5 to to PART bracis-28430 79 6 highlight highlight VERB bracis-28430 79 7 that that SCONJ bracis-28430 79 8 the the DET bracis-28430 79 9 work work NOUN bracis-28430 79 10 of of ADP bracis-28430 79 11 [ [ X bracis-28430 79 12 14 14 NUM bracis-28430 79 13 ] ] PUNCT bracis-28430 79 14 introduces introduce VERB bracis-28430 79 15 a a DET bracis-28430 79 16 hoeffding hoeffding NOUN bracis-28430 79 17 tree tree NOUN bracis-28430 79 18 variant variant NOUN bracis-28430 79 19 in in ADP bracis-28430 79 20 which which PRON bracis-28430 79 21 the the DET bracis-28430 79 22 grace grace NOUN bracis-28430 79 23 period period NOUN bracis-28430 79 24 ( ( PUNCT bracis-28430 79 25 \(n_{\min \(n_{\min X bracis-28430 79 26 } } PUNCT bracis-28430 79 27 \ \ NOUN bracis-28430 79 28 ) ) PUNCT bracis-28430 79 29 ) ) PUNCT bracis-28430 79 30 is be AUX bracis-28430 79 31 adjusted adjust VERB bracis-28430 79 32 so so SCONJ bracis-28430 79 33 that that SCONJ bracis-28430 79 34 branching branching NOUN bracis-28430 79 35 is be AUX bracis-28430 79 36 only only ADV bracis-28430 79 37 attempted attempt VERB bracis-28430 79 38 according accord VERB bracis-28430 79 39 to to ADP bracis-28430 79 40 a a DET bracis-28430 79 41 user user NOUN bracis-28430 79 42 - - PUNCT bracis-28430 79 43 given give VERB bracis-28430 79 44 threshold threshold NOUN bracis-28430 79 45 . . PUNCT bracis-28430 80 1 the the DET bracis-28430 80 2 results result NOUN bracis-28430 80 3 showed show VERB bracis-28430 80 4 that that SCONJ bracis-28430 80 5 the the DET bracis-28430 80 6 proposed propose VERB bracis-28430 80 7 hoeffding hoeffding NOUN bracis-28430 80 8 tree tree NOUN bracis-28430 80 9 variant variant NOUN bracis-28430 80 10 has have VERB bracis-28430 80 11 accuracy accuracy NOUN bracis-28430 80 12 convergence convergence NOUN bracis-28430 80 13 while while SCONJ bracis-28430 80 14 approximately approximately ADV bracis-28430 80 15 65 65 NUM bracis-28430 80 16 % % NOUN bracis-28430 80 17 less less ADJ bracis-28430 80 18 energy energy NOUN bracis-28430 80 19 consumption consumption NOUN bracis-28430 80 20 rates rate NOUN bracis-28430 80 21 . . PUNCT bracis-28430 81 1 on on ADP bracis-28430 81 2 the the DET bracis-28430 81 3 other other ADJ bracis-28430 81 4 hand hand NOUN bracis-28430 81 5 , , PUNCT bracis-28430 81 6 the the DET bracis-28430 81 7 work work NOUN bracis-28430 81 8 of of ADP bracis-28430 81 9 [ [ X bracis-28430 81 10 13 13 NUM bracis-28430 81 11 ] ] PUNCT bracis-28430 81 12 introduces introduce VERB bracis-28430 81 13 a a DET bracis-28430 81 14 framework framework NOUN bracis-28430 81 15 to to PART bracis-28430 81 16 quantify quantify VERB bracis-28430 81 17 the the DET bracis-28430 81 18 energy energy NOUN bracis-28430 81 19 consumption consumption NOUN bracis-28430 81 20 of of ADP bracis-28430 81 21 hoeffding hoeffding NOUN bracis-28430 81 22 tree tree NOUN bracis-28430 81 23 ensembles ensemble NOUN bracis-28430 81 24 while while SCONJ bracis-28430 81 25 accounting account VERB bracis-28430 81 26 for for ADP bracis-28430 81 27 decision decision NOUN bracis-28430 81 28 tree tree NOUN bracis-28430 81 29 learning learning NOUN bracis-28430 81 30 , , PUNCT bracis-28430 81 31 drift drift NOUN bracis-28430 81 32 detectors detector NOUN bracis-28430 81 33 , , PUNCT bracis-28430 81 34 and and CCONJ bracis-28430 81 35 tree tree NOUN bracis-28430 81 36 replacement replacement NOUN bracis-28430 81 37 . . PUNCT bracis-28430 82 1 regarding regard VERB bracis-28430 82 2 all all PRON bracis-28430 82 3 of of ADP bracis-28430 82 4 the the DET bracis-28430 82 5 works work NOUN bracis-28430 82 6 mentioned mention VERB bracis-28430 82 7 above above ADV bracis-28430 82 8 , , PUNCT bracis-28430 82 9 a a DET bracis-28430 82 10 significant significant ADJ bracis-28430 82 11 drawback drawback NOUN bracis-28430 82 12 is be AUX bracis-28430 82 13 that that SCONJ bracis-28430 82 14 energy energy NOUN bracis-28430 82 15 consumption consumption NOUN bracis-28430 82 16 has have AUX bracis-28430 82 17 been be AUX bracis-28430 82 18 tackled tackle VERB bracis-28430 82 19 solely solely ADV bracis-28430 82 20 for for ADP bracis-28430 82 21 hoeffding hoeffding NOUN bracis-28430 82 22 trees tree NOUN bracis-28430 82 23 , , PUNCT bracis-28430 82 24 and and CCONJ bracis-28430 82 25 no no DET bracis-28430 82 26 general general ADJ bracis-28430 82 27 open open ADJ bracis-28430 82 28 - - PUNCT bracis-28430 82 29 source source NOUN bracis-28430 82 30 tool tool NOUN bracis-28430 82 31 makes make VERB bracis-28430 82 32 energy energy NOUN bracis-28430 82 33 consumption consumption NOUN bracis-28430 82 34 is be AUX bracis-28430 82 35 easily easily ADV bracis-28430 82 36 available available ADJ bracis-28430 82 37 for for ADP bracis-28430 82 38 researchers researcher NOUN bracis-28430 82 39 and and CCONJ bracis-28430 82 40 practitioners practitioner NOUN bracis-28430 82 41 . . PUNCT bracis-28430 83 1 our our PRON bracis-28430 83 2 proposal proposal NOUN bracis-28430 83 3 is be AUX bracis-28430 83 4 brought bring VERB bracis-28430 83 5 forward forward ADV bracis-28430 83 6 in in ADP bracis-28430 83 7 the the DET bracis-28430 83 8 next next ADJ bracis-28430 83 9 section section NOUN bracis-28430 83 10 , , PUNCT bracis-28430 83 11 and and CCONJ bracis-28430 83 12 it it PRON bracis-28430 83 13 circumvents circumvent VERB bracis-28430 83 14 such such ADJ bracis-28430 83 15 problems problem NOUN bracis-28430 83 16 . . PUNCT bracis-28430 84 1 4 4 NUM bracis-28430 84 2 proposal proposal NOUN bracis-28430 84 3 in in ADP bracis-28430 84 4 this this DET bracis-28430 84 5 section section NOUN bracis-28430 84 6 , , PUNCT bracis-28430 84 7 we we PRON bracis-28430 84 8 detail detail VERB bracis-28430 84 9 our our PRON bracis-28430 84 10 tool tool NOUN bracis-28430 84 11 to to PART bracis-28430 84 12 quantify quantify VERB bracis-28430 84 13 the the DET bracis-28430 84 14 energy energy NOUN bracis-28430 84 15 consumption consumption NOUN bracis-28430 84 16 of of ADP bracis-28430 84 17 data datum NOUN bracis-28430 84 18 stream stream NOUN bracis-28430 84 19 mining mining NOUN bracis-28430 84 20 algorithms algorithm NOUN bracis-28430 84 21 . . PUNCT bracis-28430 85 1 our our PRON bracis-28430 85 2 tool tool NOUN bracis-28430 85 3 is be AUX bracis-28430 85 4 embedded embed VERB bracis-28430 85 5 within within ADP bracis-28430 85 6 the the DET bracis-28430 85 7 massive massive ADJ bracis-28430 85 8 online online ADJ bracis-28430 85 9 analysis analysis NOUN bracis-28430 85 10 ( ( PUNCT bracis-28430 85 11 moa moa NOUN bracis-28430 85 12 ) ) PUNCT bracis-28430 85 13 framework framework NOUN bracis-28430 85 14 [ [ X bracis-28430 85 15 6 6 NUM bracis-28430 85 16 ] ] PUNCT bracis-28430 85 17 , , PUNCT bracis-28430 85 18 yet yet ADV bracis-28430 85 19 , , PUNCT bracis-28430 85 20 its its PRON bracis-28430 85 21 rationale rationale NOUN bracis-28430 85 22 can can AUX bracis-28430 85 23 be be AUX bracis-28430 85 24 used use VERB bracis-28430 85 25 in in ADP bracis-28430 85 26 other other ADJ bracis-28430 85 27 tools tool NOUN bracis-28430 85 28 like like ADP bracis-28430 85 29 river river NOUN bracis-28430 86 1 [ [ X bracis-28430 86 2 25 25 NUM bracis-28430 86 3 ] ] PUNCT bracis-28430 86 4 . . PUNCT bracis-28430 87 1 our our PRON bracis-28430 87 2 tool tool NOUN bracis-28430 87 3 uses use VERB bracis-28430 87 4 intel intel PROPN bracis-28430 87 5 ’s ’s PART bracis-28430 87 6 rapl rapl NOUN bracis-28430 88 1 [ [ X bracis-28430 88 2 7 7 X bracis-28430 88 3 ] ] PUNCT bracis-28430 88 4 and and CCONJ bracis-28430 88 5 can can AUX bracis-28430 88 6 be be AUX bracis-28430 88 7 seen see VERB bracis-28430 88 8 as as ADP bracis-28430 88 9 a a DET bracis-28430 88 10 plugin plugin NOUN bracis-28430 88 11 to to ADP bracis-28430 88 12 the the DET bracis-28430 88 13 massive massive ADJ bracis-28430 88 14 online online ADJ bracis-28430 88 15 analysis analysis NOUN bracis-28430 88 16 ( ( PUNCT bracis-28430 88 17 moa moa NOUN bracis-28430 88 18 ) ) PUNCT bracis-28430 88 19 framework framework NOUN bracis-28430 88 20 . . PUNCT bracis-28430 89 1 the the DET bracis-28430 89 2 general general ADJ bracis-28430 89 3 idea idea NOUN bracis-28430 89 4 of of ADP bracis-28430 89 5 our our PRON bracis-28430 89 6 tool tool NOUN bracis-28430 89 7 is be AUX bracis-28430 89 8 given give VERB bracis-28430 89 9 in in ADP bracis-28430 89 10 fig fig NOUN bracis-28430 89 11 . . PUNCT bracis-28430 89 12     SPACE bracis-28430 90 1 1 1 NUM bracis-28430 90 2 , , PUNCT bracis-28430 90 3 in in ADP bracis-28430 90 4 which which PRON bracis-28430 90 5 we we PRON bracis-28430 90 6 see see VERB bracis-28430 90 7 that that SCONJ bracis-28430 90 8 rapl rapl PRON bracis-28430 90 9 is be AUX bracis-28430 90 10 used use VERB bracis-28430 90 11 to to PART bracis-28430 90 12 quantify quantify VERB bracis-28430 90 13 energy energy NOUN bracis-28430 90 14 consumption consumption NOUN bracis-28430 90 15 in in ADP bracis-28430 90 16 data datum NOUN bracis-28430 90 17 acquisition acquisition NOUN bracis-28430 90 18 and and CCONJ bracis-28430 90 19 models model NOUN bracis-28430 90 20 ’ ' PUNCT bracis-28430 90 21 training training NOUN bracis-28430 90 22 and and CCONJ bracis-28430 90 23 testing testing NOUN bracis-28430 90 24 phases phase NOUN bracis-28430 90 25 . . PUNCT bracis-28430 91 1 once once ADV bracis-28430 91 2 an an DET bracis-28430 91 3 experiment experiment NOUN bracis-28430 91 4 starts start VERB bracis-28430 91 5 , , PUNCT bracis-28430 91 6 energy energy NOUN bracis-28430 91 7 measurements measurement NOUN bracis-28430 91 8 are be AUX bracis-28430 91 9 initialized initialize VERB bracis-28430 91 10 . . PUNCT bracis-28430 92 1 during during ADP bracis-28430 92 2 data data NOUN bracis-28430 92 3 stream stream NOUN bracis-28430 92 4 processing processing NOUN bracis-28430 92 5 , , PUNCT bracis-28430 92 6 arriving arrive VERB bracis-28430 92 7 instances instance NOUN bracis-28430 92 8 are be AUX bracis-28430 92 9 used use VERB bracis-28430 92 10 to to PART bracis-28430 92 11 determine determine VERB bracis-28430 92 12 processing processing NOUN bracis-28430 92 13 and and CCONJ bracis-28430 92 14 energy energy NOUN bracis-28430 92 15 readings reading NOUN bracis-28430 92 16 before before ADP bracis-28430 92 17 and and CCONJ bracis-28430 92 18 after after ADP bracis-28430 92 19 processing processing NOUN bracis-28430 92 20 , , PUNCT bracis-28430 92 21 i.e. i.e. X bracis-28430 92 22 , , PUNCT bracis-28430 92 23 testing testing NOUN bracis-28430 92 24 and and CCONJ bracis-28430 92 25 training training NOUN bracis-28430 92 26 steps step NOUN bracis-28430 92 27 . . PUNCT bracis-28430 93 1 these these DET bracis-28430 93 2 readings reading NOUN bracis-28430 93 3 are be AUX bracis-28430 93 4 used use VERB bracis-28430 93 5 to to PART bracis-28430 93 6 compute compute VERB bracis-28430 93 7 energy energy NOUN bracis-28430 93 8 consumption consumption NOUN bracis-28430 93 9 rates rate NOUN bracis-28430 93 10 during during ADP bracis-28430 93 11 the the DET bracis-28430 93 12 experiment experiment NOUN bracis-28430 93 13 . . PUNCT bracis-28430 94 1 for for ADP bracis-28430 94 2 each each PRON bracis-28430 94 3 of of ADP bracis-28430 94 4 the the DET bracis-28430 94 5 stages stage NOUN bracis-28430 94 6 , , PUNCT bracis-28430 94 7 there there PRON bracis-28430 94 8 are be VERB bracis-28430 94 9 different different ADJ bracis-28430 94 10 forms form NOUN bracis-28430 94 11 of of ADP bracis-28430 94 12 measuring measure VERB bracis-28430 94 13 energy energy NOUN bracis-28430 94 14 consumption consumption NOUN bracis-28430 94 15 . . PUNCT bracis-28430 95 1 the the DET bracis-28430 95 2 framework framework NOUN bracis-28430 95 3 controls control VERB bracis-28430 95 4 the the DET bracis-28430 95 5 flow flow NOUN bracis-28430 95 6 of of ADP bracis-28430 95 7 the the DET bracis-28430 95 8 data datum NOUN bracis-28430 95 9 stream stream NOUN bracis-28430 95 10 model model NOUN bracis-28430 95 11 to to PART bracis-28430 95 12 start start VERB bracis-28430 95 13 the the DET bracis-28430 95 14 energy energy NOUN bracis-28430 95 15 measurement measurement NOUN bracis-28430 95 16 right right ADV bracis-28430 95 17 before before SCONJ bracis-28430 95 18 it it PRON bracis-28430 95 19 begins begin VERB bracis-28430 95 20 processing process VERB bracis-28430 95 21 the the DET bracis-28430 95 22 samples sample NOUN bracis-28430 95 23 . . PUNCT bracis-28430 96 1 at at ADP bracis-28430 96 2 each each DET bracis-28430 96 3 cycle cycle NOUN bracis-28430 96 4 , , PUNCT bracis-28430 96 5 the the DET bracis-28430 96 6 measurement measurement NOUN bracis-28430 96 7 is be AUX bracis-28430 96 8 taken take VERB bracis-28430 96 9 and and CCONJ bracis-28430 96 10 presented present VERB bracis-28430 96 11 in in ADP bracis-28430 96 12 real real ADJ bracis-28430 96 13 - - PUNCT bracis-28430 96 14 time time NOUN bracis-28430 96 15 to to ADP bracis-28430 96 16 the the DET bracis-28430 96 17 user user NOUN bracis-28430 96 18 . . PUNCT bracis-28430 97 1 at at ADP bracis-28430 97 2 the the DET bracis-28430 97 3 end end NOUN bracis-28430 97 4 of of ADP bracis-28430 97 5 the the DET bracis-28430 97 6 process process NOUN bracis-28430 97 7 , , PUNCT bracis-28430 97 8 a a DET bracis-28430 97 9 graph graph NOUN bracis-28430 97 10 showing show VERB bracis-28430 97 11 the the DET bracis-28430 97 12 instantaneous instantaneous ADJ bracis-28430 97 13 measurement measurement NOUN bracis-28430 97 14 for for ADP bracis-28430 97 15 each each DET bracis-28430 97 16 cycle cycle NOUN bracis-28430 97 17 is be AUX bracis-28430 97 18 presented present VERB bracis-28430 97 19 to to ADP bracis-28430 97 20 the the DET bracis-28430 97 21 user user NOUN bracis-28430 97 22 . . PUNCT bracis-28430 98 1 fig fig NOUN bracis-28430 98 2 . . PUNCT bracis-28430 99 1 1 1 X bracis-28430 99 2 . . X bracis-28430 99 3 overview overview NOUN bracis-28430 99 4 of of ADP bracis-28430 99 5 the the DET bracis-28430 99 6 proposed propose VERB bracis-28430 99 7 energy energy NOUN bracis-28430 99 8 measuring measure VERB bracis-28430 99 9 framework framework NOUN bracis-28430 99 10 . . PUNCT bracis-28430 100 1 the the DET bracis-28430 100 2 tool tool NOUN bracis-28430 100 3 measures measure VERB bracis-28430 100 4 energy energy NOUN bracis-28430 100 5 consumption consumption NOUN bracis-28430 100 6 during during ADP bracis-28430 100 7 data data NOUN bracis-28430 100 8 acquisition acquisition NOUN bracis-28430 100 9 and and CCONJ bracis-28430 100 10 model model NOUN bracis-28430 100 11 training training NOUN bracis-28430 100 12 and and CCONJ bracis-28430 100 13 testing testing NOUN bracis-28430 100 14 . . PUNCT bracis-28430 101 1 full full ADJ bracis-28430 101 2 size size NOUN bracis-28430 101 3 image image NOUN bracis-28430 101 4 since since SCONJ bracis-28430 101 5 our our PRON bracis-28430 101 6 tool tool NOUN bracis-28430 101 7 is be AUX bracis-28430 101 8 based base VERB bracis-28430 101 9 on on ADP bracis-28430 101 10 intel intel PROPN bracis-28430 101 11 rapl rapl NOUN bracis-28430 101 12 , , PUNCT bracis-28430 101 13 we we PRON bracis-28430 101 14 provide provide VERB bracis-28430 101 15 in in ADP bracis-28430 101 16 fig fig NOUN bracis-28430 101 17 . . PUNCT bracis-28430 101 18     SPACE bracis-28430 102 1 2 2 NUM bracis-28430 102 2 details detail NOUN bracis-28430 102 3 on on ADP bracis-28430 102 4 how how SCONJ bracis-28430 102 5 our our PRON bracis-28430 102 6 plugin plugin NOUN bracis-28430 102 7 interacts interact VERB bracis-28430 102 8 with with ADP bracis-28430 102 9 moa moa NOUN bracis-28430 102 10 , , PUNCT bracis-28430 102 11 rapl rapl NOUN bracis-28430 102 12 , , PUNCT bracis-28430 102 13 and and CCONJ bracis-28430 102 14 the the DET bracis-28430 102 15 linux linux PROPN bracis-28430 102 16 kernel kernel PROPN bracis-28430 102 17 . . PUNCT bracis-28430 103 1 as as SCONJ bracis-28430 103 2 new new ADJ bracis-28430 103 3 data datum NOUN bracis-28430 103 4 becomes become VERB bracis-28430 103 5 available available ADJ bracis-28430 103 6 for for ADP bracis-28430 103 7 processing processing NOUN bracis-28430 103 8 , , PUNCT bracis-28430 103 9 the the DET bracis-28430 103 10 plugin plugin NOUN bracis-28430 103 11 requests request VERB bracis-28430 103 12 measurements measurement NOUN bracis-28430 103 13 from from ADP bracis-28430 103 14 the the DET bracis-28430 103 15 linux linux PROPN bracis-28430 103 16 kernel kernel PROPN bracis-28430 103 17 , , PUNCT bracis-28430 103 18 receiving receive VERB bracis-28430 103 19 the the DET bracis-28430 103 20 response response NOUN bracis-28430 103 21 of of ADP bracis-28430 103 22 how how SCONJ bracis-28430 103 23 much much ADJ bracis-28430 103 24 energy energy NOUN bracis-28430 103 25 has have AUX bracis-28430 103 26 been be AUX bracis-28430 103 27 spent spend VERB bracis-28430 103 28 during during ADP bracis-28430 103 29 the the DET bracis-28430 103 30 testing testing NOUN bracis-28430 103 31 and and CCONJ bracis-28430 103 32 training training NOUN bracis-28430 103 33 phases phase NOUN bracis-28430 103 34 . . PUNCT bracis-28430 104 1 these these DET bracis-28430 104 2 values value NOUN bracis-28430 104 3 are be AUX bracis-28430 104 4 summed sum VERB bracis-28430 104 5 and and CCONJ bracis-28430 104 6 made make VERB bracis-28430 104 7 available available ADJ bracis-28430 104 8 whenever whenever SCONJ bracis-28430 104 9 the the DET bracis-28430 104 10 evaluation evaluation NOUN bracis-28430 104 11 interface interface NOUN bracis-28430 104 12 ( ( PUNCT bracis-28430 104 13 the the DET bracis-28430 104 14 so so ADV bracis-28430 104 15 - - PUNCT bracis-28430 104 16 called call VERB bracis-28430 104 17 evaluation evaluation NOUN bracis-28430 104 18 frequency frequency NOUN bracis-28430 104 19 parameter parameter NOUN bracis-28430 104 20 ) ) PUNCT bracis-28430 104 21 requests request VERB bracis-28430 104 22 an an DET bracis-28430 104 23 energy energy NOUN bracis-28430 104 24 consumption consumption NOUN bracis-28430 104 25 rate rate NOUN bracis-28430 104 26 . . PUNCT bracis-28430 105 1 figure figure NOUN bracis-28430 105 2     SPACE bracis-28430 105 3 3 3 NUM bracis-28430 105 4 exemplifies exemplify VERB bracis-28430 105 5 the the DET bracis-28430 105 6 energy energy NOUN bracis-28430 105 7 consumption consumption NOUN bracis-28430 105 8 rates rate NOUN bracis-28430 105 9 measured measure VERB bracis-28430 105 10 by by ADP bracis-28430 105 11 the the DET bracis-28430 105 12 proposed propose VERB bracis-28430 105 13 tool tool NOUN bracis-28430 105 14 and and CCONJ bracis-28430 105 15 how how SCONJ bracis-28430 105 16 it it PRON bracis-28430 105 17 is be AUX bracis-28430 105 18 reported report VERB bracis-28430 105 19 in in ADP bracis-28430 105 20 moa moa NOUN bracis-28430 105 21 alongside alongside ADP bracis-28430 105 22 other other ADJ bracis-28430 105 23 evaluation evaluation NOUN bracis-28430 105 24 metrics metric NOUN bracis-28430 105 25 . . PUNCT bracis-28430 106 1 fig fig NOUN bracis-28430 106 2 . . PUNCT bracis-28430 107 1 2 2 X bracis-28430 107 2 . . X bracis-28430 107 3 measuring measure VERB bracis-28430 107 4 energy energy NOUN bracis-28430 107 5 consumption consumption NOUN bracis-28430 107 6 using use VERB bracis-28430 107 7 rapl rapl NOUN bracis-28430 107 8 . . PUNCT bracis-28430 108 1 full full ADJ bracis-28430 108 2 size size NOUN bracis-28430 108 3 image image NOUN bracis-28430 108 4 fig fig NOUN bracis-28430 108 5 . . PUNCT bracis-28430 109 1 3 3 X bracis-28430 109 2 . . X bracis-28430 109 3 screenshot screenshot NOUN bracis-28430 109 4 of of ADP bracis-28430 109 5 the the DET bracis-28430 109 6 massive massive ADJ bracis-28430 109 7 online online ADJ bracis-28430 109 8 analysis analysis NOUN bracis-28430 109 9 ( ( PUNCT bracis-28430 109 10 moa moa NOUN bracis-28430 109 11 ) ) PUNCT bracis-28430 109 12 framework framework NOUN bracis-28430 109 13 with with ADP bracis-28430 109 14 results result NOUN bracis-28430 109 15 provided provide VERB bracis-28430 109 16 by by ADP bracis-28430 109 17 the the DET bracis-28430 109 18 proposed propose VERB bracis-28430 109 19 tool tool NOUN bracis-28430 109 20 . . PUNCT bracis-28430 110 1 full full ADJ bracis-28430 110 2 size size NOUN bracis-28430 110 3 image image NOUN bracis-28430 110 4 the the DET bracis-28430 110 5 source source NOUN bracis-28430 110 6 code code NOUN bracis-28430 110 7 of of ADP bracis-28430 110 8 our our PRON bracis-28430 110 9 proposal proposal NOUN bracis-28430 110 10 and and CCONJ bracis-28430 110 11 experimentation experimentation NOUN bracis-28430 110 12 can can AUX bracis-28430 110 13 be be AUX bracis-28430 110 14 found find VERB bracis-28430 110 15 at at ADP bracis-28430 110 16 https://github.com/ericonuki/moa-bringing-awareness-green-ict https://github.com/ericonuki/moa-bringing-awareness-green-ict NOUN bracis-28430 110 17 . . PUNCT bracis-28430 111 1 5 5 NUM bracis-28430 111 2 experiments experiment NOUN bracis-28430 111 3 this this DET bracis-28430 111 4 section section NOUN bracis-28430 111 5 presents present VERB bracis-28430 111 6 the the DET bracis-28430 111 7 experiments experiment NOUN bracis-28430 111 8 conducted conduct VERB bracis-28430 111 9 to to PART bracis-28430 111 10 assess assess VERB bracis-28430 111 11 our our PRON bracis-28430 111 12 proposed propose VERB bracis-28430 111 13 tool tool NOUN bracis-28430 111 14 to to PART bracis-28430 111 15 measure measure VERB bracis-28430 111 16 energy energy NOUN bracis-28430 111 17 consumption consumption NOUN bracis-28430 111 18 in in ADP bracis-28430 111 19 data datum NOUN bracis-28430 111 20 streams stream NOUN bracis-28430 111 21 . . PUNCT bracis-28430 112 1 in in ADP bracis-28430 112 2 particular particular ADJ bracis-28430 112 3 , , PUNCT bracis-28430 112 4 this this DET bracis-28430 112 5 section section NOUN bracis-28430 112 6 is be AUX bracis-28430 112 7 divided divide VERB bracis-28430 112 8 into into ADP bracis-28430 112 9 two two NUM bracis-28430 112 10 experiments experiment NOUN bracis-28430 112 11 . . PUNCT bracis-28430 113 1 first first ADV bracis-28430 113 2 , , PUNCT bracis-28430 113 3 we we PRON bracis-28430 113 4 analyze analyze VERB bracis-28430 113 5 our our PRON bracis-28430 113 6 tool tool NOUN bracis-28430 113 7 against against ADP bracis-28430 113 8 a a DET bracis-28430 113 9 hardware hardware NOUN bracis-28430 113 10 solution solution NOUN bracis-28430 113 11 , , PUNCT bracis-28430 113 12 which which PRON bracis-28430 113 13 serves serve VERB bracis-28430 113 14 as as ADP bracis-28430 113 15 a a DET bracis-28430 113 16 gold gold NOUN bracis-28430 113 17 standard standard NOUN bracis-28430 113 18 for for ADP bracis-28430 113 19 the the DET bracis-28430 113 20 energy energy NOUN bracis-28430 113 21 consumed consume VERB bracis-28430 113 22 . . PUNCT bracis-28430 114 1 next next ADV bracis-28430 114 2 , , PUNCT bracis-28430 114 3 we we PRON bracis-28430 114 4 analyze analyze VERB bracis-28430 114 5 the the DET bracis-28430 114 6 energy energy NOUN bracis-28430 114 7 consumed consume VERB bracis-28430 114 8 by by ADP bracis-28430 114 9 different different ADJ bracis-28430 114 10 classifiers classifier NOUN bracis-28430 114 11 in in ADP bracis-28430 114 12 prequential prequential ADJ bracis-28430 114 13 test test NOUN bracis-28430 114 14 - - PUNCT bracis-28430 114 15 then then ADV bracis-28430 114 16 - - PUNCT bracis-28430 114 17 train train NOUN bracis-28430 114 18 validation validation NOUN bracis-28430 114 19 in in ADP bracis-28430 114 20 stationary stationary ADJ bracis-28430 114 21 and and CCONJ bracis-28430 114 22 non non ADJ bracis-28430 114 23 - - ADJ bracis-28430 114 24 stationary stationary ADJ bracis-28430 114 25 scenarios scenario NOUN bracis-28430 114 26 . . PUNCT bracis-28430 115 1 all all DET bracis-28430 115 2 tests test NOUN bracis-28430 115 3 were be AUX bracis-28430 115 4 performed perform VERB bracis-28430 115 5 on on ADP bracis-28430 115 6 a a DET bracis-28430 115 7 desktop desktop NOUN bracis-28430 115 8 computer computer NOUN bracis-28430 115 9 running run VERB bracis-28430 115 10 ubuntu ubuntu ADJ bracis-28430 115 11 desktop desktop NOUN bracis-28430 115 12 18.04 18.04 NUM bracis-28430 115 13 lts lts NOUN bracis-28430 115 14 ; ; PUNCT bracis-28430 115 15 intel intel PROPN bracis-28430 115 16 core core NOUN bracis-28430 115 17 i7 i7 NOUN bracis-28430 115 18 - - PUNCT bracis-28430 115 19 2600 2600 NUM bracis-28430 115 20 sandy sandy ADJ bracis-28430 115 21 bridge bridge NOUN bracis-28430 115 22 cpu cpu NOUN bracis-28430 115 23 ; ; PUNCT bracis-28430 115 24 4 4 NUM bracis-28430 115 25 gb gb NOUN bracis-28430 115 26 ram ram NOUN bracis-28430 115 27 , , PUNCT bracis-28430 115 28 and and CCONJ bracis-28430 115 29 250 250 NUM bracis-28430 115 30 gb gb NOUN bracis-28430 115 31 hdd hdd VERB bracis-28430 115 32 hard hard ADJ bracis-28430 115 33 drive drive NOUN bracis-28430 115 34 . . PUNCT bracis-28430 116 1 5.1 5.1 NUM bracis-28430 116 2 experiment experiment NOUN bracis-28430 116 3 1 1 NUM bracis-28430 116 4 validation validation NOUN bracis-28430 116 5 against against ADP bracis-28430 116 6 a a DET bracis-28430 116 7     SPACE bracis-28430 116 8 hardware hardware NOUN bracis-28430 116 9 solution solution NOUN bracis-28430 116 10 the the DET bracis-28430 116 11 first first ADJ bracis-28430 116 12 experiment experiment NOUN bracis-28430 116 13 conducted conduct VERB bracis-28430 116 14 aimed aim VERB bracis-28430 116 15 to to PART bracis-28430 116 16 assess assess VERB bracis-28430 116 17 whether whether SCONJ bracis-28430 116 18 the the DET bracis-28430 116 19 energy energy NOUN bracis-28430 116 20 consumption consumption NOUN bracis-28430 116 21 measurement measurement NOUN bracis-28430 116 22 via via ADP bracis-28430 116 23 hardware hardware NOUN bracis-28430 116 24 and and CCONJ bracis-28430 116 25 software software NOUN bracis-28430 116 26 solutions solution NOUN bracis-28430 116 27 were be AUX bracis-28430 116 28 equivalent equivalent ADJ bracis-28430 116 29 or or CCONJ bracis-28430 116 30 , , PUNCT bracis-28430 116 31 at at ADP bracis-28430 116 32 least least ADJ bracis-28430 116 33 , , PUNCT bracis-28430 116 34 correlated correlate VERB bracis-28430 116 35 . . PUNCT bracis-28430 117 1 in in ADP bracis-28430 117 2 this this DET bracis-28430 117 3 experiment experiment NOUN bracis-28430 117 4 , , PUNCT bracis-28430 117 5 both both PRON bracis-28430 117 6 software software NOUN bracis-28430 117 7 and and CCONJ bracis-28430 117 8 hardware hardware NOUN bracis-28430 117 9 tp tp NOUN bracis-28430 117 10 - - PUNCT bracis-28430 117 11 link link NOUN bracis-28430 117 12 hs hs NOUN bracis-28430 117 13 110 110 NUM bracis-28430 117 14 wall wall NOUN bracis-28430 117 15 plug plug NOUN bracis-28430 117 16 solutions solution NOUN bracis-28430 117 17 were be AUX bracis-28430 117 18 connected connect VERB bracis-28430 117 19 to to ADP bracis-28430 117 20 the the DET bracis-28430 117 21 computer computer NOUN bracis-28430 117 22 , , PUNCT bracis-28430 117 23 and and CCONJ bracis-28430 117 24 a a DET bracis-28430 117 25 cpu cpu NOUN bracis-28430 117 26 stress stress NOUN bracis-28430 117 27 called call VERB bracis-28430 117 28 stress stress NOUN bracis-28430 117 29 - - PUNCT bracis-28430 117 30 ng ng PROPN bracis-28430 118 1 [ [ X bracis-28430 118 2 23 23 NUM bracis-28430 118 3 ] ] PUNCT bracis-28430 118 4 was be AUX bracis-28430 118 5 used use VERB bracis-28430 118 6 to to PART bracis-28430 118 7 quantify quantify VERB bracis-28430 118 8 energy energy NOUN bracis-28430 118 9 consumption consumption NOUN bracis-28430 118 10 rates rate NOUN bracis-28430 118 11 . . PUNCT bracis-28430 119 1 initially initially ADV bracis-28430 119 2 , , PUNCT bracis-28430 119 3 it it PRON bracis-28430 119 4 was be AUX bracis-28430 119 5 deemed deem VERB bracis-28430 119 6 necessary necessary ADJ bracis-28430 119 7 to to PART bracis-28430 119 8 assess assess VERB bracis-28430 119 9 whether whether SCONJ bracis-28430 119 10 the the DET bracis-28430 119 11 measurement measurement NOUN bracis-28430 119 12 of of ADP bracis-28430 119 13 energy energy NOUN bracis-28430 119 14 consumption consumption NOUN bracis-28430 119 15 by by ADP bracis-28430 119 16 hardware hardware NOUN bracis-28430 119 17 or or CCONJ bracis-28430 119 18 software software NOUN bracis-28430 119 19 is be AUX bracis-28430 119 20 equivalent equivalent ADJ bracis-28430 119 21 and and CCONJ bracis-28430 119 22 when when SCONJ bracis-28430 119 23 using use VERB bracis-28430 119 24 only only ADV bracis-28430 119 25 one one NUM bracis-28430 119 26 software software NOUN bracis-28430 119 27 tool tool NOUN bracis-28430 119 28 ( ( PUNCT bracis-28430 119 29 the the DET bracis-28430 119 30 plugin plugin NOUN bracis-28430 119 31 ) ) PUNCT bracis-28430 119 32 would would AUX bracis-28430 119 33 not not PART bracis-28430 119 34 compromise compromise VERB bracis-28430 119 35 the the DET bracis-28430 119 36 results result NOUN bracis-28430 119 37 of of ADP bracis-28430 119 38 this this DET bracis-28430 119 39 study study NOUN bracis-28430 119 40 . . PUNCT bracis-28430 120 1 the the DET bracis-28430 120 2 stress stress NOUN bracis-28430 120 3 was be AUX bracis-28430 120 4 configured configure VERB bracis-28430 120 5 to to PART bracis-28430 120 6 generate generate VERB bracis-28430 120 7 a a DET bracis-28430 120 8 10 10 NUM bracis-28430 120 9 % % NOUN bracis-28430 120 10 stress stress NOUN bracis-28430 120 11 level level NOUN bracis-28430 120 12 for for ADP bracis-28430 120 13 10 10 NUM bracis-28430 120 14     SPACE bracis-28430 120 15 min min NOUN bracis-28430 120 16 and and CCONJ bracis-28430 120 17 progressively progressively ADV bracis-28430 120 18 perform perform VERB bracis-28430 120 19 increments increment NOUN bracis-28430 120 20 by by ADP bracis-28430 120 21 10 10 NUM bracis-28430 120 22 % % NOUN bracis-28430 120 23 until until SCONJ bracis-28430 120 24 100 100 NUM bracis-28430 120 25 % % NOUN bracis-28430 120 26 stress stress NOUN bracis-28430 120 27 was be AUX bracis-28430 120 28 reached reach VERB bracis-28430 120 29 . . PUNCT bracis-28430 121 1 once once ADV bracis-28430 121 2 100 100 NUM bracis-28430 121 3 % % NOUN bracis-28430 121 4 stress stress NOUN bracis-28430 121 5 was be AUX bracis-28430 121 6 reached reach VERB bracis-28430 121 7 , , PUNCT bracis-28430 121 8 the the DET bracis-28430 121 9 test test NOUN bracis-28430 121 10 was be AUX bracis-28430 121 11 incremented incremente VERB bracis-28430 121 12 to to PART bracis-28430 121 13 use use VERB bracis-28430 121 14 an an DET bracis-28430 121 15 extra extra ADJ bracis-28430 121 16 processor processor NOUN bracis-28430 121 17 core core NOUN bracis-28430 121 18 . . PUNCT bracis-28430 122 1 this this DET bracis-28430 122 2 process process NOUN bracis-28430 122 3 was be AUX bracis-28430 122 4 repeated repeat VERB bracis-28430 122 5 until until SCONJ bracis-28430 122 6 all all DET bracis-28430 122 7 four four NUM bracis-28430 122 8 cores core NOUN bracis-28430 122 9 were be AUX bracis-28430 122 10 allocated allocate VERB bracis-28430 122 11 . . PUNCT bracis-28430 123 1 the the DET bracis-28430 123 2 entire entire ADJ bracis-28430 123 3 testbed testbe VERB bracis-28430 123 4 encompassed encompass VERB bracis-28430 123 5 five five NUM bracis-28430 123 6 runs run NOUN bracis-28430 123 7 , , PUNCT bracis-28430 123 8 and and CCONJ bracis-28430 123 9 the the DET bracis-28430 123 10 average average ADJ bracis-28430 123 11 results result NOUN bracis-28430 123 12 are be AUX bracis-28430 123 13 given give VERB bracis-28430 123 14 in in ADP bracis-28430 123 15 fig fig NOUN bracis-28430 123 16 . . PUNCT bracis-28430 123 17     SPACE bracis-28430 124 1 4 4 X bracis-28430 124 2 . . PUNCT bracis-28430 125 1 both both DET bracis-28430 125 2 lines line NOUN bracis-28430 125 3 indicate indicate VERB bracis-28430 125 4 the the DET bracis-28430 125 5 various various ADJ bracis-28430 125 6 stress stress NOUN bracis-28430 125 7 levels level NOUN bracis-28430 125 8 on on ADP bracis-28430 125 9 the the DET bracis-28430 125 10 computer computer NOUN bracis-28430 125 11 , , PUNCT bracis-28430 125 12 with with ADP bracis-28430 125 13 the the DET bracis-28430 125 14 blue blue ADJ bracis-28430 125 15 line line NOUN bracis-28430 125 16 relating relate VERB bracis-28430 125 17 to to ADP bracis-28430 125 18 the the DET bracis-28430 125 19 software software NOUN bracis-28430 125 20 power power NOUN bracis-28430 125 21 consumption consumption NOUN bracis-28430 125 22 measurement measurement NOUN bracis-28430 125 23 and and CCONJ bracis-28430 125 24 the the DET bracis-28430 125 25 green green ADJ bracis-28430 125 26 line line NOUN bracis-28430 125 27 the the DET bracis-28430 125 28 hardware hardware NOUN bracis-28430 125 29 results result NOUN bracis-28430 125 30 . . PUNCT bracis-28430 126 1 these these DET bracis-28430 126 2 results result NOUN bracis-28430 126 3 depict depict VERB bracis-28430 126 4 that that SCONJ bracis-28430 126 5 the the DET bracis-28430 126 6 software software NOUN bracis-28430 126 7 solution solution NOUN bracis-28430 126 8 does do AUX bracis-28430 126 9 not not PART bracis-28430 126 10 meet meet VERB bracis-28430 126 11 the the DET bracis-28430 126 12 hardware hardware NOUN bracis-28430 126 13 solution solution NOUN bracis-28430 126 14 readings reading NOUN bracis-28430 126 15 . . PUNCT bracis-28430 127 1 these these DET bracis-28430 127 2 results result NOUN bracis-28430 127 3 are be AUX bracis-28430 127 4 expected expect VERB bracis-28430 127 5 since since SCONJ bracis-28430 127 6 the the DET bracis-28430 127 7 hardware hardware NOUN bracis-28430 127 8 readings reading NOUN bracis-28430 127 9 account account VERB bracis-28430 127 10 for for ADP bracis-28430 127 11 the the DET bracis-28430 127 12 entire entire ADJ bracis-28430 127 13 computer computer NOUN bracis-28430 127 14 , , PUNCT bracis-28430 127 15 i.e. i.e. X bracis-28430 127 16 , , PUNCT bracis-28430 127 17 the the DET bracis-28430 127 18 operational operational ADJ bracis-28430 127 19 system system NOUN bracis-28430 127 20 and and CCONJ bracis-28430 127 21 other other ADJ bracis-28430 127 22 software software NOUN bracis-28430 127 23 that that PRON bracis-28430 127 24 is be AUX bracis-28430 127 25 being be AUX bracis-28430 127 26 run run VERB bracis-28430 127 27 ; ; PUNCT bracis-28430 127 28 thus thus ADV bracis-28430 127 29 , , PUNCT bracis-28430 127 30 it it PRON bracis-28430 127 31 is be AUX bracis-28430 127 32 reasonable reasonable ADJ bracis-28430 127 33 to to PART bracis-28430 127 34 assume assume VERB bracis-28430 127 35 that that SCONJ bracis-28430 127 36 the the DET bracis-28430 127 37 stress stress NOUN bracis-28430 127 38 occupies occupy VERB bracis-28430 127 39 a a DET bracis-28430 127 40 part part NOUN bracis-28430 127 41 of of ADP bracis-28430 127 42 the the DET bracis-28430 127 43 overall overall ADJ bracis-28430 127 44 energy energy NOUN bracis-28430 127 45 being be AUX bracis-28430 127 46 consumed consume VERB bracis-28430 127 47 . . PUNCT bracis-28430 128 1 even even ADV bracis-28430 128 2 though though SCONJ bracis-28430 128 3 it it PRON bracis-28430 128 4 is be AUX bracis-28430 128 5 clear clear ADJ bracis-28430 128 6 that that SCONJ bracis-28430 128 7 the the DET bracis-28430 128 8 results result NOUN bracis-28430 128 9 do do AUX bracis-28430 128 10 not not PART bracis-28430 128 11 match match VERB bracis-28430 128 12 , , PUNCT bracis-28430 128 13 they they PRON bracis-28430 128 14 possess possess VERB bracis-28430 128 15 a a DET bracis-28430 128 16 99.97 99.97 NUM bracis-28430 128 17 % % NOUN bracis-28430 128 18 correlation correlation NOUN bracis-28430 128 19 , , PUNCT bracis-28430 128 20 which which PRON bracis-28430 128 21 depicts depict VERB bracis-28430 128 22 a a DET bracis-28430 128 23 strong strong ADJ bracis-28430 128 24 correlation correlation NOUN bracis-28430 128 25 . . PUNCT bracis-28430 129 1 therefore therefore ADV bracis-28430 129 2 , , PUNCT bracis-28430 129 3 we we PRON bracis-28430 129 4 verify verify VERB bracis-28430 129 5 that that SCONJ bracis-28430 129 6 although although SCONJ bracis-28430 129 7 the the DET bracis-28430 129 8 software software NOUN bracis-28430 129 9 solution solution NOUN bracis-28430 129 10 does do AUX bracis-28430 129 11 not not PART bracis-28430 129 12 accurately accurately ADV bracis-28430 129 13 describe describe VERB bracis-28430 129 14 a a DET bracis-28430 129 15 computer computer NOUN bracis-28430 129 16 ’s ’s PART bracis-28430 129 17 total total ADJ bracis-28430 129 18 energy energy NOUN bracis-28430 129 19 consumption consumption NOUN bracis-28430 129 20 , , PUNCT bracis-28430 129 21 its its PRON bracis-28430 129 22 results result NOUN bracis-28430 129 23 correlate correlate VERB bracis-28430 129 24 with with ADP bracis-28430 129 25 the the DET bracis-28430 129 26 actual actual ADJ bracis-28430 129 27 consumption consumption NOUN bracis-28430 129 28 measured measure VERB bracis-28430 129 29 from from ADP bracis-28430 129 30 a a DET bracis-28430 129 31 hardware hardware NOUN bracis-28430 129 32 tool tool NOUN bracis-28430 129 33 , , PUNCT bracis-28430 129 34 as as ADV bracis-28430 129 35 also also ADV bracis-28430 129 36 observed observe VERB bracis-28430 129 37 in in ADP bracis-28430 129 38 [ [ X bracis-28430 129 39 8 8 NUM bracis-28430 129 40 , , PUNCT bracis-28430 129 41 27 27 NUM bracis-28430 129 42 ] ] PUNCT bracis-28430 129 43 . . PUNCT bracis-28430 130 1 fig fig NOUN bracis-28430 130 2 . . PUNCT bracis-28430 131 1 4 4 X bracis-28430 131 2 . . X bracis-28430 131 3 comparison comparison NOUN bracis-28430 131 4 of of ADP bracis-28430 131 5 the the DET bracis-28430 131 6 energy energy NOUN bracis-28430 131 7 consumption consumption NOUN bracis-28430 131 8 quantified quantify VERB bracis-28430 131 9 by by ADP bracis-28430 131 10 hardware hardware NOUN bracis-28430 131 11 and and CCONJ bracis-28430 131 12 software software NOUN bracis-28430 131 13 . . PUNCT bracis-28430 132 1 full full ADJ bracis-28430 132 2 size size NOUN bracis-28430 132 3 image image NOUN bracis-28430 132 4 5.2 5.2 NUM bracis-28430 132 5 experiment experiment NOUN bracis-28430 132 6 2 2 NUM bracis-28430 132 7 analyzing analyze VERB bracis-28430 132 8 different different ADJ bracis-28430 132 9 classifiers classifier NOUN bracis-28430 132 10 in in ADP bracis-28430 132 11     SPACE bracis-28430 132 12 stationary stationary ADJ bracis-28430 132 13 and and CCONJ bracis-28430 132 14     SPACE bracis-28430 132 15 non non ADJ bracis-28430 132 16 - - ADJ bracis-28430 132 17 stationary stationary ADJ bracis-28430 132 18 environments environment NOUN bracis-28430 132 19 in in ADP bracis-28430 132 20 this this DET bracis-28430 132 21 experiment experiment NOUN bracis-28430 132 22 , , PUNCT bracis-28430 132 23 we we PRON bracis-28430 132 24 used use VERB bracis-28430 132 25 our our PRON bracis-28430 132 26 proposed propose VERB bracis-28430 132 27 tool tool NOUN bracis-28430 132 28 to to PART bracis-28430 132 29 quantify quantify VERB bracis-28430 132 30 the the DET bracis-28430 132 31 energy energy NOUN bracis-28430 132 32 consumption consumption NOUN bracis-28430 132 33 of of ADP bracis-28430 132 34 different different ADJ bracis-28430 132 35 classifiers classifier NOUN bracis-28430 132 36 in in ADP bracis-28430 132 37 stationary stationary ADJ bracis-28430 132 38 and and CCONJ bracis-28430 132 39 non non ADJ bracis-28430 132 40 - - ADJ bracis-28430 132 41 stationary stationary ADJ bracis-28430 132 42 environments environment NOUN bracis-28430 132 43 . . PUNCT bracis-28430 133 1 in in ADP bracis-28430 133 2 particular particular ADJ bracis-28430 133 3 , , PUNCT bracis-28430 133 4 synthetic synthetic ADJ bracis-28430 133 5 data datum NOUN bracis-28430 133 6 streams stream NOUN bracis-28430 133 7 were be AUX bracis-28430 133 8 created create VERB bracis-28430 133 9 using use VERB bracis-28430 133 10 the the DET bracis-28430 133 11 massive massive ADJ bracis-28430 133 12 online online ADJ bracis-28430 133 13 analysis analysis NOUN bracis-28430 133 14 ( ( PUNCT bracis-28430 133 15 moa moa NOUN bracis-28430 133 16 ) ) PUNCT bracis-28430 133 17 framework framework NOUN bracis-28430 133 18 using use VERB bracis-28430 133 19 the the DET bracis-28430 133 20 agrawal agrawal PROPN bracis-28430 133 21 ( ( PUNCT bracis-28430 133 22 agr agr NOUN bracis-28430 133 23 ) ) PUNCT bracis-28430 134 1 [ [ X bracis-28430 134 2 1 1 NUM bracis-28430 134 3 ] ] PUNCT bracis-28430 134 4 , , PUNCT bracis-28430 134 5 assets asset NOUN bracis-28430 134 6 negotiation negotiation NOUN bracis-28430 134 7 ( ( PUNCT bracis-28430 134 8 an an NOUN bracis-28430 134 9 ) ) PUNCT bracis-28430 135 1 [ [ X bracis-28430 135 2 2 2 NUM bracis-28430 135 3 ] ] PUNCT bracis-28430 135 4 , , PUNCT bracis-28430 135 5 and and CCONJ bracis-28430 135 6 sea sea NOUN bracis-28430 136 1 [ [ X bracis-28430 136 2 29 29 NUM bracis-28430 136 3 ] ] PUNCT bracis-28430 136 4 generators generator NOUN bracis-28430 136 5 . . PUNCT bracis-28430 137 1 each each DET bracis-28430 137 2 stream stream NOUN bracis-28430 137 3 possessed possess VERB bracis-28430 137 4 1 1 NUM bracis-28430 137 5 million million NUM bracis-28430 137 6 instances instance NOUN bracis-28430 137 7 , , PUNCT bracis-28430 137 8 and and CCONJ bracis-28430 137 9 two two NUM bracis-28430 137 10 variants variant NOUN bracis-28430 137 11 were be AUX bracis-28430 137 12 created create VERB bracis-28430 137 13 , , PUNCT bracis-28430 137 14 one one NUM bracis-28430 137 15 with with ADP bracis-28430 137 16 concept concept NOUN bracis-28430 137 17 drifts drift NOUN bracis-28430 137 18 located locate VERB bracis-28430 137 19 at at ADP bracis-28430 137 20 the the DET bracis-28430 137 21 middle middle NOUN bracis-28430 137 22 of of ADP bracis-28430 137 23 the the DET bracis-28430 137 24 experiment experiment NOUN bracis-28430 137 25 ( ( PUNCT bracis-28430 137 26 drift drift NOUN bracis-28430 137 27 position position NOUN bracis-28430 137 28 equal equal ADJ bracis-28430 137 29 to to ADP bracis-28430 137 30 500,000 500,000 NUM bracis-28430 137 31 ) ) PUNCT bracis-28430 137 32 and and CCONJ bracis-28430 137 33 another another PRON bracis-28430 137 34 without without ADP bracis-28430 137 35 concept concept NOUN bracis-28430 137 36 drift drift NOUN bracis-28430 137 37 . . PUNCT bracis-28430 138 1 experiment experiment NOUN bracis-28430 138 2 variants variant NOUN bracis-28430 138 3 marked mark VERB bracis-28430 138 4 with with ADP bracis-28430 138 5 a a DET bracis-28430 138 6 -d -d PUNCT bracis-28430 138 7 suffix suffix NOUN bracis-28430 138 8 stand stand VERB bracis-28430 138 9 for for ADP bracis-28430 138 10 drifting drift VERB bracis-28430 138 11 experiments experiment NOUN bracis-28430 138 12 . . PUNCT bracis-28430 139 1 the the DET bracis-28430 139 2 data datum NOUN bracis-28430 139 3 streams stream NOUN bracis-28430 139 4 mentioned mention VERB bracis-28430 139 5 above above ADV bracis-28430 139 6 were be AUX bracis-28430 139 7 used use VERB bracis-28430 139 8 to to PART bracis-28430 139 9 assess assess VERB bracis-28430 139 10 naive naive ADJ bracis-28430 139 11 bayes bayes NOUN bracis-28430 139 12 ( ( PUNCT bracis-28430 139 13 nb nb PROPN bracis-28430 139 14 ) ) PUNCT bracis-28430 139 15 , , PUNCT bracis-28430 139 16 hoeffding hoeffde VERB bracis-28430 139 17 tree tree NOUN bracis-28430 139 18 ( ( PUNCT bracis-28430 139 19 ht ht PROPN bracis-28430 139 20 ) ) PUNCT bracis-28430 139 21 , , PUNCT bracis-28430 139 22 hoeffding hoeffde VERB bracis-28430 139 23 adaptive adaptive ADJ bracis-28430 139 24 tree tree NOUN bracis-28430 139 25 ( ( PUNCT bracis-28430 139 26 hat hat NOUN bracis-28430 139 27 ) ) PUNCT bracis-28430 139 28 , , PUNCT bracis-28430 139 29 and and CCONJ bracis-28430 139 30 adaptive adaptive ADJ bracis-28430 139 31 random random ADJ bracis-28430 139 32 forest forest NOUN bracis-28430 139 33 ( ( PUNCT bracis-28430 139 34 arf arf NOUN bracis-28430 139 35 ) ) PUNCT bracis-28430 139 36 classifiers classifier NOUN bracis-28430 139 37 . . PUNCT bracis-28430 140 1 all all DET bracis-28430 140 2 classifiers classifier NOUN bracis-28430 140 3 used use VERB bracis-28430 140 4 the the DET bracis-28430 140 5 default default NOUN bracis-28430 140 6 parameters parameter NOUN bracis-28430 140 7 available available ADJ bracis-28430 140 8 in in ADP bracis-28430 140 9 moa moa NOUN bracis-28430 140 10 , , PUNCT bracis-28430 140 11 except except SCONJ bracis-28430 140 12 for for ADP bracis-28430 140 13 arf arf NOUN bracis-28430 140 14 , , PUNCT bracis-28430 140 15 which which PRON bracis-28430 140 16 used use VERB bracis-28430 140 17 100 100 NUM bracis-28430 140 18 ensemble ensemble ADJ bracis-28430 140 19 members member NOUN bracis-28430 140 20 ( ( PUNCT bracis-28430 140 21 each each PRON bracis-28430 140 22 with with ADP bracis-28430 140 23 an an DET bracis-28430 140 24 individual individual ADJ bracis-28430 140 25 thread thread NOUN bracis-28430 140 26 ) ) PUNCT bracis-28430 140 27 and and CCONJ bracis-28430 140 28 a a DET bracis-28430 140 29 grace grace NOUN bracis-28430 140 30 period period NOUN bracis-28430 140 31 \(n_{min}=50\ \(n_{min}=50\ PUNCT bracis-28430 140 32 ) ) PUNCT bracis-28430 140 33 . . PUNCT bracis-28430 141 1 all all DET bracis-28430 141 2 experiments experiment NOUN bracis-28430 141 3 were be AUX bracis-28430 141 4 conducted conduct VERB bracis-28430 141 5 using use VERB bracis-28430 141 6 the the DET bracis-28430 141 7 prequential prequential ADJ bracis-28430 141 8 validation validation NOUN bracis-28430 141 9 scheme scheme NOUN bracis-28430 141 10 proposed propose VERB bracis-28430 141 11 in in ADP bracis-28430 141 12 [ [ X bracis-28430 141 13 11 11 NUM bracis-28430 141 14 ] ] PUNCT bracis-28430 141 15 , , PUNCT bracis-28430 141 16 i.e. i.e. X bracis-28430 141 17 , , PUNCT bracis-28430 141 18 each each DET bracis-28430 141 19 instance instance NOUN bracis-28430 141 20 was be AUX bracis-28430 141 21 retrieved retrieve VERB bracis-28430 141 22 and and CCONJ bracis-28430 141 23 used use VERB bracis-28430 141 24 for for ADP bracis-28430 141 25 testing testing NOUN bracis-28430 141 26 and and CCONJ bracis-28430 141 27 training training NOUN bracis-28430 141 28 . . PUNCT bracis-28430 142 1 the the DET bracis-28430 142 2 source source NOUN bracis-28430 142 3 code code NOUN bracis-28430 142 4 to to PART bracis-28430 142 5 reproduce reproduce VERB bracis-28430 142 6 this this DET bracis-28430 142 7 experimentation experimentation NOUN bracis-28430 142 8 is be AUX bracis-28430 142 9 also also ADV bracis-28430 142 10 available available ADJ bracis-28430 142 11 in in ADP bracis-28430 142 12 the the DET bracis-28430 142 13 code code NOUN bracis-28430 142 14 repository repository NOUN bracis-28430 142 15 . . PUNCT bracis-28430 143 1 discussion discussion NOUN bracis-28430 143 2 . . PUNCT bracis-28430 144 1 the the DET bracis-28430 144 2 results result NOUN bracis-28430 144 3 obtained obtain VERB bracis-28430 144 4 are be AUX bracis-28430 144 5 given give VERB bracis-28430 144 6 in in ADP bracis-28430 144 7 tables table NOUN bracis-28430 144 8     SPACE bracis-28430 144 9 1 1 NUM bracis-28430 144 10 , , PUNCT bracis-28430 144 11 2 2 NUM bracis-28430 144 12 , , PUNCT bracis-28430 144 13 3 3 NUM bracis-28430 144 14 , , PUNCT bracis-28430 144 15 and and CCONJ bracis-28430 144 16 4 4 X bracis-28430 144 17 . . X bracis-28430 145 1 these these DET bracis-28430 145 2 tables table NOUN bracis-28430 145 3 provides provide VERB bracis-28430 145 4 accuracy accuracy NOUN bracis-28430 145 5 , , PUNCT bracis-28430 145 6 processing processing NOUN bracis-28430 145 7 time time NOUN bracis-28430 145 8 ( ( PUNCT bracis-28430 145 9 in in ADP bracis-28430 145 10 seconds second NOUN bracis-28430 145 11 ) ) PUNCT bracis-28430 145 12 , , PUNCT bracis-28430 145 13 memory memory NOUN bracis-28430 145 14 consumption consumption NOUN bracis-28430 145 15 ( ( PUNCT bracis-28430 145 16 in in ADP bracis-28430 145 17 gb gb NOUN bracis-28430 145 18 - - PUNCT bracis-28430 145 19 hours hour NOUN bracis-28430 145 20 ) ) PUNCT bracis-28430 145 21 , , PUNCT bracis-28430 145 22 and and CCONJ bracis-28430 145 23 energy energy NOUN bracis-28430 145 24 consumption consumption NOUN bracis-28430 145 25 rates rate NOUN bracis-28430 145 26 ( ( PUNCT bracis-28430 145 27 in in ADP bracis-28430 145 28 watts watt NOUN bracis-28430 145 29 ) ) PUNCT bracis-28430 145 30 , , PUNCT bracis-28430 145 31 respectively respectively ADV bracis-28430 145 32 . . PUNCT bracis-28430 146 1 first first ADV bracis-28430 146 2 , , PUNCT bracis-28430 146 3 we we PRON bracis-28430 146 4 highlight highlight VERB bracis-28430 146 5 that that DET bracis-28430 146 6 naive naive ADJ bracis-28430 146 7 bayes bayes NOUN bracis-28430 146 8 ( ( PUNCT bracis-28430 146 9 nb nb NOUN bracis-28430 146 10 ) ) PUNCT bracis-28430 146 11 has have VERB bracis-28430 146 12 the the DET bracis-28430 146 13 lowest low ADJ bracis-28430 146 14 accuracy accuracy NOUN bracis-28430 146 15 rates rate NOUN bracis-28430 146 16 in in ADP bracis-28430 146 17 all all DET bracis-28430 146 18 scenarios scenario NOUN bracis-28430 146 19 . . PUNCT bracis-28430 147 1 this this DET bracis-28430 147 2 result result NOUN bracis-28430 147 3 corroborates corroborate VERB bracis-28430 147 4 that that SCONJ bracis-28430 147 5 decision decision NOUN bracis-28430 147 6 trees tree NOUN bracis-28430 147 7 and and CCONJ bracis-28430 147 8 their their PRON bracis-28430 147 9 ensembles ensemble NOUN bracis-28430 147 10 are be AUX bracis-28430 147 11 more more ADV bracis-28430 147 12 interesting interesting ADJ bracis-28430 147 13 when when SCONJ bracis-28430 147 14 this this DET bracis-28430 147 15 particular particular ADJ bracis-28430 147 16 evaluation evaluation NOUN bracis-28430 147 17 metric metric NOUN bracis-28430 147 18 is be AUX bracis-28430 147 19 pursuit pursuit ADJ bracis-28430 147 20 . . PUNCT bracis-28430 148 1 we we PRON bracis-28430 148 2 highlight highlight VERB bracis-28430 148 3 , , PUNCT bracis-28430 148 4 for for ADP bracis-28430 148 5 instance instance NOUN bracis-28430 148 6 , , PUNCT bracis-28430 148 7 the the DET bracis-28430 148 8 results result NOUN bracis-28430 148 9 obtained obtain VERB bracis-28430 148 10 by by ADP bracis-28430 148 11 arf arf NOUN bracis-28430 148 12 in in ADP bracis-28430 148 13 drifting drift VERB bracis-28430 148 14 experiments experiment NOUN bracis-28430 148 15 , , PUNCT bracis-28430 148 16 which which PRON bracis-28430 148 17 are be AUX bracis-28430 148 18 expected expect VERB bracis-28430 148 19 since since SCONJ bracis-28430 148 20 it it PRON bracis-28430 148 21 has have VERB bracis-28430 148 22 multiple multiple ADJ bracis-28430 148 23 learners learner NOUN bracis-28430 148 24 coupled couple VERB bracis-28430 148 25 with with ADP bracis-28430 148 26 drift drift NOUN bracis-28430 148 27 detectors detector NOUN bracis-28430 148 28 to to PART bracis-28430 148 29 detect detect VERB bracis-28430 148 30 and and CCONJ bracis-28430 148 31 adapt adapt VERB bracis-28430 148 32 to to ADP bracis-28430 148 33 such such ADJ bracis-28430 148 34 changes change NOUN bracis-28430 148 35 . . PUNCT bracis-28430 149 1 nonetheless nonetheless ADV bracis-28430 149 2 , , PUNCT bracis-28430 149 3 decision decision NOUN bracis-28430 149 4 trees tree NOUN bracis-28430 149 5 bring bring VERB bracis-28430 149 6 forward forward ADV bracis-28430 149 7 computational computational ADJ bracis-28430 149 8 overheads overhead NOUN bracis-28430 149 9 that that PRON bracis-28430 149 10 are be AUX bracis-28430 149 11 quantified quantify VERB bracis-28430 149 12 by by ADP bracis-28430 149 13 the the DET bracis-28430 149 14 remainder remainder NOUN bracis-28430 149 15 of of ADP bracis-28430 149 16 the the DET bracis-28430 149 17 metrics metric NOUN bracis-28430 149 18 . . PUNCT bracis-28430 150 1 first first ADV bracis-28430 150 2 , , PUNCT bracis-28430 150 3 we we PRON bracis-28430 150 4 see see VERB bracis-28430 150 5 that that SCONJ bracis-28430 150 6 hoeffding hoeffding NOUN bracis-28430 150 7 tree tree NOUN bracis-28430 150 8 ( ( PUNCT bracis-28430 150 9 ht ht PROPN bracis-28430 150 10 ) ) PUNCT bracis-28430 150 11 , , PUNCT bracis-28430 150 12 hoeffding hoeffde VERB bracis-28430 150 13 adaptive adaptive ADJ bracis-28430 150 14 tree tree NOUN bracis-28430 150 15 ( ( PUNCT bracis-28430 150 16 hat hat NOUN bracis-28430 150 17 ) ) PUNCT bracis-28430 150 18 , , PUNCT bracis-28430 150 19 and and CCONJ bracis-28430 150 20 the the DET bracis-28430 150 21 adaptive adaptive ADJ bracis-28430 150 22 random random ADJ bracis-28430 150 23 forest forest NOUN bracis-28430 150 24 ( ( PUNCT bracis-28430 150 25 arf arf NOUN bracis-28430 150 26 ) ) PUNCT bracis-28430 150 27 are be AUX bracis-28430 150 28 slower slow ADJ bracis-28430 150 29 than than ADP bracis-28430 150 30 naive naive ADJ bracis-28430 150 31 bayes bayes NOUN bracis-28430 150 32 ( ( PUNCT bracis-28430 150 33 nb nb NOUN bracis-28430 150 34 ) ) PUNCT bracis-28430 150 35 . . PUNCT bracis-28430 151 1 the the DET bracis-28430 151 2 processing processing NOUN bracis-28430 151 3 times time NOUN bracis-28430 151 4 for for ADP bracis-28430 151 5 ht ht PROPN bracis-28430 151 6 , , PUNCT bracis-28430 151 7 hat hat NOUN bracis-28430 151 8 , , PUNCT bracis-28430 151 9 and and CCONJ bracis-28430 151 10 arf arf NOUN bracis-28430 151 11 are be AUX bracis-28430 151 12 7 7 NUM bracis-28430 151 13 , , PUNCT bracis-28430 151 14 11 11 NUM bracis-28430 151 15 , , PUNCT bracis-28430 151 16 and and CCONJ bracis-28430 151 17 44,751 44,751 NUM bracis-28430 151 18 times time NOUN bracis-28430 151 19 slower slow ADJ bracis-28430 151 20 than than ADP bracis-28430 151 21 nb nb PROPN bracis-28430 151 22 , , PUNCT bracis-28430 151 23 respectively respectively ADV bracis-28430 151 24 . . PUNCT bracis-28430 152 1 similar similar ADJ bracis-28430 152 2 results result NOUN bracis-28430 152 3 are be AUX bracis-28430 152 4 observed observe VERB bracis-28430 152 5 for for ADP bracis-28430 152 6 ram ram NOUN bracis-28430 152 7 consumption consumption NOUN bracis-28430 152 8 , , PUNCT bracis-28430 152 9 in in ADP bracis-28430 152 10 which which PRON bracis-28430 152 11 ht ht PROPN bracis-28430 152 12 , , PUNCT bracis-28430 152 13 hat hat NOUN bracis-28430 152 14 , , PUNCT bracis-28430 152 15 and and CCONJ bracis-28430 152 16 arf arf PROPN bracis-28430 152 17 consume consume VERB bracis-28430 152 18 more more ADJ bracis-28430 152 19 ram ram NOUN bracis-28430 152 20 than than ADP bracis-28430 152 21 nb nb PROPN bracis-28430 152 22 . . PUNCT bracis-28430 153 1 again again ADV bracis-28430 153 2 , , PUNCT bracis-28430 153 3 we we PRON bracis-28430 153 4 highlight highlight VERB bracis-28430 153 5 the the DET bracis-28430 153 6 ram ram NOUN bracis-28430 153 7 consumption consumption NOUN bracis-28430 153 8 observed observe VERB bracis-28430 153 9 by by ADP bracis-28430 153 10 arf arf NOUN bracis-28430 153 11 , , PUNCT bracis-28430 153 12 which which PRON bracis-28430 153 13 is be AUX bracis-28430 153 14 approximately approximately ADV bracis-28430 153 15 \(10^{8}\ \(10^{8}\ PROPN bracis-28430 153 16 ) ) PUNCT bracis-28430 153 17 times time NOUN bracis-28430 153 18 higher high ADJ bracis-28430 153 19 than than ADP bracis-28430 153 20 its its PRON bracis-28430 153 21 counterparts counterpart NOUN bracis-28430 153 22 . . PUNCT bracis-28430 154 1 finally finally ADV bracis-28430 154 2 , , PUNCT bracis-28430 154 3 the the DET bracis-28430 154 4 energy energy NOUN bracis-28430 154 5 consumption consumption NOUN bracis-28430 154 6 values value NOUN bracis-28430 154 7 depict depict VERB bracis-28430 154 8 that that SCONJ bracis-28430 154 9 nb nb PROPN bracis-28430 154 10 is be AUX bracis-28430 154 11 the the DET bracis-28430 154 12 less less ADV bracis-28430 154 13 - - PUNCT bracis-28430 154 14 consuming consume VERB bracis-28430 154 15 algorithm algorithm NOUN bracis-28430 154 16 , , PUNCT bracis-28430 154 17 which which PRON bracis-28430 154 18 the the DET bracis-28430 154 19 exception exception NOUN bracis-28430 154 20 of of ADP bracis-28430 154 21 hat hat NOUN bracis-28430 154 22 in in ADP bracis-28430 154 23 the the DET bracis-28430 154 24 agr agr NOUN bracis-28430 154 25 - - PUNCT bracis-28430 154 26 d d NOUN bracis-28430 154 27 experiment experiment NOUN bracis-28430 154 28 . . PUNCT bracis-28430 155 1 these these DET bracis-28430 155 2 results result NOUN bracis-28430 155 3 are be AUX bracis-28430 155 4 expected expect VERB bracis-28430 155 5 since since SCONJ bracis-28430 155 6 nb nb PROPN bracis-28430 155 7 is be AUX bracis-28430 155 8 much much ADV bracis-28430 155 9 faster fast ADJ bracis-28430 155 10 and and CCONJ bracis-28430 155 11 less less ADV bracis-28430 155 12 memory memory NOUN bracis-28430 155 13 - - PUNCT bracis-28430 155 14 consuming consume VERB bracis-28430 155 15 ; ; PUNCT bracis-28430 155 16 thus thus ADV bracis-28430 155 17 , , PUNCT bracis-28430 155 18 less less ADJ bracis-28430 155 19 energy energy NOUN bracis-28430 155 20 is be AUX bracis-28430 155 21 required require VERB bracis-28430 155 22 to to PART bracis-28430 155 23 finalize finalize VERB bracis-28430 155 24 an an DET bracis-28430 155 25 experiment experiment NOUN bracis-28430 155 26 . . PUNCT bracis-28430 156 1 regarding regard VERB bracis-28430 156 2 the the DET bracis-28430 156 3 agr agr NOUN bracis-28430 156 4 - - PUNCT bracis-28430 156 5 d d NOUN bracis-28430 156 6 experiment experiment NOUN bracis-28430 156 7 , , PUNCT bracis-28430 156 8 it it PRON bracis-28430 156 9 is be AUX bracis-28430 156 10 relevant relevant ADJ bracis-28430 156 11 to to PART bracis-28430 156 12 emphasize emphasize VERB bracis-28430 156 13 that that DET bracis-28430 156 14 hat hat NOUN bracis-28430 156 15 ’s ’s PART bracis-28430 156 16 energy energy NOUN bracis-28430 156 17 consumption consumption NOUN bracis-28430 156 18 has have AUX bracis-28430 156 19 decreased decrease VERB bracis-28430 156 20 since since SCONJ bracis-28430 156 21 it it PRON bracis-28430 156 22 has have VERB bracis-28430 156 23 a a DET bracis-28430 156 24 drift drift NOUN bracis-28430 156 25 detector detector NOUN bracis-28430 156 26 that that PRON bracis-28430 156 27 restarted restart VERB bracis-28430 156 28 the the DET bracis-28430 156 29 entire entire ADJ bracis-28430 156 30 tree tree NOUN bracis-28430 156 31 learning learning NOUN bracis-28430 156 32 process process NOUN bracis-28430 156 33 , , PUNCT bracis-28430 156 34 i.e. i.e. X bracis-28430 156 35 , , PUNCT bracis-28430 156 36 it it PRON bracis-28430 156 37 replaced replace VERB bracis-28430 156 38 the the DET bracis-28430 156 39 entire entire ADJ bracis-28430 156 40 tree tree NOUN bracis-28430 156 41 with with ADP bracis-28430 156 42 a a DET bracis-28430 156 43 single single ADJ bracis-28430 156 44 decision decision NOUN bracis-28430 156 45 stump stump NOUN bracis-28430 156 46 , , PUNCT bracis-28430 156 47 and and CCONJ bracis-28430 156 48 thus thus ADV bracis-28430 156 49 , , PUNCT bracis-28430 156 50 its its PRON bracis-28430 156 51 computational computational ADJ bracis-28430 156 52 cost cost NOUN bracis-28430 156 53 after after SCONJ bracis-28430 156 54 the the DET bracis-28430 156 55 drift drift NOUN bracis-28430 156 56 has have AUX bracis-28430 156 57 greatly greatly ADV bracis-28430 156 58 decreased decrease VERB bracis-28430 156 59 . . PUNCT bracis-28430 157 1 this this PRON bracis-28430 157 2 is be AUX bracis-28430 157 3 a a DET bracis-28430 157 4 relevant relevant ADJ bracis-28430 157 5 scenario scenario NOUN bracis-28430 157 6 in in ADP bracis-28430 157 7 which which PRON bracis-28430 157 8 energy energy NOUN bracis-28430 157 9 consumption consumption NOUN bracis-28430 157 10 is be AUX bracis-28430 157 11 not not PART bracis-28430 157 12 directly directly ADV bracis-28430 157 13 related relate VERB bracis-28430 157 14 to to ADP bracis-28430 157 15 processing processing NOUN bracis-28430 157 16 time time NOUN bracis-28430 157 17 and and CCONJ bracis-28430 157 18 memory memory NOUN bracis-28430 157 19 consumption consumption NOUN bracis-28430 157 20 , , PUNCT bracis-28430 157 21 and and CCONJ bracis-28430 157 22 it it PRON bracis-28430 157 23 allows allow VERB bracis-28430 157 24 a a DET bracis-28430 157 25 better well ADJ bracis-28430 157 26 analysis analysis NOUN bracis-28430 157 27 by by ADP bracis-28430 157 28 researchers researcher NOUN bracis-28430 157 29 and and CCONJ bracis-28430 157 30 practitioners practitioner NOUN bracis-28430 157 31 on on ADP bracis-28430 157 32 which which PRON bracis-28430 157 33 classifier classifier NOUN bracis-28430 157 34 should should AUX bracis-28430 157 35 be be AUX bracis-28430 157 36 used use VERB bracis-28430 157 37 in in ADP bracis-28430 157 38 a a DET bracis-28430 157 39 specific specific ADJ bracis-28430 157 40 scenario scenario NOUN bracis-28430 157 41 . . PUNCT bracis-28430 158 1 focusing focus VERB bracis-28430 158 2 on on ADP bracis-28430 158 3 arf arf NOUN bracis-28430 158 4 , , PUNCT bracis-28430 158 5 we we PRON bracis-28430 158 6 also also ADV bracis-28430 158 7 highlight highlight VERB bracis-28430 158 8 that that SCONJ bracis-28430 158 9 the the DET bracis-28430 158 10 energy energy NOUN bracis-28430 158 11 consumption consumption NOUN bracis-28430 158 12 rates rate NOUN bracis-28430 158 13 are be AUX bracis-28430 158 14 not not PART bracis-28430 158 15 directly directly ADV bracis-28430 158 16 related relate VERB bracis-28430 158 17 to to ADP bracis-28430 158 18 either either DET bracis-28430 158 19 processing processing NOUN bracis-28430 158 20 time time NOUN bracis-28430 158 21 and and CCONJ bracis-28430 158 22 memory memory NOUN bracis-28430 158 23 consumption consumption NOUN bracis-28430 158 24 rates rate NOUN bracis-28430 158 25 since since SCONJ bracis-28430 158 26 , , PUNCT bracis-28430 158 27 despite despite SCONJ bracis-28430 158 28 taking take VERB bracis-28430 158 29 much much ADV bracis-28430 158 30 more more ADJ bracis-28430 158 31 time time NOUN bracis-28430 158 32 and and CCONJ bracis-28430 158 33 memory memory NOUN bracis-28430 158 34 to to PART bracis-28430 158 35 run run VERB bracis-28430 158 36 , , PUNCT bracis-28430 158 37 its its PRON bracis-28430 158 38 energy energy NOUN bracis-28430 158 39 consumption consumption NOUN bracis-28430 158 40 was be AUX bracis-28430 158 41 roughly roughly ADV bracis-28430 158 42 twice twice ADV bracis-28430 158 43 when when SCONJ bracis-28430 158 44 compared compare VERB bracis-28430 158 45 to to ADP bracis-28430 158 46 its its PRON bracis-28430 158 47 counterparts counterpart NOUN bracis-28430 158 48 . . PUNCT bracis-28430 159 1 this this DET bracis-28430 159 2 result result NOUN bracis-28430 159 3 can can AUX bracis-28430 159 4 be be AUX bracis-28430 159 5 explained explain VERB bracis-28430 159 6 due due ADP bracis-28430 159 7 to to ADP bracis-28430 159 8 arf arf PROPN bracis-28430 159 9 ’s ’s PART bracis-28430 159 10 implementation implementation NOUN bracis-28430 159 11 , , PUNCT bracis-28430 159 12 which which PRON bracis-28430 159 13 is be AUX bracis-28430 159 14 multi multi ADJ bracis-28430 159 15 - - ADJ bracis-28430 159 16 threaded threaded ADJ bracis-28430 159 17 , , PUNCT bracis-28430 159 18 and and CCONJ bracis-28430 159 19 even even ADV bracis-28430 159 20 by by ADP bracis-28430 159 21 combining combine VERB bracis-28430 159 22 100 100 NUM bracis-28430 159 23 learners learner NOUN bracis-28430 159 24 the the DET bracis-28430 159 25 energy energy NOUN bracis-28430 159 26 consumption consumption NOUN bracis-28430 159 27 is be AUX bracis-28430 159 28 not not PART bracis-28430 159 29 100 100 NUM bracis-28430 159 30 times time NOUN bracis-28430 159 31 greater great ADJ bracis-28430 159 32 than than ADP bracis-28430 159 33 its its PRON bracis-28430 159 34 counterparts counterpart NOUN bracis-28430 159 35 . . PUNCT bracis-28430 160 1 table table NOUN bracis-28430 160 2 1 1 NUM bracis-28430 160 3 . . PUNCT bracis-28430 161 1 accuracy accuracy NOUN bracis-28430 161 2 results result NOUN bracis-28430 161 3 obtained obtain VERB bracis-28430 161 4 during during ADP bracis-28430 161 5 experimentation.full experimentation.full NUM bracis-28430 161 6 size size NOUN bracis-28430 161 7 table table NOUN bracis-28430 161 8 table table NOUN bracis-28430 161 9 2 2 NUM bracis-28430 161 10 . . PUNCT bracis-28430 161 11 memory memory NOUN bracis-28430 161 12 consumption consumption NOUN bracis-28430 161 13 results result NOUN bracis-28430 161 14 obtained obtain VERB bracis-28430 161 15 during during ADP bracis-28430 161 16 experimentation.full experimentation.full NUM bracis-28430 161 17 size size NOUN bracis-28430 161 18 table table NOUN bracis-28430 161 19 table table NOUN bracis-28430 161 20 3 3 NUM bracis-28430 161 21 . . PUNCT bracis-28430 161 22 processing processing NOUN bracis-28430 161 23 time time NOUN bracis-28430 161 24 results result NOUN bracis-28430 161 25 obtained obtain VERB bracis-28430 161 26 during during ADP bracis-28430 161 27 experimentation.full experimentation.full NUM bracis-28430 161 28 size size NOUN bracis-28430 161 29 table table NOUN bracis-28430 161 30 table table NOUN bracis-28430 161 31 4 4 NUM bracis-28430 161 32 . . PUNCT bracis-28430 161 33 energy energy NOUN bracis-28430 161 34 consumption consumption NOUN bracis-28430 161 35 results result NOUN bracis-28430 161 36 obtained obtain VERB bracis-28430 161 37 during during ADP bracis-28430 161 38 experimentation.full experimentation.full NUM bracis-28430 161 39 size size NOUN bracis-28430 161 40 table table NOUN bracis-28430 161 41 6 6 NUM bracis-28430 161 42 conclusion conclusion NOUN bracis-28430 161 43 in in ADP bracis-28430 161 44 this this DET bracis-28430 161 45 work work NOUN bracis-28430 161 46 , , PUNCT bracis-28430 161 47 we we PRON bracis-28430 161 48 brought bring VERB bracis-28430 161 49 forward forward ADP bracis-28430 161 50 a a DET bracis-28430 161 51 tool tool NOUN bracis-28430 161 52 for for ADP bracis-28430 161 53 quantifying quantify VERB bracis-28430 161 54 energy energy NOUN bracis-28430 161 55 consumption consumption NOUN bracis-28430 161 56 in in ADP bracis-28430 161 57 data datum NOUN bracis-28430 161 58 stream stream NOUN bracis-28430 161 59 mining mining NOUN bracis-28430 161 60 . . PUNCT bracis-28430 162 1 our our PRON bracis-28430 162 2 tool tool NOUN bracis-28430 162 3 was be AUX bracis-28430 162 4 embedded embed VERB bracis-28430 162 5 within within ADP bracis-28430 162 6 the the DET bracis-28430 162 7 massive massive ADJ bracis-28430 162 8 online online ADJ bracis-28430 162 9 analysis analysis NOUN bracis-28430 162 10 ( ( PUNCT bracis-28430 162 11 moa moa NOUN bracis-28430 162 12 ) ) PUNCT bracis-28430 162 13 framework framework NOUN bracis-28430 162 14 , , PUNCT bracis-28430 162 15 thus thus ADV bracis-28430 162 16 allowing allow VERB bracis-28430 162 17 researchers researcher NOUN bracis-28430 162 18 to to PART bracis-28430 162 19 rapidly rapidly ADV bracis-28430 162 20 quantify quantify VERB bracis-28430 162 21 the the DET bracis-28430 162 22 energy energy NOUN bracis-28430 162 23 consumption consumption NOUN bracis-28430 162 24 of of ADP bracis-28430 162 25 different different ADJ bracis-28430 162 26 classification classification NOUN bracis-28430 162 27 methods method NOUN bracis-28430 162 28 under under ADP bracis-28430 162 29 different different ADJ bracis-28430 162 30 streaming streaming NOUN bracis-28430 162 31 settings setting NOUN bracis-28430 162 32 and and CCONJ bracis-28430 162 33 validation validation NOUN bracis-28430 162 34 processes process NOUN bracis-28430 162 35 . . PUNCT bracis-28430 163 1 to to PART bracis-28430 163 2 validate validate VERB bracis-28430 163 3 our our PRON bracis-28430 163 4 proposal proposal NOUN bracis-28430 163 5 , , PUNCT bracis-28430 163 6 we we PRON bracis-28430 163 7 first first ADV bracis-28430 163 8 conducted conduct VERB bracis-28430 163 9 a a DET bracis-28430 163 10 testbed testbed NOUN bracis-28430 163 11 using use VERB bracis-28430 163 12 a a DET bracis-28430 163 13 processor processor NOUN bracis-28430 163 14 stress stress NOUN bracis-28430 163 15 to to PART bracis-28430 163 16 compare compare VERB bracis-28430 163 17 the the DET bracis-28430 163 18 proposed propose VERB bracis-28430 163 19 software software NOUN bracis-28430 163 20 readings reading NOUN bracis-28430 163 21 against against ADP bracis-28430 163 22 a a DET bracis-28430 163 23 hardware hardware NOUN bracis-28430 163 24 wall wall NOUN bracis-28430 163 25 plug plug PROPN bracis-28430 163 26 . . PUNCT bracis-28430 164 1 next next ADV bracis-28430 164 2 , , PUNCT bracis-28430 164 3 we we PRON bracis-28430 164 4 tested test VERB bracis-28430 164 5 different different ADJ bracis-28430 164 6 classifiers classifier NOUN bracis-28430 164 7 in in ADP bracis-28430 164 8 stationary stationary ADJ bracis-28430 164 9 and and CCONJ bracis-28430 164 10 drifting drift VERB bracis-28430 164 11 scenarios scenario NOUN bracis-28430 164 12 in in ADP bracis-28430 164 13 a a DET bracis-28430 164 14 prequential prequential ADJ bracis-28430 164 15 validation validation NOUN bracis-28430 164 16 scheme scheme NOUN bracis-28430 164 17 . . PUNCT bracis-28430 165 1 results result NOUN bracis-28430 165 2 showed show VERB bracis-28430 165 3 that that SCONJ bracis-28430 165 4 our our PRON bracis-28430 165 5 tool tool NOUN bracis-28430 165 6 allows allow VERB bracis-28430 165 7 the the DET bracis-28430 165 8 identification identification NOUN bracis-28430 165 9 of of ADP bracis-28430 165 10 energy energy NOUN bracis-28430 165 11 consumption consumption NOUN bracis-28430 165 12 rates rate NOUN bracis-28430 165 13 of of ADP bracis-28430 165 14 different different ADJ bracis-28430 165 15 classifiers classifier NOUN bracis-28430 165 16 under under ADP bracis-28430 165 17 different different ADJ bracis-28430 165 18 scenarios scenario NOUN bracis-28430 165 19 , , PUNCT bracis-28430 165 20 i.e. i.e. X bracis-28430 165 21 , , PUNCT bracis-28430 165 22 drifting drifting NOUN bracis-28430 165 23 and and CCONJ bracis-28430 165 24 non non ADJ bracis-28430 165 25 - - ADJ bracis-28430 165 26 drifting drift VERB bracis-28430 165 27 data datum NOUN bracis-28430 165 28 streams stream NOUN bracis-28430 165 29 . . PUNCT bracis-28430 166 1 the the DET bracis-28430 166 2 energy energy NOUN bracis-28430 166 3 consumption consumption NOUN bracis-28430 166 4 rates rate NOUN bracis-28430 166 5 allow allow VERB bracis-28430 166 6 a a DET bracis-28430 166 7 more more ADV bracis-28430 166 8 fine fine ADV bracis-28430 166 9 - - PUNCT bracis-28430 166 10 grained grain VERB bracis-28430 166 11 analysis analysis NOUN bracis-28430 166 12 of of ADP bracis-28430 166 13 the the DET bracis-28430 166 14 classifiers classifier NOUN bracis-28430 166 15 as as SCONJ bracis-28430 166 16 energy energy NOUN bracis-28430 166 17 consumption consumption NOUN bracis-28430 166 18 is be AUX bracis-28430 166 19 not not PART bracis-28430 166 20 directly directly ADV bracis-28430 166 21 tied tie VERB bracis-28430 166 22 with with ADP bracis-28430 166 23 processing processing NOUN bracis-28430 166 24 time time NOUN bracis-28430 166 25 and and CCONJ bracis-28430 166 26 memory memory NOUN bracis-28430 166 27 consumption consumption NOUN bracis-28430 166 28 , , PUNCT bracis-28430 166 29 especially especially ADV bracis-28430 166 30 under under ADP bracis-28430 166 31 concept concept NOUN bracis-28430 166 32 drifting drift VERB bracis-28430 166 33 scenarios scenario NOUN bracis-28430 166 34 and and CCONJ bracis-28430 166 35 multi multi ADJ bracis-28430 166 36 - - ADJ bracis-28430 166 37 threading threading ADJ bracis-28430 166 38 implementations implementation NOUN bracis-28430 166 39 . . PUNCT bracis-28430 167 1 in in ADP bracis-28430 167 2 future future ADJ bracis-28430 167 3 works work NOUN bracis-28430 167 4 , , PUNCT bracis-28430 167 5 we we PRON bracis-28430 167 6 plan plan VERB bracis-28430 167 7 to to PART bracis-28430 167 8 extend extend VERB bracis-28430 167 9 our our PRON bracis-28430 167 10 tool tool NOUN bracis-28430 167 11 to to PART bracis-28430 167 12 encompass encompass VERB bracis-28430 167 13 different different ADJ bracis-28430 167 14 classification classification NOUN bracis-28430 167 15 , , PUNCT bracis-28430 167 16 regression regression NOUN bracis-28430 167 17 , , PUNCT bracis-28430 167 18 and and CCONJ bracis-28430 167 19 clustering cluster VERB bracis-28430 167 20 validation validation NOUN bracis-28430 167 21 schemes scheme NOUN bracis-28430 167 22 , , PUNCT bracis-28430 167 23 including include VERB bracis-28430 167 24 more more ADJ bracis-28430 167 25 datasets dataset NOUN bracis-28430 167 26 and and CCONJ bracis-28430 167 27 scenarios scenario NOUN bracis-28430 167 28 . . PUNCT bracis-28430 168 1 we we PRON bracis-28430 168 2 also also ADV bracis-28430 168 3 plan plan VERB bracis-28430 168 4 to to PART bracis-28430 168 5 port port VERB bracis-28430 168 6 our our PRON bracis-28430 168 7 tool tool NOUN bracis-28430 168 8 to to ADP bracis-28430 168 9 python python NOUN bracis-28430 168 10 - - PUNCT bracis-28430 168 11 based base VERB bracis-28430 168 12 frameworks framework NOUN bracis-28430 168 13 , , PUNCT bracis-28430 168 14 such such ADJ bracis-28430 168 15 as as ADP bracis-28430 168 16 river river NOUN bracis-28430 168 17 [ [ X bracis-28430 168 18 25 25 NUM bracis-28430 168 19 ] ] PUNCT bracis-28430 168 20 . . PUNCT bracis-28430 169 1 finally finally ADV bracis-28430 169 2 , , PUNCT bracis-28430 169 3 we we PRON bracis-28430 169 4 also also ADV bracis-28430 169 5 plan plan VERB bracis-28430 169 6 to to PART bracis-28430 169 7 make make VERB bracis-28430 169 8 our our PRON bracis-28430 169 9 tool tool NOUN bracis-28430 169 10 available available ADJ bracis-28430 169 11 in in ADP bracis-28430 169 12 amd amd PROPN bracis-28430 169 13 and and CCONJ bracis-28430 169 14 apple apple NOUN bracis-28430 169 15 ’s ’s PART bracis-28430 169 16 arm arm NOUN bracis-28430 169 17 platforms platform NOUN bracis-28430 169 18 and and CCONJ bracis-28430 169 19 add add VERB bracis-28430 169 20 support support NOUN bracis-28430 169 21 to to ADP bracis-28430 169 22 gpu gpu VERB bracis-28430 169 23 consumption consumption NOUN bracis-28430 169 24 since since SCONJ bracis-28430 169 25 neural neural ADJ bracis-28430 169 26 networks network NOUN bracis-28430 169 27 are be AUX bracis-28430 169 28 increasingly increasingly ADV bracis-28430 169 29 used use VERB bracis-28430 169 30 in in ADP bracis-28430 169 31 streaming streaming NOUN bracis-28430 169 32 settings setting NOUN bracis-28430 169 33 [ [ X bracis-28430 169 34 20 20 NUM bracis-28430 169 35 ] ] PUNCT bracis-28430 169 36 . . PUNCT bracis-28430 170 1 references reference NOUN bracis-28430 170 2 agrawal agrawal PROPN bracis-28430 170 3 , , PUNCT bracis-28430 170 4 r. r. PROPN bracis-28430 170 5 , , PUNCT bracis-28430 170 6 imielinski imielinski PROPN bracis-28430 170 7 , , PUNCT bracis-28430 170 8 t. t. PROPN bracis-28430 170 9 , , PUNCT bracis-28430 170 10 swami swami PROPN bracis-28430 170 11 , , PUNCT bracis-28430 170 12 a. a. NOUN bracis-28430 170 13 : : PUNCT bracis-28430 170 14 database database PROPN bracis-28430 170 15 mining mining NOUN bracis-28430 170 16 : : PUNCT bracis-28430 170 17 a a DET bracis-28430 170 18 performance performance NOUN bracis-28430 170 19 perspective perspective NOUN bracis-28430 170 20 . . PUNCT bracis-28430 171 1 ieee ieee PROPN bracis-28430 171 2 trans trans PROPN bracis-28430 171 3 . . PROPN bracis-28430 172 1 knowl knowl PROPN bracis-28430 172 2 . . PUNCT bracis-28430 173 1 data data PROPN bracis-28430 173 2 eng eng PROPN bracis-28430 173 3 . . PROPN bracis-28430 173 4 5(6 5(6 NUM bracis-28430 173 5 ) ) PUNCT bracis-28430 173 6 , , PUNCT bracis-28430 173 7 914–925 914–925 NUM bracis-28430 173 8 ( ( PUNCT bracis-28430 173 9 1993 1993 NUM bracis-28430 173 10 ) ) PUNCT bracis-28430 173 11 article article NOUN bracis-28430 173 12     SPACE bracis-28430 173 13 google google PROPN bracis-28430 173 14 scholar scholar NOUN bracis-28430 173 15     SPACE bracis-28430 173 16 barddal barddal NOUN bracis-28430 173 17 , , PUNCT bracis-28430 173 18 j.p j.p PROPN bracis-28430 173 19 . . PROPN bracis-28430 173 20 , , PUNCT bracis-28430 173 21 murilo murilo PROPN bracis-28430 173 22 gomes gomes PROPN bracis-28430 173 23 , , PUNCT bracis-28430 173 24 h. h. PROPN bracis-28430 173 25 , , PUNCT bracis-28430 173 26 enembreck enembreck NOUN bracis-28430 173 27 , , PUNCT bracis-28430 173 28 f. f. PROPN bracis-28430 173 29 , , PUNCT bracis-28430 173 30 pfahringer pfahringer NOUN bracis-28430 173 31 , , PUNCT bracis-28430 173 32 b. b. PROPN bracis-28430 173 33 , , PUNCT bracis-28430 173 34 bifet bifet PROPN bracis-28430 173 35 , , PUNCT bracis-28430 173 36 a. a. NOUN bracis-28430 173 37 : : PUNCT bracis-28430 173 38 on on ADP bracis-28430 173 39 dynamic dynamic ADJ bracis-28430 173 40 feature feature NOUN bracis-28430 173 41 weighting weight VERB bracis-28430 173 42 for for ADP bracis-28430 173 43 feature feature NOUN bracis-28430 173 44 drifting drift VERB bracis-28430 173 45 data datum NOUN bracis-28430 173 46 streams stream NOUN bracis-28430 173 47 . . PUNCT bracis-28430 174 1 in in ADP bracis-28430 174 2 : : PUNCT bracis-28430 174 3 frasconi frasconi ADJ bracis-28430 174 4 , , PUNCT bracis-28430 174 5 p. p. NOUN bracis-28430 174 6 , , PUNCT bracis-28430 174 7 landwehr landwehr NOUN bracis-28430 174 8 , , PUNCT bracis-28430 174 9 n. n. NOUN bracis-28430 174 10 , , PUNCT bracis-28430 174 11 manco manco PROPN bracis-28430 174 12 , , PUNCT bracis-28430 174 13 g. g. PROPN bracis-28430 174 14 , , PUNCT bracis-28430 174 15 vreeken vreeken VERB bracis-28430 174 16 , , PUNCT bracis-28430 174 17 j. j. PROPN bracis-28430 174 18 ( ( PUNCT bracis-28430 174 19 eds eds PROPN bracis-28430 174 20 . . PUNCT bracis-28430 174 21 ) ) PUNCT bracis-28430 174 22 ecml ecml PROPN bracis-28430 174 23 pkdd pkdd NOUN bracis-28430 174 24 2016 2016 NUM bracis-28430 174 25 . . PUNCT bracis-28430 175 1 lncs lncs PROPN bracis-28430 175 2 ( ( PUNCT bracis-28430 175 3 lnai lnai ADJ bracis-28430 175 4 ) ) PUNCT bracis-28430 175 5 , , PUNCT bracis-28430 175 6 vol vol NOUN bracis-28430 175 7 . . PROPN bracis-28430 175 8 9852 9852 NUM bracis-28430 175 9 , , PUNCT bracis-28430 175 10 pp pp ADP bracis-28430 175 11 . . PUNCT bracis-28430 176 1 129–144 129–144 NUM bracis-28430 176 2 . . PUNCT bracis-28430 176 3 springer springer NOUN bracis-28430 176 4 , , PUNCT bracis-28430 176 5 cham cham PROPN bracis-28430 176 6 ( ( PUNCT bracis-28430 176 7 2016 2016 NUM bracis-28430 176 8 ) ) PUNCT bracis-28430 176 9 . . PUNCT bracis-28430 177 1 https://doi.org/10.1007/978-3-319-46227-1_9 https://doi.org/10.1007/978-3-319-46227-1_9 PROPN bracis-28430 177 2 chapter chapter NOUN bracis-28430 177 3     SPACE bracis-28430 177 4 google google PROPN bracis-28430 177 5 scholar scholar NOUN bracis-28430 177 6     SPACE bracis-28430 177 7 bifet bifet PROPN bracis-28430 177 8 , , PUNCT bracis-28430 177 9 a. a. NOUN bracis-28430 177 10 , , PUNCT bracis-28430 177 11 gavalda gavalda PROPN bracis-28430 177 12 , , PUNCT bracis-28430 177 13 r. r. PROPN bracis-28430 177 14 : : PUNCT bracis-28430 177 15 learning learn VERB bracis-28430 177 16 from from ADP bracis-28430 177 17 time time NOUN bracis-28430 177 18 - - PUNCT bracis-28430 177 19 changing change VERB bracis-28430 177 20 data datum NOUN bracis-28430 177 21 with with ADP bracis-28430 177 22 adaptive adaptive ADJ bracis-28430 177 23 windowing windowing NOUN bracis-28430 177 24 . . PUNCT bracis-28430 178 1 in in ADP bracis-28430 178 2 : : PUNCT bracis-28430 178 3 proceedings proceeding NOUN bracis-28430 178 4 of of ADP bracis-28430 178 5 the the DET bracis-28430 178 6 2007 2007 NUM bracis-28430 178 7 siam siam PROPN bracis-28430 178 8 international international ADJ bracis-28430 178 9 conference conference NOUN bracis-28430 178 10 on on ADP bracis-28430 178 11 data datum NOUN bracis-28430 178 12 mining mining NOUN bracis-28430 178 13 , , PUNCT bracis-28430 178 14 pp pp ADJ bracis-28430 178 15 . . PUNCT bracis-28430 179 1 443–448 443–448 NUM bracis-28430 179 2 . . PUNCT bracis-28430 180 1 siam siam PROPN bracis-28430 180 2 ( ( PUNCT bracis-28430 180 3 2007 2007 NUM bracis-28430 180 4 ) ) PUNCT bracis-28430 180 5 google google PROPN bracis-28430 180 6 scholar scholar NOUN bracis-28430 180 7     SPACE bracis-28430 180 8 bifet bifet PROPN bracis-28430 180 9 , , PUNCT bracis-28430 180 10 a. a. NOUN bracis-28430 180 11 , , PUNCT bracis-28430 180 12 gavaldà gavaldà PROPN bracis-28430 180 13 , , PUNCT bracis-28430 180 14 r. r. PROPN bracis-28430 180 15 : : PUNCT bracis-28430 180 16 adaptive adaptive PROPN bracis-28430 180 17 learning learn VERB bracis-28430 180 18 from from ADP bracis-28430 180 19 evolving evolve VERB bracis-28430 180 20 data datum NOUN bracis-28430 180 21 streams stream NOUN bracis-28430 180 22 . . PUNCT bracis-28430 181 1 in in ADP bracis-28430 181 2 : : PUNCT bracis-28430 181 3 adams adams PROPN bracis-28430 181 4 , , PUNCT bracis-28430 181 5 n.m n.m PROPN bracis-28430 181 6 . . PROPN bracis-28430 181 7 , , PUNCT bracis-28430 181 8 robardet robardet PROPN bracis-28430 181 9 , , PUNCT bracis-28430 181 10 c. c. PROPN bracis-28430 181 11 , , PUNCT bracis-28430 181 12 siebes siebe NOUN bracis-28430 181 13 , , PUNCT bracis-28430 181 14 a. a. NOUN bracis-28430 181 15 , , PUNCT bracis-28430 181 16 boulicaut boulicaut NOUN bracis-28430 181 17 , , PUNCT bracis-28430 181 18 j.-f j.-f PROPN bracis-28430 181 19 . . PUNCT bracis-28430 182 1 ( ( PUNCT bracis-28430 182 2 eds ed NOUN bracis-28430 182 3 . . PUNCT bracis-28430 182 4 ) ) PUNCT bracis-28430 183 1 ida ida PROPN bracis-28430 183 2 2009 2009 NUM bracis-28430 183 3 . . PUNCT bracis-28430 184 1 lncs lncs PROPN bracis-28430 184 2 , , PUNCT bracis-28430 184 3 vol vol NOUN bracis-28430 184 4 . . PROPN bracis-28430 184 5 5772 5772 NUM bracis-28430 184 6 , , PUNCT bracis-28430 184 7 pp pp ADJ bracis-28430 184 8 . . PUNCT bracis-28430 185 1 249–260 249–260 NUM bracis-28430 185 2 . . PUNCT bracis-28430 185 3 springer springer NOUN bracis-28430 185 4 , , PUNCT bracis-28430 185 5 heidelberg heidelberg PROPN bracis-28430 185 6 ( ( PUNCT bracis-28430 185 7 2009 2009 NUM bracis-28430 185 8 ) ) PUNCT bracis-28430 185 9 . . PUNCT bracis-28430 186 1 https://doi.org/10.1007/978-3-642-03915-7_22 https://doi.org/10.1007/978-3-642-03915-7_22 PROPN bracis-28430 186 2 chapter chapter NOUN bracis-28430 186 3     SPACE bracis-28430 186 4 google google PROPN bracis-28430 186 5 scholar scholar NOUN bracis-28430 186 6     SPACE bracis-28430 186 7 bifet bifet PROPN bracis-28430 186 8 , , PUNCT bracis-28430 186 9 a. a. NOUN bracis-28430 186 10 , , PUNCT bracis-28430 186 11 gavalda gavalda PROPN bracis-28430 186 12 , , PUNCT bracis-28430 186 13 r. r. PROPN bracis-28430 186 14 , , PUNCT bracis-28430 186 15 holmes holmes PROPN bracis-28430 186 16 , , PUNCT bracis-28430 186 17 g. g. PROPN bracis-28430 186 18 , , PUNCT bracis-28430 186 19 pfahringer pfahringer NOUN bracis-28430 186 20 , , PUNCT bracis-28430 186 21 b. b. PROPN bracis-28430 186 22 : : PUNCT bracis-28430 187 1 machine machine NOUN bracis-28430 187 2 learning learn VERB bracis-28430 187 3 for for ADP bracis-28430 187 4 data datum NOUN bracis-28430 187 5 streams stream NOUN bracis-28430 187 6 : : PUNCT bracis-28430 187 7 with with ADP bracis-28430 187 8 practical practical ADJ bracis-28430 187 9 examples example NOUN bracis-28430 187 10 in in ADP bracis-28430 187 11 moa moa NOUN bracis-28430 187 12 . . PUNCT bracis-28430 188 1 mit mit PROPN bracis-28430 188 2 press press PROPN bracis-28430 188 3 , , PUNCT bracis-28430 188 4 cambridge cambridge PROPN bracis-28430 188 5 ( ( PUNCT bracis-28430 188 6 2023 2023 NUM bracis-28430 188 7 ) ) PUNCT bracis-28430 188 8 google google NOUN bracis-28430 188 9 scholar scholar NOUN bracis-28430 188 10     SPACE bracis-28430 188 11 bifet bifet PROPN bracis-28430 188 12 , , PUNCT bracis-28430 188 13 a. a. NOUN bracis-28430 188 14 , , PUNCT bracis-28430 188 15 holmes holmes PROPN bracis-28430 188 16 , , PUNCT bracis-28430 188 17 g. g. PROPN bracis-28430 188 18 , , PUNCT bracis-28430 188 19 kirkby kirkby NOUN bracis-28430 188 20 , , PUNCT bracis-28430 188 21 r. r. PROPN bracis-28430 188 22 , , PUNCT bracis-28430 188 23 pfahringer pfahringer NOUN bracis-28430 188 24 , , PUNCT bracis-28430 188 25 b. b. PROPN bracis-28430 188 26 : : PUNCT bracis-28430 188 27 moa moa NOUN bracis-28430 188 28 : : PUNCT bracis-28430 188 29 massive massive ADJ bracis-28430 188 30 online online ADJ bracis-28430 188 31 analysis analysis NOUN bracis-28430 188 32 . . PUNCT bracis-28430 189 1 j. j. PROPN bracis-28430 189 2 mach mach PROPN bracis-28430 189 3 . . PUNCT bracis-28430 190 1 learn learn VERB bracis-28430 190 2 . . PUNCT bracis-28430 191 1 res re NOUN bracis-28430 191 2 . . PUNCT bracis-28430 192 1 11(52 11(52 NUM bracis-28430 192 2 ) ) PUNCT bracis-28430 192 3 , , PUNCT bracis-28430 192 4 1601–1604 1601–1604 NUM bracis-28430 192 5 ( ( PUNCT bracis-28430 192 6 2010 2010 NUM bracis-28430 192 7 ) ) PUNCT bracis-28430 192 8 . . PUNCT bracis-28430 193 1 http://jmlr.org/papers/v11/bifet10a.html http://jmlr.org/papers/v11/bifet10a.html PROPN bracis-28430 193 2 david david PROPN bracis-28430 193 3 , , PUNCT bracis-28430 193 4 h. h. PROPN bracis-28430 193 5 , , PUNCT bracis-28430 193 6 gorbatov gorbatov PROPN bracis-28430 193 7 , , PUNCT bracis-28430 193 8 e. e. PROPN bracis-28430 193 9 , , PUNCT bracis-28430 193 10 hanebutte hanebutte PROPN bracis-28430 193 11 , , PUNCT bracis-28430 193 12 u.r u.r PROPN bracis-28430 193 13 . . PROPN bracis-28430 193 14 , , PUNCT bracis-28430 193 15 khanna khanna PROPN bracis-28430 193 16 , , PUNCT bracis-28430 193 17 r. r. PROPN bracis-28430 193 18 , , PUNCT bracis-28430 193 19 le le PROPN bracis-28430 193 20 , , PUNCT bracis-28430 193 21 c. c. PROPN bracis-28430 193 22 : : PUNCT bracis-28430 193 23 rapl rapl NOUN bracis-28430 193 24 : : PUNCT bracis-28430 193 25 memory memory NOUN bracis-28430 193 26 power power NOUN bracis-28430 193 27 estimation estimation NOUN bracis-28430 193 28 and and CCONJ bracis-28430 193 29 capping capping NOUN bracis-28430 193 30 . . PUNCT bracis-28430 194 1 in in ADP bracis-28430 194 2 : : PUNCT bracis-28430 194 3 proceedings proceeding NOUN bracis-28430 194 4 of of ADP bracis-28430 194 5 the the DET bracis-28430 194 6 16th 16th ADJ bracis-28430 194 7 acm acm PROPN bracis-28430 194 8 / / SYM bracis-28430 194 9 ieee ieee PROPN bracis-28430 194 10 international international ADJ bracis-28430 194 11 symposium symposium NOUN bracis-28430 194 12 on on ADP bracis-28430 194 13 low low ADJ bracis-28430 194 14 power power NOUN bracis-28430 194 15 electronics electronic NOUN bracis-28430 194 16 and and CCONJ bracis-28430 194 17 design design NOUN bracis-28430 194 18 . . PUNCT bracis-28430 195 1 pp pp ADV bracis-28430 195 2 . . PUNCT bracis-28430 196 1 189–194 189–194 NUM bracis-28430 196 2 . . PUNCT bracis-28430 196 3 islped islpe VERB bracis-28430 196 4 2010 2010 NUM bracis-28430 196 5 , , PUNCT bracis-28430 196 6 association association NOUN bracis-28430 196 7 for for ADP bracis-28430 196 8 computing compute VERB bracis-28430 196 9 machinery machinery NOUN bracis-28430 196 10 , , PUNCT bracis-28430 196 11 new new PROPN bracis-28430 196 12 york york PROPN bracis-28430 196 13 , , PUNCT bracis-28430 196 14 ny ny PROPN bracis-28430 196 15 , , PUNCT bracis-28430 196 16 usa usa PROPN bracis-28430 196 17 ( ( PUNCT bracis-28430 196 18 2010 2010 NUM bracis-28430 196 19 ) ) PUNCT bracis-28430 196 20 . . PUNCT bracis-28430 197 1 https://doi.org/10.1145/1840845.1840883 https://doi.org/10.1145/1840845.1840883 PROPN bracis-28430 197 2 desrochers desrocher NOUN bracis-28430 197 3 , , PUNCT bracis-28430 197 4 s. s. PROPN bracis-28430 197 5 , , PUNCT bracis-28430 197 6 paradis paradis PROPN bracis-28430 197 7 , , PUNCT bracis-28430 197 8 c. c. PROPN bracis-28430 197 9 , , PUNCT bracis-28430 197 10 weaver weaver PROPN bracis-28430 197 11 , , PUNCT bracis-28430 197 12 v.m v.m PROPN bracis-28430 197 13 . . PUNCT bracis-28430 197 14 : : PUNCT bracis-28430 198 1 a a DET bracis-28430 198 2 validation validation NOUN bracis-28430 198 3 of of ADP bracis-28430 198 4 dram dram PROPN bracis-28430 198 5 rapl rapl PROPN bracis-28430 198 6 power power NOUN bracis-28430 198 7 measurements measurement NOUN bracis-28430 198 8 . . PUNCT bracis-28430 199 1 in in ADP bracis-28430 199 2 : : PUNCT bracis-28430 199 3 proceedings proceeding NOUN bracis-28430 199 4 of of ADP bracis-28430 199 5 the the DET bracis-28430 199 6 second second ADJ bracis-28430 199 7 international international ADJ bracis-28430 199 8 symposium symposium NOUN bracis-28430 199 9 on on ADP bracis-28430 199 10 memory memory NOUN bracis-28430 199 11 systems system NOUN bracis-28430 199 12 , , PUNCT bracis-28430 199 13 pp pp ADV bracis-28430 199 14 . . PUNCT bracis-28430 200 1 455–470 455–470 NUM bracis-28430 200 2 . . PUNCT bracis-28430 201 1 memsys memsys PROPN bracis-28430 201 2 2016 2016 NUM bracis-28430 201 3 , , PUNCT bracis-28430 201 4 association association NOUN bracis-28430 201 5 for for ADP bracis-28430 201 6 computing compute VERB bracis-28430 201 7 machinery machinery NOUN bracis-28430 201 8 , , PUNCT bracis-28430 201 9 new new PROPN bracis-28430 201 10 york york PROPN bracis-28430 201 11 , , PUNCT bracis-28430 201 12 ny ny PROPN bracis-28430 201 13 , , PUNCT bracis-28430 201 14 usa usa PROPN bracis-28430 201 15 ( ( PUNCT bracis-28430 201 16 2016 2016 NUM bracis-28430 201 17 ) ) PUNCT bracis-28430 201 18 . . PUNCT bracis-28430 202 1 https://doi.org/10.1145/2989081.2989088 https://doi.org/10.1145/2989081.2989088 PROPN bracis-28430 202 2 domingos domingos PROPN bracis-28430 202 3 , , PUNCT bracis-28430 202 4 p. p. PROPN bracis-28430 202 5 , , PUNCT bracis-28430 202 6 hulten hulten VERB bracis-28430 202 7 , , PUNCT bracis-28430 202 8 g. g. NOUN bracis-28430 202 9 : : PUNCT bracis-28430 202 10 mining mine VERB bracis-28430 202 11 high high ADJ bracis-28430 202 12 - - PUNCT bracis-28430 202 13 speed speed NOUN bracis-28430 202 14 data datum NOUN bracis-28430 202 15 streams stream NOUN bracis-28430 202 16 . . PUNCT bracis-28430 203 1 in in ADP bracis-28430 203 2 : : PUNCT bracis-28430 203 3 proceedings proceeding NOUN bracis-28430 203 4 of of ADP bracis-28430 203 5 the the DET bracis-28430 203 6 sixth sixth ADJ bracis-28430 203 7 acm acm NOUN bracis-28430 203 8 sigkdd sigkdd NOUN bracis-28430 203 9 international international ADJ bracis-28430 203 10 conference conference NOUN bracis-28430 203 11 on on ADP bracis-28430 203 12 knowledge knowledge NOUN bracis-28430 203 13 discovery discovery PROPN bracis-28430 203 14 and and CCONJ bracis-28430 203 15 data datum NOUN bracis-28430 203 16 mining mining NOUN bracis-28430 203 17 , , PUNCT bracis-28430 203 18 pp pp ADJ bracis-28430 203 19 . . PUNCT bracis-28430 204 1 71–80 71–80 NUM bracis-28430 204 2 . . PUNCT bracis-28430 205 1 kdd kdd PROPN bracis-28430 205 2 2000 2000 NUM bracis-28430 205 3 , , PUNCT bracis-28430 205 4 association association NOUN bracis-28430 205 5 for for ADP bracis-28430 205 6 computing compute VERB bracis-28430 205 7 machinery machinery NOUN bracis-28430 205 8 , , PUNCT bracis-28430 205 9 new new PROPN bracis-28430 205 10 york york PROPN bracis-28430 205 11 , , PUNCT bracis-28430 205 12 ny ny PROPN bracis-28430 205 13 , , PUNCT bracis-28430 205 14 usa usa PROPN bracis-28430 205 15 ( ( PUNCT bracis-28430 205 16 2000 2000 NUM bracis-28430 205 17 ) ) PUNCT bracis-28430 205 18 . . PUNCT bracis-28430 206 1 https://doi.org/10.1145/347090.347107 https://doi.org/10.1145/347090.347107 ADJ bracis-28430 206 2 gama gama NOUN bracis-28430 206 3 , , PUNCT bracis-28430 206 4 j. j. PROPN bracis-28430 206 5 : : PUNCT bracis-28430 206 6 knowledge knowledge NOUN bracis-28430 206 7 discovery discovery PROPN bracis-28430 206 8 from from ADP bracis-28430 206 9 data datum NOUN bracis-28430 206 10 streams stream NOUN bracis-28430 206 11 . . PUNCT bracis-28430 207 1 chapman chapman PROPN bracis-28430 207 2 & & CCONJ bracis-28430 207 3 hall hall PROPN bracis-28430 207 4 / / SYM bracis-28430 207 5 crc crc PROPN bracis-28430 207 6 , , PUNCT bracis-28430 207 7 1st 1st ADJ bracis-28430 207 8 edn edn NOUN bracis-28430 207 9 . . PUNCT bracis-28430 208 1 ( ( PUNCT bracis-28430 208 2 2010 2010 NUM bracis-28430 208 3 ) ) PUNCT bracis-28430 208 4 google google PROPN bracis-28430 208 5 scholar scholar NOUN bracis-28430 208 6     SPACE bracis-28430 208 7 gama gama NOUN bracis-28430 208 8 , , PUNCT bracis-28430 208 9 j. j. PROPN bracis-28430 208 10 , , PUNCT bracis-28430 208 11 sebastião sebastião PROPN bracis-28430 208 12 , , PUNCT bracis-28430 208 13 r. r. PROPN bracis-28430 208 14 , , PUNCT bracis-28430 208 15 rodrigues rodrigues PROPN bracis-28430 208 16 , , PUNCT bracis-28430 208 17 p.p p.p PROPN bracis-28430 208 18 . . PUNCT bracis-28430 208 19 : : PUNCT bracis-28430 208 20 on on ADP bracis-28430 208 21 evaluating evaluate VERB bracis-28430 208 22 stream stream NOUN bracis-28430 208 23 learning learn VERB bracis-28430 208 24 algorithms algorithm NOUN bracis-28430 208 25 . . PUNCT bracis-28430 209 1 mach mach NOUN bracis-28430 209 2 . . PUNCT bracis-28430 210 1 learn learn VERB bracis-28430 210 2 . . PUNCT bracis-28430 211 1 90(3 90(3 NOUN bracis-28430 211 2 ) ) PUNCT bracis-28430 211 3 , , PUNCT bracis-28430 211 4 317–346 317–346 NUM bracis-28430 211 5 ( ( PUNCT bracis-28430 211 6 2012 2012 NUM bracis-28430 211 7 ) ) PUNCT bracis-28430 211 8 . . PUNCT bracis-28430 212 1 https://doi.org/10.1007/s10994-012-5320-9 https://doi.org/10.1007/s10994-012-5320-9 NUM bracis-28430 212 2 article article NOUN bracis-28430 212 3     SPACE bracis-28430 212 4 mathscinet mathscinet NOUN bracis-28430 212 5     SPACE bracis-28430 212 6 math math NOUN bracis-28430 212 7     SPACE bracis-28430 212 8 google google PROPN bracis-28430 212 9 scholar scholar NOUN bracis-28430 212 10     SPACE bracis-28430 212 11 gama gama NOUN bracis-28430 212 12 , , PUNCT bracis-28430 212 13 j. j. PROPN bracis-28430 212 14 , , PUNCT bracis-28430 212 15 zliobaite zliobaite PROPN bracis-28430 212 16 , , PUNCT bracis-28430 212 17 i. i. NOUN bracis-28430 212 18 , , PUNCT bracis-28430 212 19 bifet bifet PROPN bracis-28430 212 20 , , PUNCT bracis-28430 212 21 a. a. NOUN bracis-28430 212 22 , , PUNCT bracis-28430 212 23 pechenizkiy pechenizkiy NOUN bracis-28430 212 24 , , PUNCT bracis-28430 212 25 m. m. NOUN bracis-28430 212 26 , , PUNCT bracis-28430 212 27 bouchachia bouchachia NOUN bracis-28430 212 28 , , PUNCT bracis-28430 212 29 a. a. NOUN bracis-28430 212 30 : : PUNCT bracis-28430 212 31 a a DET bracis-28430 212 32 survey survey NOUN bracis-28430 212 33 on on ADP bracis-28430 212 34 concept concept NOUN bracis-28430 212 35 drift drift NOUN bracis-28430 212 36 adaptation adaptation NOUN bracis-28430 212 37 ( ( PUNCT bracis-28430 212 38 2014 2014 NUM bracis-28430 212 39 ) ) PUNCT bracis-28430 212 40 . . PUNCT bracis-28430 213 1 https://doi.org/10.1145/2523813 https://doi.org/10.1145/2523813 X bracis-28430 213 2 garcía garcía ADJ bracis-28430 213 3 - - PUNCT bracis-28430 213 4 martín martín NOUN bracis-28430 213 5 , , PUNCT bracis-28430 213 6 e. e. PROPN bracis-28430 213 7 , , PUNCT bracis-28430 213 8 bifet bifet PROPN bracis-28430 213 9 , , PUNCT bracis-28430 213 10 a. a. NOUN bracis-28430 213 11 , , PUNCT bracis-28430 213 12 lavesson lavesson NOUN bracis-28430 213 13 , , PUNCT bracis-28430 213 14 n. n. NOUN bracis-28430 213 15 : : PUNCT bracis-28430 213 16 energy energy NOUN bracis-28430 213 17 modeling modeling NOUN bracis-28430 213 18 of of ADP bracis-28430 213 19 hoeffding hoeffde VERB bracis-28430 213 20 tree tree NOUN bracis-28430 213 21 ensembles ensemble NOUN bracis-28430 213 22 . . PUNCT bracis-28430 214 1 intell intell PROPN bracis-28430 214 2 . . PUNCT bracis-28430 215 1 data data PROPN bracis-28430 215 2 anal anal PROPN bracis-28430 215 3 . . PUNCT bracis-28430 216 1 25(1 25(1 X bracis-28430 216 2 ) ) PUNCT bracis-28430 216 3 , , PUNCT bracis-28430 216 4 81–104 81–104 PROPN bracis-28430 216 5 ( ( PUNCT bracis-28430 216 6 2020 2020 NUM bracis-28430 216 7 ) ) PUNCT bracis-28430 216 8 google google NOUN bracis-28430 216 9 scholar scholar NOUN bracis-28430 216 10     SPACE bracis-28430 216 11 garcía garcía ADJ bracis-28430 216 12 - - PUNCT bracis-28430 216 13 martín martín NOUN bracis-28430 216 14 , , PUNCT bracis-28430 216 15 e. e. PROPN bracis-28430 216 16 , , PUNCT bracis-28430 216 17 bifet bifet PROPN bracis-28430 216 18 , , PUNCT bracis-28430 216 19 a. a. NOUN bracis-28430 216 20 , , PUNCT bracis-28430 216 21 lavesson lavesson NOUN bracis-28430 216 22 , , PUNCT bracis-28430 216 23 n. n. NOUN bracis-28430 216 24 : : PUNCT bracis-28430 216 25 green green PROPN bracis-28430 216 26 accelerated accelerate VERB bracis-28430 216 27 hoeffding hoeffding NOUN bracis-28430 216 28 tree tree NOUN bracis-28430 216 29 ( ( PUNCT bracis-28430 216 30 2020 2020 NUM bracis-28430 216 31 ) ) PUNCT bracis-28430 216 32 . . PUNCT bracis-28430 217 1 http://urn.kb.se/resolve?urn=urn:nbn:se:bth-19152 http://urn.kb.se/resolve?urn=urn:nbn:se:bth-19152 PROPN bracis-28430 217 2 garcia garcia PROPN bracis-28430 217 3 - - PUNCT bracis-28430 217 4 martin martin PROPN bracis-28430 217 5 , , PUNCT bracis-28430 217 6 e. e. PROPN bracis-28430 217 7 , , PUNCT bracis-28430 217 8 lavesson lavesson PROPN bracis-28430 217 9 , , PUNCT bracis-28430 217 10 n. n. NOUN bracis-28430 217 11 , , PUNCT bracis-28430 217 12 grahn grahn PROPN bracis-28430 217 13 , , PUNCT bracis-28430 217 14 h. h. NOUN bracis-28430 217 15 : : PUNCT bracis-28430 217 16 energy energy NOUN bracis-28430 217 17 efficiency efficiency NOUN bracis-28430 217 18 analysis analysis NOUN bracis-28430 217 19 of of ADP bracis-28430 217 20 the the DET bracis-28430 217 21 very very ADV bracis-28430 217 22 fast fast ADJ bracis-28430 217 23 decision decision NOUN bracis-28430 217 24 tree tree NOUN bracis-28430 217 25 algorithm algorithm NOUN bracis-28430 217 26 . . PUNCT bracis-28430 218 1 in in ADP bracis-28430 218 2 : : PUNCT bracis-28430 218 3 trends trend NOUN bracis-28430 218 4 in in ADP bracis-28430 218 5 social social ADJ bracis-28430 218 6 network network NOUN bracis-28430 218 7 analysis analysis NOUN bracis-28430 218 8 : : PUNCT bracis-28430 218 9 information information NOUN bracis-28430 218 10 propagation propagation NOUN bracis-28430 218 11 , , PUNCT bracis-28430 218 12 user user NOUN bracis-28430 218 13 behavior behavior NOUN bracis-28430 218 14 modeling modeling NOUN bracis-28430 218 15 , , PUNCT bracis-28430 218 16 forecasting forecasting NOUN bracis-28430 218 17 , , PUNCT bracis-28430 218 18 and and CCONJ bracis-28430 218 19 vulnerability vulnerability NOUN bracis-28430 218 20 assessment assessment NOUN bracis-28430 218 21 , , PUNCT bracis-28430 218 22 pp pp ADJ bracis-28430 218 23 . . PUNCT bracis-28430 219 1 229–252 229–252 NUM bracis-28430 219 2 ( ( PUNCT bracis-28430 219 3 2017 2017 NUM bracis-28430 219 4 ) ) PUNCT bracis-28430 219 5 google google PROPN bracis-28430 219 6 scholar scholar NOUN bracis-28430 219 7     SPACE bracis-28430 219 8 garcia garcia PROPN bracis-28430 219 9 - - PUNCT bracis-28430 219 10 martin martin PROPN bracis-28430 219 11 , , PUNCT bracis-28430 219 12 e. e. PROPN bracis-28430 219 13 , , PUNCT bracis-28430 219 14 lavesson lavesson PROPN bracis-28430 219 15 , , PUNCT bracis-28430 219 16 n. n. NOUN bracis-28430 219 17 , , PUNCT bracis-28430 219 18 grahn grahn PROPN bracis-28430 219 19 , , PUNCT bracis-28430 219 20 h. h. NOUN bracis-28430 219 21 : : PUNCT bracis-28430 219 22 identification identification NOUN bracis-28430 219 23 of of ADP bracis-28430 219 24 energy energy NOUN bracis-28430 219 25 hotspots hotspot NOUN bracis-28430 219 26 : : PUNCT bracis-28430 219 27 a a DET bracis-28430 219 28 case case NOUN bracis-28430 219 29 study study NOUN bracis-28430 219 30 of of ADP bracis-28430 219 31 the the DET bracis-28430 219 32 very very ADV bracis-28430 219 33 fast fast ADJ bracis-28430 219 34 decision decision NOUN bracis-28430 219 35 tree tree NOUN bracis-28430 219 36 . . PUNCT bracis-28430 220 1 in in ADP bracis-28430 220 2 : : PUNCT bracis-28430 220 3 au au ADJ bracis-28430 220 4 , , PUNCT bracis-28430 220 5 m.h.a m.h.a NOUN bracis-28430 220 6 . . PROPN bracis-28430 220 7 , , PUNCT bracis-28430 220 8 castiglione castiglione NOUN bracis-28430 220 9 , , PUNCT bracis-28430 220 10 a. a. NOUN bracis-28430 220 11 , , PUNCT bracis-28430 220 12 choo choo PROPN bracis-28430 220 13 , , PUNCT bracis-28430 220 14 k.-k.r k.-k.r PROPN bracis-28430 220 15 . . PROPN bracis-28430 220 16 , , PUNCT bracis-28430 220 17 palmieri palmieri PROPN bracis-28430 220 18 , , PUNCT bracis-28430 220 19 f. f. PROPN bracis-28430 220 20 , , PUNCT bracis-28430 220 21 li li PROPN bracis-28430 220 22 , , PUNCT bracis-28430 220 23 k.-c k.-c NOUN bracis-28430 220 24 . . PUNCT bracis-28430 221 1 ( ( PUNCT bracis-28430 221 2 eds ed NOUN bracis-28430 221 3 . . PUNCT bracis-28430 221 4 ) ) PUNCT bracis-28430 222 1 gpc gpc PROPN bracis-28430 222 2 2017 2017 NUM bracis-28430 222 3 . . PUNCT bracis-28430 223 1 lncs lncs PROPN bracis-28430 223 2 , , PUNCT bracis-28430 223 3 vol vol NOUN bracis-28430 223 4 . . PROPN bracis-28430 223 5 10232 10232 NUM bracis-28430 223 6 , , PUNCT bracis-28430 223 7 pp pp ADJ bracis-28430 223 8 . . PUNCT bracis-28430 224 1 267–281 267–281 NUM bracis-28430 224 2 . . X bracis-28430 224 3 springer springer NOUN bracis-28430 224 4 , , PUNCT bracis-28430 224 5 cham cham PROPN bracis-28430 224 6 ( ( PUNCT bracis-28430 224 7 2017 2017 NUM bracis-28430 224 8 ) ) PUNCT bracis-28430 224 9 . . PUNCT bracis-28430 225 1 https://doi.org/10.1007/978-3-319-57186-7_21 https://doi.org/10.1007/978-3-319-57186-7_21 PROPN bracis-28430 225 2 chapter chapter NOUN bracis-28430 225 3     SPACE bracis-28430 225 4 google google PROPN bracis-28430 225 5 scholar scholar NOUN bracis-28430 225 6     SPACE bracis-28430 225 7 garcía garcía ADJ bracis-28430 225 8 - - PUNCT bracis-28430 225 9 martín martín NOUN bracis-28430 225 10 , , PUNCT bracis-28430 225 11 e. e. PROPN bracis-28430 225 12 , , PUNCT bracis-28430 225 13 lavesson lavesson PROPN bracis-28430 225 14 , , PUNCT bracis-28430 225 15 n. n. NOUN bracis-28430 225 16 , , PUNCT bracis-28430 225 17 grahn grahn PROPN bracis-28430 225 18 , , PUNCT bracis-28430 225 19 h. h. PROPN bracis-28430 225 20 , , PUNCT bracis-28430 225 21 casalicchio casalicchio PROPN bracis-28430 225 22 , , PUNCT bracis-28430 225 23 e. e. PROPN bracis-28430 225 24 , , PUNCT bracis-28430 225 25 boeva boeva PROPN bracis-28430 225 26 , , PUNCT bracis-28430 225 27 v. v. ADP bracis-28430 225 28 : : PUNCT bracis-28430 225 29 how how SCONJ bracis-28430 225 30 to to PART bracis-28430 225 31 measure measure VERB bracis-28430 225 32 energy energy NOUN bracis-28430 225 33 consumption consumption NOUN bracis-28430 225 34 in in ADP bracis-28430 225 35 machine machine NOUN bracis-28430 225 36 learning learning NOUN bracis-28430 225 37 algorithms algorithm NOUN bracis-28430 225 38 . . PUNCT bracis-28430 226 1 in in ADP bracis-28430 226 2 : : PUNCT bracis-28430 226 3 alzate alzate VERB bracis-28430 226 4 , , PUNCT bracis-28430 226 5 c. c. PROPN bracis-28430 226 6 , , PUNCT bracis-28430 226 7 et et PROPN bracis-28430 226 8 al al PROPN bracis-28430 226 9 . . PUNCT bracis-28430 226 10 ( ( PUNCT bracis-28430 226 11 eds ed NOUN bracis-28430 226 12 . . PUNCT bracis-28430 226 13 ) ) PUNCT bracis-28430 227 1 ecml ecml PROPN bracis-28430 227 2 pkdd pkdd NOUN bracis-28430 227 3 2018 2018 NUM bracis-28430 227 4 . . PUNCT bracis-28430 228 1 lncs lncs PROPN bracis-28430 228 2 ( ( PUNCT bracis-28430 228 3 lnai lnai ADJ bracis-28430 228 4 ) ) PUNCT bracis-28430 228 5 , , PUNCT bracis-28430 228 6 vol vol NOUN bracis-28430 228 7 . . PROPN bracis-28430 228 8 11329 11329 NUM bracis-28430 228 9 , , PUNCT bracis-28430 228 10 pp pp ADP bracis-28430 228 11 . . PUNCT bracis-28430 229 1 243–255 243–255 NUM bracis-28430 229 2 . . PUNCT bracis-28430 229 3 springer springer NOUN bracis-28430 229 4 , , PUNCT bracis-28430 229 5 cham cham PROPN bracis-28430 229 6 ( ( PUNCT bracis-28430 229 7 2019 2019 NUM bracis-28430 229 8 ) ) PUNCT bracis-28430 229 9 . . PUNCT bracis-28430 230 1 https://doi.org/10.1007/978-3-030-13453-2_20 https://doi.org/10.1007/978-3-030-13453-2_20 NOUN bracis-28430 230 2 chapter chapter NOUN bracis-28430 230 3     SPACE bracis-28430 230 4 google google PROPN bracis-28430 230 5 scholar scholar NOUN bracis-28430 230 6     SPACE bracis-28430 230 7 garcía garcía ADJ bracis-28430 230 8 - - PUNCT bracis-28430 230 9 martín martín NOUN bracis-28430 230 10 , , PUNCT bracis-28430 230 11 e. e. PROPN bracis-28430 230 12 , , PUNCT bracis-28430 230 13 rodrigues rodrigues PROPN bracis-28430 230 14 , , PUNCT bracis-28430 230 15 c.f c.f PROPN bracis-28430 230 16 . . PROPN bracis-28430 230 17 , , PUNCT bracis-28430 230 18 riley riley PROPN bracis-28430 230 19 , , PUNCT bracis-28430 230 20 g. g. PROPN bracis-28430 230 21 , , PUNCT bracis-28430 230 22 grahn grahn PROPN bracis-28430 230 23 , , PUNCT bracis-28430 230 24 h. h. NOUN bracis-28430 230 25 : : PUNCT bracis-28430 230 26 estimation estimation NOUN bracis-28430 230 27 of of ADP bracis-28430 230 28 energy energy NOUN bracis-28430 230 29 consumption consumption NOUN bracis-28430 230 30 in in ADP bracis-28430 230 31 machine machine NOUN bracis-28430 230 32 learning learning NOUN bracis-28430 230 33 . . PUNCT bracis-28430 231 1 j. j. PROPN bracis-28430 231 2 parallel parallel PROPN bracis-28430 231 3 distrib distrib PROPN bracis-28430 231 4 . . PUNCT bracis-28430 232 1 comput comput NOUN bracis-28430 232 2 . . PUNCT bracis-28430 233 1 134 134 NUM bracis-28430 233 2 , , PUNCT bracis-28430 233 3 75–88 75–88 NUM bracis-28430 233 4 ( ( PUNCT bracis-28430 233 5 2019 2019 NUM bracis-28430 233 6 ) ) PUNCT bracis-28430 233 7 . . PUNCT bracis-28430 234 1 https://doi.org/10.1016/j.jpdc.2019.07.007 https://doi.org/10.1016/j.jpdc.2019.07.007 NOUN bracis-28430 234 2 article article NOUN bracis-28430 234 3     SPACE bracis-28430 234 4 google google PROPN bracis-28430 234 5 scholar scholar NOUN bracis-28430 234 6     SPACE bracis-28430 234 7 gomes gome NOUN bracis-28430 234 8 , , PUNCT bracis-28430 234 9 h.m h.m PROPN bracis-28430 234 10 . . PROPN bracis-28430 234 11 , , PUNCT bracis-28430 234 12 et et PROPN bracis-28430 234 13 al al PROPN bracis-28430 234 14 . . PUNCT bracis-28430 234 15 : : PUNCT bracis-28430 235 1 adaptive adaptive ADJ bracis-28430 235 2 random random ADJ bracis-28430 235 3 forests forest NOUN bracis-28430 235 4 for for ADP bracis-28430 235 5 evolving evolve VERB bracis-28430 235 6 data datum NOUN bracis-28430 235 7 stream stream NOUN bracis-28430 235 8 classification classification NOUN bracis-28430 235 9 . . PUNCT bracis-28430 236 1 mach mach NOUN bracis-28430 236 2 . . PUNCT bracis-28430 237 1 learn learn VERB bracis-28430 237 2 . . PUNCT bracis-28430 238 1 106(9 106(9 NUM bracis-28430 238 2 ) ) PUNCT bracis-28430 238 3 , , PUNCT bracis-28430 238 4 1469–1495 1469–1495 NUM bracis-28430 238 5 ( ( PUNCT bracis-28430 238 6 2017 2017 NUM bracis-28430 238 7 ) ) PUNCT bracis-28430 238 8 . . PUNCT bracis-28430 239 1 https://doi.org/10.1007/s10994-017-5642-8 https://doi.org/10.1007/s10994-017-5642-8 PROPN bracis-28430 239 2 , , PUNCT bracis-28430 239 3 https://doi.org/10.1007/s10994-017-5642-8 https://doi.org/10.1007/s10994-017-5642-8 PROPN bracis-28430 239 4 gunasekara gunasekara NOUN bracis-28430 239 5 , , PUNCT bracis-28430 239 6 n. n. NOUN bracis-28430 239 7 , , PUNCT bracis-28430 239 8 gomes gomes PROPN bracis-28430 239 9 , , PUNCT bracis-28430 239 10 h.m h.m PROPN bracis-28430 239 11 . . PROPN bracis-28430 239 12 , , PUNCT bracis-28430 239 13 pfahringer pfahringer NOUN bracis-28430 239 14 , , PUNCT bracis-28430 239 15 b. b. PROPN bracis-28430 239 16 , , PUNCT bracis-28430 239 17 bifet bifet PROPN bracis-28430 239 18 , , PUNCT bracis-28430 239 19 a. a. NOUN bracis-28430 239 20 : : PUNCT bracis-28430 239 21 online online ADJ bracis-28430 239 22 hyperparameter hyperparameter NOUN bracis-28430 239 23 optimization optimization NOUN bracis-28430 239 24 for for ADP bracis-28430 239 25 streaming stream VERB bracis-28430 239 26 neural neural ADJ bracis-28430 239 27 networks network NOUN bracis-28430 239 28 . . PUNCT bracis-28430 240 1 in in ADP bracis-28430 240 2 : : PUNCT bracis-28430 240 3 2022 2022 NUM bracis-28430 240 4 international international ADJ bracis-28430 240 5 joint joint ADJ bracis-28430 240 6 conference conference NOUN bracis-28430 240 7 on on ADP bracis-28430 240 8 neural neural ADJ bracis-28430 240 9 networks network NOUN bracis-28430 240 10 ( ( PUNCT bracis-28430 240 11 ijcnn ijcnn PROPN bracis-28430 240 12 ) ) PUNCT bracis-28430 240 13 , , PUNCT bracis-28430 240 14 pp pp ADP bracis-28430 240 15 . . PUNCT bracis-28430 241 1 1–9 1–9 NOUN bracis-28430 241 2 . . NOUN bracis-28430 241 3 ieee ieee PROPN bracis-28430 241 4 ( ( PUNCT bracis-28430 241 5 2022 2022 NUM bracis-28430 241 6 ) ) PUNCT bracis-28430 241 7 google google NOUN bracis-28430 241 8 scholar scholar NOUN bracis-28430 241 9     SPACE bracis-28430 241 10 hähnel hähnel NOUN bracis-28430 241 11 , , PUNCT bracis-28430 241 12 m. m. NOUN bracis-28430 241 13 , , PUNCT bracis-28430 241 14 döbel döbel NOUN bracis-28430 241 15 , , PUNCT bracis-28430 241 16 b. b. PROPN bracis-28430 241 17 , , PUNCT bracis-28430 241 18 völp völp NOUN bracis-28430 241 19 , , PUNCT bracis-28430 241 20 m. m. NOUN bracis-28430 241 21 , , PUNCT bracis-28430 241 22 härtig härtig PROPN bracis-28430 241 23 , , PUNCT bracis-28430 241 24 h. h. PROPN bracis-28430 241 25 : : PUNCT bracis-28430 241 26 measuring measure VERB bracis-28430 241 27 energy energy NOUN bracis-28430 241 28 consumption consumption NOUN bracis-28430 241 29 for for ADP bracis-28430 241 30 short short ADJ bracis-28430 241 31 code code NOUN bracis-28430 241 32 paths path NOUN bracis-28430 241 33 using use VERB bracis-28430 241 34 rapl rapl NOUN bracis-28430 241 35 . . PUNCT bracis-28430 242 1 acm acm PROPN bracis-28430 242 2 sigmetrics sigmetric NOUN bracis-28430 242 3 perform perform VERB bracis-28430 242 4 . . PUNCT bracis-28430 243 1 eval eval PROPN bracis-28430 243 2 . . PUNCT bracis-28430 244 1 rev rev PROPN bracis-28430 244 2 . . PROPN bracis-28430 244 3 40(3 40(3 NOUN bracis-28430 244 4 ) ) PUNCT bracis-28430 244 5 , , PUNCT bracis-28430 244 6 13–17 13–17 NUM bracis-28430 244 7 ( ( PUNCT bracis-28430 244 8 2012 2012 NUM bracis-28430 244 9 ) ) PUNCT bracis-28430 244 10 article article NOUN bracis-28430 244 11     SPACE bracis-28430 244 12 google google PROPN bracis-28430 244 13 scholar scholar NOUN bracis-28430 244 14     SPACE bracis-28430 244 15 hoeffding hoeffding NOUN bracis-28430 244 16 , , PUNCT bracis-28430 244 17 w. w. NOUN bracis-28430 244 18 : : PUNCT bracis-28430 244 19 probability probability NOUN bracis-28430 244 20 inequalities inequality NOUN bracis-28430 244 21 for for ADP bracis-28430 244 22 sums sum NOUN bracis-28430 244 23 of of ADP bracis-28430 244 24 bounded bounded ADJ bracis-28430 244 25 random random ADJ bracis-28430 244 26 variables variable NOUN bracis-28430 244 27 . . PUNCT bracis-28430 245 1 in in ADP bracis-28430 245 2 : : PUNCT bracis-28430 245 3 fisher fisher PROPN bracis-28430 245 4 , , PUNCT bracis-28430 245 5 n.i n.i PROPN bracis-28430 245 6 . . PROPN bracis-28430 245 7 , , PUNCT bracis-28430 245 8 sen sen PROPN bracis-28430 245 9 , , PUNCT bracis-28430 245 10 p.k p.k PROPN bracis-28430 245 11 . . PROPN bracis-28430 245 12 ( ( PUNCT bracis-28430 245 13 eds ed NOUN bracis-28430 245 14 . . PUNCT bracis-28430 245 15 ) ) PUNCT bracis-28430 246 1 the the DET bracis-28430 246 2 collected collect VERB bracis-28430 246 3 works work NOUN bracis-28430 246 4 of of ADP bracis-28430 246 5 wassily wassily PROPN bracis-28430 246 6 hoeffding hoeffding NOUN bracis-28430 246 7 . . PUNCT bracis-28430 247 1 springer springer NOUN bracis-28430 247 2 series series PROPN bracis-28430 247 3 in in ADP bracis-28430 247 4 statistics statistic NOUN bracis-28430 247 5 . . PUNCT bracis-28430 248 1 springer springer NOUN bracis-28430 248 2 , , PUNCT bracis-28430 248 3 new new PROPN bracis-28430 248 4 york york PROPN bracis-28430 248 5 , , PUNCT bracis-28430 248 6 ny ny PROPN bracis-28430 248 7 ( ( PUNCT bracis-28430 248 8 1994 1994 NUM bracis-28430 248 9 ) ) PUNCT bracis-28430 248 10 . . PUNCT bracis-28430 249 1 https://doi.org/10.1007/978-1-4612-0865-5_26 https://doi.org/10.1007/978-1-4612-0865-5_26 PROPN bracis-28430 249 2 king king PROPN bracis-28430 249 3 , , PUNCT bracis-28430 249 4 c.i c.i PROPN bracis-28430 249 5 . . PROPN bracis-28430 249 6 : : PUNCT bracis-28430 250 1 stress stress PROPN bracis-28430 250 2 - - PUNCT bracis-28430 250 3 ng ng PROPN bracis-28430 250 4 . . PROPN bracis-28430 251 1 http://kernel.ubuntu.com/git/cking/stressng.git/. http://kernel.ubuntu.com/git/cking/stressng.git/. PROPN bracis-28430 251 2 visited visit VERB bracis-28430 251 3 on on ADP bracis-28430 251 4 28/03/2018 28/03/2018 NUM bracis-28430 251 5 ) ) PUNCT bracis-28430 251 6 , , PUNCT bracis-28430 251 7 p. p. NOUN bracis-28430 251 8 39 39 NUM bracis-28430 251 9 ( ( PUNCT bracis-28430 251 10 2017 2017 NUM bracis-28430 251 11 ) ) PUNCT bracis-28430 251 12 klawonn klawonn PROPN bracis-28430 251 13 , , PUNCT bracis-28430 251 14 f. f. PROPN bracis-28430 251 15 , , PUNCT bracis-28430 251 16 angelov angelov NOUN bracis-28430 251 17 , , PUNCT bracis-28430 251 18 p. p. NOUN bracis-28430 251 19 : : PUNCT bracis-28430 251 20 evolving evolve VERB bracis-28430 251 21 extended extend VERB bracis-28430 251 22 naive naive ADJ bracis-28430 251 23 bayes bayes NOUN bracis-28430 251 24 classifiers classifier NOUN bracis-28430 251 25 . . PUNCT bracis-28430 252 1 in in ADP bracis-28430 252 2 : : PUNCT bracis-28430 252 3 sixth sixth ADJ bracis-28430 252 4 ieee ieee NOUN bracis-28430 252 5 international international ADJ bracis-28430 252 6 conference conference NOUN bracis-28430 252 7 on on ADP bracis-28430 252 8 data datum NOUN bracis-28430 252 9 mining mining NOUN bracis-28430 252 10 - - PUNCT bracis-28430 252 11 workshops workshop NOUN bracis-28430 252 12 ( ( PUNCT bracis-28430 252 13 icdmw icdmw NOUN bracis-28430 252 14 2006 2006 NUM bracis-28430 252 15 ) ) PUNCT bracis-28430 252 16 , , PUNCT bracis-28430 252 17 pp pp ADP bracis-28430 252 18 . . PUNCT bracis-28430 253 1 643–647 643–647 X bracis-28430 253 2 . . PUNCT bracis-28430 254 1 ieee ieee NOUN bracis-28430 254 2 ( ( PUNCT bracis-28430 254 3 2006 2006 NUM bracis-28430 254 4 ) ) PUNCT bracis-28430 254 5 google google PROPN bracis-28430 254 6 scholar scholar NOUN bracis-28430 254 7     SPACE bracis-28430 254 8 montiel montiel PROPN bracis-28430 254 9 , , PUNCT bracis-28430 254 10 j. j. PROPN bracis-28430 254 11 : : PUNCT bracis-28430 254 12 river river NOUN bracis-28430 254 13 : : PUNCT bracis-28430 254 14 machine machine NOUN bracis-28430 254 15 learning learn VERB bracis-28430 254 16 for for ADP bracis-28430 254 17 streaming streaming NOUN bracis-28430 254 18 data datum NOUN bracis-28430 254 19 in in ADP bracis-28430 254 20 python python PROPN bracis-28430 254 21 . . PUNCT bracis-28430 255 1 j. j. PROPN bracis-28430 255 2 mach mach PROPN bracis-28430 255 3 . . PUNCT bracis-28430 256 1 learn learn VERB bracis-28430 256 2 . . PUNCT bracis-28430 257 1 res re NOUN bracis-28430 257 2 . . PUNCT bracis-28430 258 1 22(1 22(1 NUM bracis-28430 258 2 ) ) PUNCT bracis-28430 258 3 , , PUNCT bracis-28430 258 4 4945–4952 4945–4952 NOUN bracis-28430 258 5 ( ( PUNCT bracis-28430 258 6 2021 2021 NUM bracis-28430 258 7 ) ) PUNCT bracis-28430 258 8 google google NOUN bracis-28430 258 9 scholar scholar NOUN bracis-28430 258 10     SPACE bracis-28430 258 11 noureddine noureddine NOUN bracis-28430 258 12 , , PUNCT bracis-28430 258 13 a. a. NOUN bracis-28430 258 14 : : PUNCT bracis-28430 258 15 powerjoular powerjoular ADJ bracis-28430 258 16 and and CCONJ bracis-28430 258 17 joularjx joularjx PROPN bracis-28430 258 18 : : PUNCT bracis-28430 258 19 multi multi ADJ bracis-28430 258 20 - - ADJ bracis-28430 258 21 platform platform ADJ bracis-28430 258 22 software software NOUN bracis-28430 258 23 power power NOUN bracis-28430 258 24 monitoring monitoring NOUN bracis-28430 258 25 tools tool NOUN bracis-28430 258 26 . . PUNCT bracis-28430 259 1 in in ADP bracis-28430 259 2 : : PUNCT bracis-28430 259 3 2022 2022 NUM bracis-28430 259 4 18th 18th ADJ bracis-28430 259 5 international international ADJ bracis-28430 259 6 conference conference NOUN bracis-28430 259 7 on on ADP bracis-28430 259 8 intelligent intelligent ADJ bracis-28430 259 9 environments environment NOUN bracis-28430 259 10 ( ( PUNCT bracis-28430 259 11 ie ie X bracis-28430 259 12 ) ) PUNCT bracis-28430 259 13 , , PUNCT bracis-28430 259 14 pp pp PROPN bracis-28430 259 15 . . PUNCT bracis-28430 260 1 1–4 1–4 PROPN bracis-28430 260 2 . . PUNCT bracis-28430 260 3 ieee ieee PROPN bracis-28430 260 4 ( ( PUNCT bracis-28430 260 5 2022 2022 NUM bracis-28430 260 6 ) ) PUNCT bracis-28430 260 7 google google PROPN bracis-28430 260 8 scholar scholar NOUN bracis-28430 260 9     SPACE bracis-28430 260 10 phung phung PROPN bracis-28430 260 11 , , PUNCT bracis-28430 260 12 j. j. PROPN bracis-28430 260 13 , , PUNCT bracis-28430 260 14 lee lee PROPN bracis-28430 260 15 , , PUNCT bracis-28430 260 16 y.c y.c PROPN bracis-28430 260 17 . . PROPN bracis-28430 260 18 , , PUNCT bracis-28430 260 19 zomaya zomaya PROPN bracis-28430 260 20 , , PUNCT bracis-28430 260 21 a.y a.y PROPN bracis-28430 260 22 . . PUNCT bracis-28430 260 23 : : PUNCT bracis-28430 260 24 modeling model VERB bracis-28430 260 25 system system NOUN bracis-28430 260 26 - - PUNCT bracis-28430 260 27 level level NOUN bracis-28430 260 28 power power NOUN bracis-28430 260 29 consumption consumption NOUN bracis-28430 260 30 profiles profile NOUN bracis-28430 260 31 using use VERB bracis-28430 260 32 rapl rapl NOUN bracis-28430 260 33 . . PUNCT bracis-28430 261 1 in in ADP bracis-28430 261 2 : : PUNCT bracis-28430 261 3 nca nca PROPN bracis-28430 261 4 2018–2018 2018–2018 NUM bracis-28430 261 5 ieee ieee VERB bracis-28430 261 6 17th 17th ADJ bracis-28430 261 7 international international ADJ bracis-28430 261 8 symposium symposium NOUN bracis-28430 261 9 on on ADP bracis-28430 261 10 network network NOUN bracis-28430 261 11 computing computing NOUN bracis-28430 261 12 and and CCONJ bracis-28430 261 13 applications application NOUN bracis-28430 261 14 . . PUNCT bracis-28430 262 1 institute institute PROPN bracis-28430 262 2 of of ADP bracis-28430 262 3 electrical electrical ADJ bracis-28430 262 4 and and CCONJ bracis-28430 262 5 electronics electronics PROPN bracis-28430 262 6 engineers engineers PROPN bracis-28430 262 7 inc inc PROPN bracis-28430 262 8 . . PROPN bracis-28430 262 9 ( ( PUNCT bracis-28430 262 10 2018 2018 NUM bracis-28430 262 11 ) ) PUNCT bracis-28430 262 12 . . PUNCT bracis-28430 263 1 https://doi.org/10.1109/nca.2018.8548281 https://doi.org/10.1109/nca.2018.8548281 PROPN bracis-28430 263 2 shao shao PROPN bracis-28430 263 3 , , PUNCT bracis-28430 263 4 y.s y.s PROPN bracis-28430 263 5 . . PROPN bracis-28430 263 6 , , PUNCT bracis-28430 263 7 brooks brooks PROPN bracis-28430 263 8 , , PUNCT bracis-28430 263 9 d. d. PROPN bracis-28430 263 10 : : PUNCT bracis-28430 263 11 energy energy NOUN bracis-28430 263 12 characterization characterization NOUN bracis-28430 263 13 and and CCONJ bracis-28430 263 14 instruction instruction NOUN bracis-28430 263 15 - - PUNCT bracis-28430 263 16 level level NOUN bracis-28430 263 17 energy energy NOUN bracis-28430 263 18 model model NOUN bracis-28430 263 19 of of ADP bracis-28430 263 20 intel intel PROPN bracis-28430 263 21 ’s ’s PART bracis-28430 263 22 xeon xeon PROPN bracis-28430 263 23 phi phi NOUN bracis-28430 263 24 processor processor NOUN bracis-28430 263 25 . . PUNCT bracis-28430 264 1 in in ADP bracis-28430 264 2 : : PUNCT bracis-28430 264 3 international international ADJ bracis-28430 264 4 symposium symposium NOUN bracis-28430 264 5 on on ADP bracis-28430 264 6 low low ADJ bracis-28430 264 7 power power NOUN bracis-28430 264 8 electronics electronic NOUN bracis-28430 264 9 and and CCONJ bracis-28430 264 10 design design NOUN bracis-28430 264 11 ( ( PUNCT bracis-28430 264 12 islped islpe VERB bracis-28430 264 13 ) ) PUNCT bracis-28430 264 14 , , PUNCT bracis-28430 264 15 pp pp ADP bracis-28430 264 16 . . PUNCT bracis-28430 265 1 389–394 389–394 NUM bracis-28430 265 2 . . X bracis-28430 265 3 ieee ieee NOUN bracis-28430 265 4 ( ( PUNCT bracis-28430 265 5 2013 2013 NUM bracis-28430 265 6 ) ) PUNCT bracis-28430 265 7 google google PROPN bracis-28430 265 8 scholar scholar NOUN bracis-28430 265 9     SPACE bracis-28430 265 10 street street NOUN bracis-28430 265 11 , , PUNCT bracis-28430 265 12 w.n w.n PROPN bracis-28430 265 13 . . PROPN bracis-28430 265 14 , , PUNCT bracis-28430 265 15 kim kim PROPN bracis-28430 265 16 , , PUNCT bracis-28430 265 17 y. y. PROPN bracis-28430 265 18 : : PUNCT bracis-28430 265 19 a a DET bracis-28430 265 20 streaming streaming NOUN bracis-28430 265 21 ensemble ensemble ADJ bracis-28430 265 22 algorithm algorithm NOUN bracis-28430 265 23 ( ( PUNCT bracis-28430 265 24 sea sea NOUN bracis-28430 265 25 ) ) PUNCT bracis-28430 265 26 for for ADP bracis-28430 265 27 large large ADJ bracis-28430 265 28 - - PUNCT bracis-28430 265 29 scale scale NOUN bracis-28430 265 30 classification classification NOUN bracis-28430 265 31 . . PUNCT bracis-28430 266 1 in in ADP bracis-28430 266 2 : : PUNCT bracis-28430 266 3 proceedings proceeding NOUN bracis-28430 266 4 of of ADP bracis-28430 266 5 the the DET bracis-28430 266 6 seventh seventh ADJ bracis-28430 266 7 acm acm PROPN bracis-28430 266 8 sigkdd sigkdd NOUN bracis-28430 266 9 international international ADJ bracis-28430 266 10 conference conference NOUN bracis-28430 266 11 on on ADP bracis-28430 266 12 knowledge knowledge NOUN bracis-28430 266 13 discovery discovery PROPN bracis-28430 266 14 and and CCONJ bracis-28430 266 15 data datum NOUN bracis-28430 266 16 mining mining NOUN bracis-28430 266 17 , , PUNCT bracis-28430 266 18 pp pp ADJ bracis-28430 266 19 . . PUNCT bracis-28430 267 1 377–382 377–382 NUM bracis-28430 267 2 ( ( PUNCT bracis-28430 267 3 2001 2001 NUM bracis-28430 267 4 ) ) PUNCT bracis-28430 267 5 google google PROPN bracis-28430 267 6 scholar scholar NOUN bracis-28430 267 7     SPACE bracis-28430 267 8 terpstra terpstra PROPN bracis-28430 267 9 , , PUNCT bracis-28430 267 10 d. d. PROPN bracis-28430 267 11 , , PUNCT bracis-28430 267 12 jagode jagode PROPN bracis-28430 267 13 , , PUNCT bracis-28430 267 14 h. h. PROPN bracis-28430 267 15 , , PUNCT bracis-28430 267 16 you you PRON bracis-28430 267 17 , , PUNCT bracis-28430 267 18 h. h. PROPN bracis-28430 267 19 , , PUNCT bracis-28430 267 20 dongarra dongarra PROPN bracis-28430 267 21 , , PUNCT bracis-28430 267 22 j. j. PROPN bracis-28430 267 23 : : PUNCT bracis-28430 267 24 collecting collect VERB bracis-28430 267 25 performance performance NOUN bracis-28430 267 26 data datum NOUN bracis-28430 267 27 with with ADP bracis-28430 267 28 papi papi NOUN bracis-28430 267 29 - - PUNCT bracis-28430 267 30 c. c. NOUN bracis-28430 267 31 in in ADP bracis-28430 267 32 : : PUNCT bracis-28430 267 33 müller müller NOUN bracis-28430 267 34 , , PUNCT bracis-28430 267 35 m. m. NOUN bracis-28430 267 36 , , PUNCT bracis-28430 267 37 resch resch PROPN bracis-28430 267 38 , , PUNCT bracis-28430 267 39 m. m. NOUN bracis-28430 267 40 , , PUNCT bracis-28430 267 41 schulz schulz PROPN bracis-28430 267 42 , , PUNCT bracis-28430 267 43 a. a. PROPN bracis-28430 267 44 , , PUNCT bracis-28430 267 45 nagel nagel PROPN bracis-28430 267 46 , , PUNCT bracis-28430 267 47 w. w. PROPN bracis-28430 267 48 ( ( PUNCT bracis-28430 267 49 eds eds PROPN bracis-28430 267 50 . . PUNCT bracis-28430 267 51 ) ) PUNCT bracis-28430 267 52 tools tool NOUN bracis-28430 267 53 for for ADP bracis-28430 267 54 high high ADJ bracis-28430 267 55 performance performance NOUN bracis-28430 267 56 computing compute VERB bracis-28430 267 57 2009 2009 NUM bracis-28430 267 58 . . PUNCT bracis-28430 268 1 springer springer NOUN bracis-28430 268 2 , , PUNCT bracis-28430 268 3 berlin berlin PROPN bracis-28430 268 4 , , PUNCT bracis-28430 268 5 heidelberg heidelberg PROPN bracis-28430 268 6 ( ( PUNCT bracis-28430 268 7 2010 2010 NUM bracis-28430 268 8 ) ) PUNCT bracis-28430 268 9 . . PUNCT bracis-28430 269 1 https://doi.org/10.1007/978-3-642-11261-4_11 https://doi.org/10.1007/978-3-642-11261-4_11 NUM bracis-28430 269 2 widmer widmer PROPN bracis-28430 269 3 , , PUNCT bracis-28430 269 4 g. g. PROPN bracis-28430 269 5 , , PUNCT bracis-28430 269 6 kubat kubat PROPN bracis-28430 269 7 , , PUNCT bracis-28430 269 8 m. m. NOUN bracis-28430 269 9 : : PUNCT bracis-28430 269 10 learning learn VERB bracis-28430 269 11 in in ADP bracis-28430 269 12 the the DET bracis-28430 269 13 presence presence NOUN bracis-28430 269 14 of of ADP bracis-28430 269 15 concept concept NOUN bracis-28430 269 16 drift drift NOUN bracis-28430 269 17 and and CCONJ bracis-28430 269 18 hidden hidden ADJ bracis-28430 269 19 contexts contexts NOUN bracis-28430 269 20 . . PUNCT bracis-28430 270 1 mach mach NOUN bracis-28430 270 2 . . PUNCT bracis-28430 271 1 learn learn VERB bracis-28430 271 2 . . PUNCT bracis-28430 272 1 23 23 NUM bracis-28430 272 2 , , PUNCT bracis-28430 272 3 69–101 69–101 NUM bracis-28430 272 4 ( ( PUNCT bracis-28430 272 5 1996 1996 NUM bracis-28430 272 6 ) ) PUNCT bracis-28430 272 7 article article NOUN bracis-28430 272 8     SPACE bracis-28430 272 9 google google PROPN bracis-28430 272 10 scholar scholar NOUN bracis-28430 272 11     SPACE bracis-28430 272 12 download download NOUN bracis-28430 272 13 references reference NOUN bracis-28430 272 14 author author NOUN bracis-28430 272 15 information information NOUN bracis-28430 272 16 authors author NOUN bracis-28430 272 17 and and CCONJ bracis-28430 272 18 affiliations affiliation NOUN bracis-28430 272 19 programa programa PROPN bracis-28430 272 20 de de PROPN bracis-28430 272 21 pós pós PROPN bracis-28430 272 22 - - PUNCT bracis-28430 272 23 graduação graduação PROPN bracis-28430 272 24 em em PROPN bracis-28430 272 25 informática informática PROPN bracis-28430 272 26 ( ( PUNCT bracis-28430 272 27 ppgia ppgia NOUN bracis-28430 272 28 ) ) PUNCT bracis-28430 272 29 , , PUNCT bracis-28430 272 30 pontifícia pontifícia NOUN bracis-28430 272 31 universidade universidade PROPN bracis-28430 272 32 católica católica PROPN bracis-28430 272 33 do do VERB bracis-28430 272 34 paraná paraná PROPN bracis-28430 272 35 ( ( PUNCT bracis-28430 272 36 pucpr pucpr PROPN bracis-28430 272 37 ) ) PUNCT bracis-28430 272 38 , , PUNCT bracis-28430 272 39 curitiba curitiba PROPN bracis-28430 272 40 , , PUNCT bracis-28430 272 41 paraná paraná PROPN bracis-28430 272 42 , , PUNCT bracis-28430 272 43 brazil brazil PROPN bracis-28430 272 44 eric eric PROPN bracis-28430 272 45 kenzo kenzo PROPN bracis-28430 272 46 taniguchi taniguchi PROPN bracis-28430 272 47 onuki onuki PROPN bracis-28430 272 48 , , PUNCT bracis-28430 272 49     SPACE bracis-28430 272 50 andreia andreia NOUN bracis-28430 272 51 malucelli malucelli PROPN bracis-28430 272 52     SPACE bracis-28430 272 53 & & CCONJ bracis-28430 272 54     SPACE bracis-28430 272 55 jean jean PROPN bracis-28430 272 56 paul paul PROPN bracis-28430 272 57 barddal barddal PROPN bracis-28430 272 58 authors author NOUN bracis-28430 272 59 eric eric PROPN bracis-28430 272 60 kenzo kenzo PROPN bracis-28430 272 61 taniguchi taniguchi PROPN bracis-28430 272 62 onukiview onukiview PROPN bracis-28430 272 63 author author NOUN bracis-28430 272 64 publications publication VERB bracis-28430 272 65 search search NOUN bracis-28430 272 66 author author NOUN bracis-28430 272 67 on on ADP bracis-28430 272 68 : : PUNCT bracis-28430 272 69 pubmed pubmed PROPN bracis-28430 272 70     SPACE bracis-28430 272 71 google google PROPN bracis-28430 272 72 scholar scholar NOUN bracis-28430 272 73 andreia andreia NOUN bracis-28430 272 74 malucelliview malucelliview NOUN bracis-28430 272 75 author author NOUN bracis-28430 272 76 publications publication VERB bracis-28430 272 77 search search NOUN bracis-28430 272 78 author author NOUN bracis-28430 272 79 on on ADP bracis-28430 272 80 : : PUNCT bracis-28430 272 81 pubmed pubmed PROPN bracis-28430 272 82     SPACE bracis-28430 272 83 google google PROPN bracis-28430 272 84 scholar scholar PROPN bracis-28430 272 85 jean jean PROPN bracis-28430 272 86 paul paul PROPN bracis-28430 272 87 barddalview barddalview PROPN bracis-28430 272 88 author author NOUN bracis-28430 272 89 publications publication NOUN bracis-28430 272 90 search search NOUN bracis-28430 272 91 author author NOUN bracis-28430 272 92 on on ADP bracis-28430 272 93 : : PUNCT bracis-28430 272 94 pubmed pubmed PROPN bracis-28430 272 95     SPACE bracis-28430 272 96 google google PROPN bracis-28430 272 97 scholar scholar NOUN bracis-28430 272 98 corresponding correspond VERB bracis-28430 272 99 author author NOUN bracis-28430 272 100 correspondence correspondence NOUN bracis-28430 272 101 to to ADP bracis-28430 272 102 jean jean PROPN bracis-28430 272 103 paul paul PROPN bracis-28430 272 104 barddal barddal PROPN bracis-28430 272 105 . . PUNCT bracis-28430 273 1 editor editor NOUN bracis-28430 273 2 information information NOUN bracis-28430 273 3 editors editor NOUN bracis-28430 273 4 and and CCONJ bracis-28430 273 5 affiliations affiliation NOUN bracis-28430 273 6 federal federal PROPN bracis-28430 273 7 university university PROPN bracis-28430 273 8 of of ADP bracis-28430 273 9 são são PROPN bracis-28430 273 10 carlos carlos PROPN bracis-28430 273 11 , , PUNCT bracis-28430 273 12 são são PROPN bracis-28430 273 13 carlos carlos PROPN bracis-28430 273 14 , , PUNCT bracis-28430 273 15 brazil brazil PROPN bracis-28430 273 16 murilo murilo PROPN bracis-28430 273 17 c. c. PROPN bracis-28430 273 18 naldi naldi PROPN bracis-28430 273 19 centro centro PROPN bracis-28430 273 20 universitario universitario PROPN bracis-28430 273 21 da da PROPN bracis-28430 273 22 fei fei PROPN bracis-28430 273 23 , , PUNCT bracis-28430 273 24 são são PROPN bracis-28430 273 25 bernardo bernardo PROPN bracis-28430 273 26 do do AUX bracis-28430 273 27 campo campo PROPN bracis-28430 273 28 , , PUNCT bracis-28430 273 29 brazil brazil PROPN bracis-28430 273 30 reinaldo reinaldo PROPN bracis-28430 273 31 a. a. PROPN bracis-28430 273 32 c. c. PROPN bracis-28430 273 33 bianchi bianchi PROPN bracis-28430 273 34 rights right NOUN bracis-28430 273 35 and and CCONJ bracis-28430 273 36 permissions permission NOUN bracis-28430 273 37 reprints reprint NOUN bracis-28430 273 38 and and CCONJ bracis-28430 273 39 permissions permission VERB bracis-28430 273 40 copyright copyright NOUN bracis-28430 273 41 information information NOUN bracis-28430 273 42 © © ADP bracis-28430 273 43 2023 2023 NUM bracis-28430 273 44 the the DET bracis-28430 273 45 author(s author(s NOUN bracis-28430 273 46 ) ) PUNCT bracis-28430 273 47 , , PUNCT bracis-28430 273 48 under under ADP bracis-28430 273 49 exclusive exclusive ADJ bracis-28430 273 50 license license NOUN bracis-28430 273 51 to to ADP bracis-28430 273 52 springer springer NOUN bracis-28430 273 53 nature nature PROPN bracis-28430 273 54 switzerland switzerland PROPN bracis-28430 273 55 ag ag PROPN bracis-28430 273 56 about about ADP bracis-28430 273 57 this this DET bracis-28430 273 58 paper paper NOUN bracis-28430 273 59 cite cite VERB bracis-28430 273 60 this this DET bracis-28430 273 61 paper paper NOUN bracis-28430 273 62 onuki onuki NOUN bracis-28430 273 63 , , PUNCT bracis-28430 273 64 e.k.t e.k.t ADP bracis-28430 273 65 . . PROPN bracis-28430 273 66 , , PUNCT bracis-28430 273 67 malucelli malucelli PROPN bracis-28430 273 68 , , PUNCT bracis-28430 273 69 a. a. NOUN bracis-28430 273 70 , , PUNCT bracis-28430 273 71 barddal barddal NOUN bracis-28430 273 72 , , PUNCT bracis-28430 273 73 j.p j.p PROPN bracis-28430 273 74 . . PROPN bracis-28430 273 75 ( ( PUNCT bracis-28430 273 76 2023 2023 NUM bracis-28430 273 77 ) ) PUNCT bracis-28430 273 78 . . PUNCT bracis-28430 274 1 a a DET bracis-28430 274 2 tool tool NOUN bracis-28430 274 3 for for ADP bracis-28430 274 4     SPACE bracis-28430 274 5 measuring measure VERB bracis-28430 274 6 energy energy NOUN bracis-28430 274 7 consumption consumption NOUN bracis-28430 274 8 in in ADP bracis-28430 274 9     SPACE bracis-28430 274 10 data datum NOUN bracis-28430 274 11 stream stream NOUN bracis-28430 274 12 mining mining NOUN bracis-28430 274 13 . . PUNCT bracis-28430 275 1 in in ADP bracis-28430 275 2 : : PUNCT bracis-28430 275 3 naldi naldi PROPN bracis-28430 275 4 , , PUNCT bracis-28430 275 5 m.c m.c PROPN bracis-28430 275 6 . . PROPN bracis-28430 275 7 , , PUNCT bracis-28430 275 8 bianchi bianchi PROPN bracis-28430 275 9 , , PUNCT bracis-28430 275 10 r.a.c r.a.c ADP bracis-28430 275 11 . . PUNCT bracis-28430 275 12 ( ( PUNCT bracis-28430 275 13 eds ed NOUN bracis-28430 275 14 ) ) PUNCT bracis-28430 275 15 intelligent intelligent ADJ bracis-28430 275 16 systems system NOUN bracis-28430 275 17 . . PUNCT bracis-28430 276 1 bracis bracis PROPN bracis-28430 276 2 2023 2023 NUM bracis-28430 276 3 . . PUNCT bracis-28430 277 1 lecture lecture NOUN bracis-28430 277 2 notes note NOUN bracis-28430 277 3 in in ADP bracis-28430 277 4 computer computer NOUN bracis-28430 277 5 science science NOUN bracis-28430 277 6 ( ( PUNCT bracis-28430 277 7 ) ) PUNCT bracis-28430 277 8 , , PUNCT bracis-28430 277 9 vol vol NOUN bracis-28430 277 10 14197 14197 NUM bracis-28430 277 11 . . PUNCT bracis-28430 278 1 springer springer NOUN bracis-28430 278 2 , , PUNCT bracis-28430 278 3 cham cham PROPN bracis-28430 278 4 . . PUNCT bracis-28430 279 1 https://doi.org/10.1007/978-3-031-45392-2_28 https://doi.org/10.1007/978-3-031-45392-2_28 PROPN bracis-28430 279 2 download download NOUN bracis-28430 279 3 citation citation NOUN bracis-28430 279 4 .ris .ris PUNCT bracis-28430 279 5 .enw .enw PROPN bracis-28430 279 6 .bib .bib PUNCT bracis-28430 280 1 doi doi PROPN bracis-28430 280 2 : : PUNCT bracis-28430 280 3 https://doi.org/10.1007/978-3-031-45392-2_28 https://doi.org/10.1007/978-3-031-45392-2_28 PROPN bracis-28430 280 4 published publish VERB bracis-28430 280 5 : : PUNCT bracis-28430 280 6 12 12 NUM bracis-28430 280 7 october october PROPN bracis-28430 280 8 2023 2023 NUM bracis-28430 280 9 publisher publisher NOUN bracis-28430 280 10 name name NOUN bracis-28430 280 11 : : PUNCT bracis-28430 280 12 springer springer NOUN bracis-28430 280 13 , , PUNCT bracis-28430 280 14 cham cham PROPN bracis-28430 280 15 print print PROPN bracis-28430 280 16 isbn isbn PROPN bracis-28430 280 17 : : PUNCT bracis-28430 280 18 978 978 NUM bracis-28430 280 19 - - SYM bracis-28430 280 20 3 3 NUM bracis-28430 280 21 - - PUNCT bracis-28430 280 22 031 031 NUM bracis-28430 280 23 - - PUNCT bracis-28430 280 24 45391 45391 NUM bracis-28430 280 25 - - SYM bracis-28430 280 26 5 5 NUM bracis-28430 280 27 online online ADJ bracis-28430 280 28 isbn isbn NOUN bracis-28430 280 29 : : PUNCT bracis-28430 280 30 978 978 NUM bracis-28430 280 31 - - SYM bracis-28430 280 32 3 3 NUM bracis-28430 280 33 - - PUNCT bracis-28430 280 34 031 031 NUM bracis-28430 280 35 - - PUNCT bracis-28430 280 36 45392 45392 NUM bracis-28430 280 37 - - SYM bracis-28430 280 38 2 2 NUM bracis-28430 280 39 ebook ebook NOUN bracis-28430 280 40 packages package NOUN bracis-28430 280 41 : : PUNCT bracis-28430 280 42 computer computer NOUN bracis-28430 280 43 sciencecomputer sciencecomputer NOUN bracis-28430 280 44 science science NOUN bracis-28430 280 45 ( ( PUNCT bracis-28430 280 46 r0 r0 NOUN bracis-28430 280 47 ) ) PUNCT bracis-28430 280 48 share share VERB bracis-28430 280 49 this this DET bracis-28430 280 50 paper paper NOUN bracis-28430 280 51 anyone anyone PRON bracis-28430 280 52 you you PRON bracis-28430 280 53 share share VERB bracis-28430 280 54 the the DET bracis-28430 280 55 following follow VERB bracis-28430 280 56 link link NOUN bracis-28430 280 57 with with ADP bracis-28430 280 58 will will AUX bracis-28430 280 59 be be AUX bracis-28430 280 60 able able ADJ bracis-28430 280 61 to to PART bracis-28430 280 62 read read VERB bracis-28430 280 63 this this DET bracis-28430 280 64 content content NOUN bracis-28430 280 65 : : PUNCT bracis-28430 280 66 get get VERB bracis-28430 280 67 shareable shareable ADJ bracis-28430 280 68 linksorry linksorry NOUN bracis-28430 280 69 , , PUNCT bracis-28430 280 70 a a DET bracis-28430 280 71 shareable shareable ADJ bracis-28430 280 72 link link NOUN bracis-28430 280 73 is be AUX bracis-28430 280 74 not not PART bracis-28430 280 75 currently currently ADV bracis-28430 280 76 available available ADJ bracis-28430 280 77 for for ADP bracis-28430 280 78 this this DET bracis-28430 280 79 article article NOUN bracis-28430 280 80 . . PUNCT bracis-28430 281 1 copy copy VERB bracis-28430 281 2 shareable shareable ADJ bracis-28430 281 3 link link NOUN bracis-28430 281 4 to to PART bracis-28430 281 5 clipboard clipboard NOUN bracis-28430 281 6 provided provide VERB bracis-28430 281 7 by by ADP bracis-28430 281 8 the the DET bracis-28430 281 9 springer springer NOUN bracis-28430 281 10 nature nature PROPN bracis-28430 281 11 sharedit sharedit PROPN bracis-28430 281 12 content content NOUN bracis-28430 281 13 - - PUNCT bracis-28430 281 14 sharing share VERB bracis-28430 281 15 initiative initiative NOUN bracis-28430 281 16 keywords keyword NOUN bracis-28430 281 17 data datum NOUN bracis-28430 281 18 stream stream NOUN bracis-28430 281 19 mining mining NOUN bracis-28430 281 20 energy energy NOUN bracis-28430 281 21 consumption consumption NOUN bracis-28430 281 22 green green ADJ bracis-28430 281 23 computing computing NOUN bracis-28430 281 24 publish publish NOUN bracis-28430 281 25 with with ADP bracis-28430 281 26 us us PROPN bracis-28430 281 27 policies policy NOUN bracis-28430 281 28 and and CCONJ bracis-28430 281 29 ethics ethic NOUN bracis-28430 281 30 profiles profile NOUN bracis-28430 281 31 jean jean PROPN bracis-28430 281 32 paul paul PROPN bracis-28430 281 33 barddal barddal PROPN bracis-28430 281 34 view view NOUN bracis-28430 281 35 author author NOUN bracis-28430 281 36 profile profile NOUN bracis-28430 281 37 search search NOUN bracis-28430 281 38 search search NOUN bracis-28430 281 39 by by ADP bracis-28430 281 40 keyword keyword NOUN bracis-28430 281 41 or or CCONJ bracis-28430 281 42 author author NOUN bracis-28430 281 43 search search NOUN bracis-28430 281 44 navigation navigation NOUN bracis-28430 281 45 find find VERB bracis-28430 281 46 a a DET bracis-28430 281 47 journal journal NOUN bracis-28430 281 48 publish publish VERB bracis-28430 281 49 with with ADP bracis-28430 281 50 us we PRON bracis-28430 281 51 track track VERB bracis-28430 281 52 your your PRON bracis-28430 281 53 research research NOUN bracis-28430 281 54 discover discover VERB bracis-28430 281 55 content content NOUN bracis-28430 281 56 journals journal NOUN bracis-28430 281 57 a a DET bracis-28430 281 58 - - PUNCT bracis-28430 281 59 z z NOUN bracis-28430 281 60 books book NOUN bracis-28430 281 61 a a DET bracis-28430 281 62 - - PUNCT bracis-28430 281 63 z z NOUN bracis-28430 281 64 publish publish NOUN bracis-28430 281 65 with with ADP bracis-28430 281 66 us us PROPN bracis-28430 281 67 journal journal PROPN bracis-28430 281 68 finder finder PROPN bracis-28430 281 69 publish publish VERB bracis-28430 281 70 your your PRON bracis-28430 281 71 research research NOUN bracis-28430 281 72 language language NOUN bracis-28430 281 73 editing edit VERB bracis-28430 281 74 open open ADJ bracis-28430 281 75 access access NOUN bracis-28430 281 76 publishing publishing NOUN bracis-28430 281 77 products product NOUN bracis-28430 281 78 and and CCONJ bracis-28430 281 79 services service NOUN bracis-28430 281 80 our our PRON bracis-28430 281 81 products product NOUN bracis-28430 281 82 librarians librarian VERB bracis-28430 281 83 societies society NOUN bracis-28430 281 84 partners partner NOUN bracis-28430 281 85 and and CCONJ bracis-28430 281 86 advertisers advertiser NOUN bracis-28430 281 87 our our PRON bracis-28430 281 88 brands brand NOUN bracis-28430 281 89 springer springer NOUN bracis-28430 281 90 nature nature PROPN bracis-28430 281 91 portfolio portfolio PROPN bracis-28430 281 92 bmc bmc PROPN bracis-28430 281 93 palgrave palgrave PROPN bracis-28430 281 94 macmillan macmillan PROPN bracis-28430 281 95 apress apress PROPN bracis-28430 281 96 discover discover VERB bracis-28430 281 97 your your PRON bracis-28430 281 98 privacy privacy NOUN bracis-28430 281 99 choices choice NOUN bracis-28430 281 100 / / SYM bracis-28430 281 101 manage manage NOUN bracis-28430 281 102 cookies cookie NOUN bracis-28430 281 103 your your PRON bracis-28430 281 104 us us PROPN bracis-28430 282 1 state state NOUN bracis-28430 282 2 privacy privacy NOUN bracis-28430 282 3 rights right NOUN bracis-28430 282 4 accessibility accessibility NOUN bracis-28430 282 5 statement statement NOUN bracis-28430 282 6 terms term NOUN bracis-28430 282 7 and and CCONJ bracis-28430 282 8 conditions condition NOUN bracis-28430 282 9 privacy privacy NOUN bracis-28430 282 10 policy policy NOUN bracis-28430 282 11 help help NOUN bracis-28430 282 12 and and CCONJ bracis-28430 282 13 support support VERB bracis-28430 282 14 legal legal ADJ bracis-28430 282 15 notice notice NOUN bracis-28430 282 16 cancel cancel VERB bracis-28430 282 17 contracts contract NOUN bracis-28430 282 18 here here ADV bracis-28430 282 19 129.74.145.123 129.74.145.123 NUM bracis-28430 282 20 hesburgh hesburgh PROPN bracis-28430 282 21 library library PROPN bracis-28430 282 22 er er INTJ bracis-28430 282 23 unit unit NOUN bracis-28430 282 24 ( ( PUNCT bracis-28430 282 25 3005732405 3005732405 NUM bracis-28430 282 26 ) ) PUNCT bracis-28430 282 27 northeast northeast ADJ bracis-28430 282 28 research research NOUN bracis-28430 282 29 libraries library NOUN bracis-28430 282 30 ( ( PUNCT bracis-28430 282 31 nerl nerl PROPN bracis-28430 282 32 ) ) PUNCT bracis-28430 282 33 ( ( PUNCT bracis-28430 282 34 8200828607 8200828607 NUM bracis-28430 282 35 ) ) PUNCT bracis-28430 282 36 nerl nerl VERB bracis-28430 282 37 ta ta X bracis-28430 282 38 account account NOUN bracis-28430 282 39 ( ( PUNCT bracis-28430 282 40 3006206169 3006206169 NUM bracis-28430 282 41 ) ) PUNCT bracis-28430 282 42 university university NOUN bracis-28430 282 43 of of ADP bracis-28430 282 44 notre notre PROPN bracis-28430 282 45 dame dame PROPN bracis-28430 282 46 hesburgh hesburgh PROPN bracis-28430 282 47 library library NOUN bracis-28430 282 48 ( ( PUNCT bracis-28430 282 49 3000184373 3000184373 NUM bracis-28430 282 50 ) ) PUNCT bracis-28430 283 1 © © ADP bracis-28430 283 2 2025 2025 NUM bracis-28430 283 3 springer springer NOUN bracis-28430 283 4 nature nature NOUN