id sid tid token lemma pos american_scientific_journal-799 1 1 american american PROPN american_scientific_journal-799 1 2 scientific scientific ADJ american_scientific_journal-799 1 3 research research NOUN american_scientific_journal-799 1 4 journal journal NOUN american_scientific_journal-799 1 5 for for ADP american_scientific_journal-799 1 6 engineering engineering NOUN american_scientific_journal-799 1 7 , , PUNCT american_scientific_journal-799 1 8 technology technology NOUN american_scientific_journal-799 1 9 , , PUNCT american_scientific_journal-799 1 10 and and CCONJ american_scientific_journal-799 1 11 sciences science NOUN american_scientific_journal-799 1 12 ( ( PUNCT american_scientific_journal-799 1 13 asrjets asrjet NOUN american_scientific_journal-799 1 14 ) ) PUNCT american_scientific_journal-799 1 15 issn issn PROPN american_scientific_journal-799 1 16 ( ( PUNCT american_scientific_journal-799 1 17 print print NOUN american_scientific_journal-799 1 18 ) ) PUNCT american_scientific_journal-799 1 19 2313 2313 NUM american_scientific_journal-799 1 20 - - SYM american_scientific_journal-799 1 21 4410 4410 NUM american_scientific_journal-799 1 22 , , PUNCT american_scientific_journal-799 1 23 issn issn PROPN american_scientific_journal-799 1 24 ( ( PUNCT american_scientific_journal-799 1 25 online online ADJ american_scientific_journal-799 1 26 ) ) PUNCT american_scientific_journal-799 1 27 2313 2313 NUM american_scientific_journal-799 1 28 - - SYM american_scientific_journal-799 1 29 4402 4402 NUM american_scientific_journal-799 1 30 Β© Β© PROPN american_scientific_journal-799 1 31 global global ADJ american_scientific_journal-799 1 32 society society NOUN american_scientific_journal-799 1 33 of of ADP american_scientific_journal-799 1 34 scientific scientific ADJ american_scientific_journal-799 1 35 research research NOUN american_scientific_journal-799 1 36 and and CCONJ american_scientific_journal-799 1 37 researchers researcher NOUN american_scientific_journal-799 1 38 http://asrjetsjournal.org/ http://asrjetsjournal.org/ VERB american_scientific_journal-799 1 39 fast fast ADJ american_scientific_journal-799 1 40 and and CCONJ american_scientific_journal-799 1 41 robust robust ADJ american_scientific_journal-799 1 42 smoothing smoothing NOUN american_scientific_journal-799 1 43 based base VERB american_scientific_journal-799 1 44 estimation estimation NOUN american_scientific_journal-799 1 45 of of ADP american_scientific_journal-799 1 46 missing miss VERB american_scientific_journal-799 1 47 data datum NOUN american_scientific_journal-799 1 48 for for ADP american_scientific_journal-799 1 49 video video NOUN american_scientific_journal-799 1 50 error error NOUN american_scientific_journal-799 1 51 concealment concealment NOUN american_scientific_journal-799 1 52 aniruddha aniruddha PROPN american_scientific_journal-799 1 53 d. d. PROPN american_scientific_journal-799 1 54 shelotkara shelotkara PROPN american_scientific_journal-799 1 55 * * PROPN american_scientific_journal-799 1 56 , , PUNCT american_scientific_journal-799 1 57 dr.p.v.ingoleb dr.p.v.ingoleb NOUN american_scientific_journal-799 1 58 research research NOUN american_scientific_journal-799 1 59 scholar scholar NOUN american_scientific_journal-799 1 60 , , PUNCT american_scientific_journal-799 1 61 sant sant ADJ american_scientific_journal-799 1 62 gadge gadge PROPN american_scientific_journal-799 1 63 baba baba PROPN american_scientific_journal-799 1 64 amravati amravati PROPN american_scientific_journal-799 1 65 university university PROPN american_scientific_journal-799 1 66 , , PUNCT american_scientific_journal-799 1 67 amravati amravati PROPN american_scientific_journal-799 1 68 , , PUNCT american_scientific_journal-799 1 69 maharashtra maharashtra PROPN american_scientific_journal-799 1 70 , , PUNCT american_scientific_journal-799 1 71 india india PROPN american_scientific_journal-799 1 72 principal principal NOUN american_scientific_journal-799 1 73 , , PUNCT american_scientific_journal-799 1 74 g. g. PROPN american_scientific_journal-799 1 75 h. h. PROPN american_scientific_journal-799 1 76 raisoni raisoni PROPN american_scientific_journal-799 1 77 institute institute PROPN american_scientific_journal-799 1 78 of of ADP american_scientific_journal-799 1 79 technology technology PROPN american_scientific_journal-799 1 80 and and CCONJ american_scientific_journal-799 1 81 management management NOUN american_scientific_journal-799 1 82 , , PUNCT american_scientific_journal-799 1 83 amravati amravati PROPN american_scientific_journal-799 1 84 , , PUNCT american_scientific_journal-799 1 85 maharashtra maharashtra PROPN american_scientific_journal-799 1 86 , , PUNCT american_scientific_journal-799 1 87 india india PROPN american_scientific_journal-799 1 88 email email NOUN american_scientific_journal-799 1 89 : : PUNCT american_scientific_journal-799 1 90 anishelotkar@gmail.com anishelotkar@gmail.com X american_scientific_journal-799 2 1 email email NOUN american_scientific_journal-799 2 2 : : PUNCT american_scientific_journal-799 2 3 prashant.ingole@raisoni.net prashant.ingole@raisoni.net NOUN american_scientific_journal-799 2 4 abstract abstract NOUN american_scientific_journal-799 2 5 with with ADP american_scientific_journal-799 2 6 advancement advancement NOUN american_scientific_journal-799 2 7 of of ADP american_scientific_journal-799 2 8 wireless wireless ADJ american_scientific_journal-799 2 9 technology technology NOUN american_scientific_journal-799 2 10 , , PUNCT american_scientific_journal-799 2 11 every every DET american_scientific_journal-799 2 12 handheld handheld ADJ american_scientific_journal-799 2 13 device device NOUN american_scientific_journal-799 2 14 supports support VERB american_scientific_journal-799 2 15 video video NOUN american_scientific_journal-799 2 16 streaming streaming NOUN american_scientific_journal-799 2 17 . . PUNCT american_scientific_journal-799 3 1 generally generally ADV american_scientific_journal-799 3 2 , , PUNCT american_scientific_journal-799 3 3 in in ADP american_scientific_journal-799 3 4 video video NOUN american_scientific_journal-799 3 5 transmission transmission NOUN american_scientific_journal-799 3 6 technology technology NOUN american_scientific_journal-799 3 7 , , PUNCT american_scientific_journal-799 3 8 user user NOUN american_scientific_journal-799 3 9 datagram datagram PROPN american_scientific_journal-799 3 10 protocol protocol NOUN american_scientific_journal-799 3 11 ( ( PUNCT american_scientific_journal-799 3 12 udp udp NOUN american_scientific_journal-799 3 13 ) ) PUNCT american_scientific_journal-799 3 14 is be AUX american_scientific_journal-799 3 15 used use VERB american_scientific_journal-799 3 16 which which PRON american_scientific_journal-799 3 17 does do AUX american_scientific_journal-799 3 18 not not PART american_scientific_journal-799 3 19 provide provide VERB american_scientific_journal-799 3 20 guaranteed guarantee VERB american_scientific_journal-799 3 21 quality quality NOUN american_scientific_journal-799 3 22 of of ADP american_scientific_journal-799 3 23 service service NOUN american_scientific_journal-799 3 24 ( ( PUNCT american_scientific_journal-799 3 25 qos qos PROPN american_scientific_journal-799 3 26 ) ) PUNCT american_scientific_journal-799 3 27 . . PUNCT american_scientific_journal-799 4 1 therefore therefore ADV american_scientific_journal-799 4 2 , , PUNCT american_scientific_journal-799 4 3 there there PRON american_scientific_journal-799 4 4 is be VERB american_scientific_journal-799 4 5 demand demand NOUN american_scientific_journal-799 4 6 for for ADP american_scientific_journal-799 4 7 video video NOUN american_scientific_journal-799 4 8 post post NOUN american_scientific_journal-799 4 9 processing processing NOUN american_scientific_journal-799 4 10 modules module NOUN american_scientific_journal-799 4 11 for for ADP american_scientific_journal-799 4 12 error error NOUN american_scientific_journal-799 4 13 concealments concealment NOUN american_scientific_journal-799 4 14 . . PUNCT american_scientific_journal-799 5 1 however however ADV american_scientific_journal-799 5 2 , , PUNCT american_scientific_journal-799 5 3 handheld handheld ADJ american_scientific_journal-799 5 4 devices device NOUN american_scientific_journal-799 5 5 impose impose VERB american_scientific_journal-799 5 6 two two NUM american_scientific_journal-799 5 7 additional additional ADJ american_scientific_journal-799 5 8 constraints constraint NOUN american_scientific_journal-799 5 9 on on ADP american_scientific_journal-799 5 10 post post NOUN american_scientific_journal-799 5 11 processing processing NOUN american_scientific_journal-799 5 12 modules module NOUN american_scientific_journal-799 5 13 , , PUNCT american_scientific_journal-799 5 14 a a DET american_scientific_journal-799 5 15 ) ) PUNCT american_scientific_journal-799 5 16 fast fast ADJ american_scientific_journal-799 5 17 processing processing NOUN american_scientific_journal-799 5 18 algorithms algorithm NOUN american_scientific_journal-799 5 19 to to PART american_scientific_journal-799 5 20 satisfy satisfy VERB american_scientific_journal-799 5 21 video video NOUN american_scientific_journal-799 5 22 latency latency NOUN american_scientific_journal-799 5 23 requirements requirement NOUN american_scientific_journal-799 5 24 b b X american_scientific_journal-799 5 25 ) ) PUNCT american_scientific_journal-799 5 26 low low ADJ american_scientific_journal-799 5 27 power power NOUN american_scientific_journal-799 5 28 requirements requirement NOUN american_scientific_journal-799 5 29 as as SCONJ american_scientific_journal-799 5 30 devices device NOUN american_scientific_journal-799 5 31 are be AUX american_scientific_journal-799 5 32 limited limit VERB american_scientific_journal-799 5 33 on on ADP american_scientific_journal-799 5 34 battery battery NOUN american_scientific_journal-799 5 35 power power NOUN american_scientific_journal-799 5 36 supply supply NOUN american_scientific_journal-799 5 37 . . PUNCT american_scientific_journal-799 6 1 hence hence ADV american_scientific_journal-799 6 2 , , PUNCT american_scientific_journal-799 6 3 we we PRON american_scientific_journal-799 6 4 require require VERB american_scientific_journal-799 6 5 a a DET american_scientific_journal-799 6 6 fast fast ADJ american_scientific_journal-799 6 7 , , PUNCT american_scientific_journal-799 6 8 robust robust ADJ american_scientific_journal-799 6 9 and and CCONJ american_scientific_journal-799 6 10 simple simple ADJ american_scientific_journal-799 6 11 algorithm algorithm NOUN american_scientific_journal-799 6 12 for for ADP american_scientific_journal-799 6 13 error error NOUN american_scientific_journal-799 6 14 concealment concealment NOUN american_scientific_journal-799 6 15 . . PUNCT american_scientific_journal-799 7 1 in in ADP american_scientific_journal-799 7 2 this this DET american_scientific_journal-799 7 3 paper paper NOUN american_scientific_journal-799 7 4 we we PRON american_scientific_journal-799 7 5 propose propose VERB american_scientific_journal-799 7 6 such such ADJ american_scientific_journal-799 7 7 algorithm algorithm NOUN american_scientific_journal-799 7 8 to to PART american_scientific_journal-799 7 9 recover recover VERB american_scientific_journal-799 7 10 lost lose VERB american_scientific_journal-799 7 11 block block NOUN american_scientific_journal-799 7 12 of of ADP american_scientific_journal-799 7 13 data datum NOUN american_scientific_journal-799 7 14 in in ADP american_scientific_journal-799 7 15 video video NOUN american_scientific_journal-799 7 16 . . PUNCT american_scientific_journal-799 8 1 the the DET american_scientific_journal-799 8 2 proposed propose VERB american_scientific_journal-799 8 3 algorithm algorithm NOUN american_scientific_journal-799 8 4 is be AUX american_scientific_journal-799 8 5 based base VERB american_scientific_journal-799 8 6 on on ADP american_scientific_journal-799 8 7 discrete discrete ADJ american_scientific_journal-799 8 8 cosine cosine NOUN american_scientific_journal-799 8 9 transform transform NOUN american_scientific_journal-799 8 10 ( ( PUNCT american_scientific_journal-799 8 11 dct dct PROPN american_scientific_journal-799 8 12 ) ) PUNCT american_scientific_journal-799 8 13 . . PUNCT american_scientific_journal-799 9 1 dct dct PROPN american_scientific_journal-799 9 2 can can AUX american_scientific_journal-799 9 3 be be AUX american_scientific_journal-799 9 4 implemented implement VERB american_scientific_journal-799 9 5 completely completely ADV american_scientific_journal-799 9 6 in in ADP american_scientific_journal-799 9 7 fixed fix VERB american_scientific_journal-799 9 8 point point NOUN american_scientific_journal-799 9 9 format format NOUN american_scientific_journal-799 9 10 and and CCONJ american_scientific_journal-799 9 11 hence hence ADV american_scientific_journal-799 9 12 it it PRON american_scientific_journal-799 9 13 speeds speed VERB american_scientific_journal-799 9 14 up up ADP american_scientific_journal-799 9 15 operation operation NOUN american_scientific_journal-799 9 16 also also ADV american_scientific_journal-799 9 17 saves save VERB american_scientific_journal-799 9 18 power power NOUN american_scientific_journal-799 9 19 as as SCONJ american_scientific_journal-799 9 20 the the DET american_scientific_journal-799 9 21 number number NOUN american_scientific_journal-799 9 22 of of ADP american_scientific_journal-799 9 23 instructions instruction NOUN american_scientific_journal-799 9 24 are be AUX american_scientific_journal-799 9 25 less less ADJ american_scientific_journal-799 9 26 . . PUNCT american_scientific_journal-799 10 1 in in ADP american_scientific_journal-799 10 2 this this DET american_scientific_journal-799 10 3 algorithm algorithm NOUN american_scientific_journal-799 10 4 we we PRON american_scientific_journal-799 10 5 carry carry VERB american_scientific_journal-799 10 6 out out ADP american_scientific_journal-799 10 7 an an DET american_scientific_journal-799 10 8 automatic automatic ADJ american_scientific_journal-799 10 9 estimation estimation NOUN american_scientific_journal-799 10 10 of of ADP american_scientific_journal-799 10 11 required required ADJ american_scientific_journal-799 10 12 smoothing smoothing NOUN american_scientific_journal-799 10 13 . . PUNCT american_scientific_journal-799 11 1 an an DET american_scientific_journal-799 11 2 iteratively iteratively ADV american_scientific_journal-799 11 3 weighted weight VERB american_scientific_journal-799 11 4 algorithm algorithm NOUN american_scientific_journal-799 11 5 is be AUX american_scientific_journal-799 11 6 proposed propose VERB american_scientific_journal-799 11 7 to to PART american_scientific_journal-799 11 8 deal deal VERB american_scientific_journal-799 11 9 with with ADP american_scientific_journal-799 11 10 missing miss VERB american_scientific_journal-799 11 11 data datum NOUN american_scientific_journal-799 11 12 . . PUNCT american_scientific_journal-799 12 1 the the DET american_scientific_journal-799 12 2 proposed propose VERB american_scientific_journal-799 12 3 algorithm algorithm NOUN american_scientific_journal-799 12 4 is be AUX american_scientific_journal-799 12 5 very very ADV american_scientific_journal-799 12 6 fast fast ADJ american_scientific_journal-799 12 7 , , PUNCT american_scientific_journal-799 12 8 robust robust ADJ american_scientific_journal-799 12 9 and and CCONJ american_scientific_journal-799 12 10 requires require VERB american_scientific_journal-799 12 11 low low ADJ american_scientific_journal-799 12 12 storage storage NOUN american_scientific_journal-799 12 13 , , PUNCT american_scientific_journal-799 12 14 thus thus ADV american_scientific_journal-799 12 15 satisfying satisfy VERB american_scientific_journal-799 12 16 requirements requirement NOUN american_scientific_journal-799 12 17 of of ADP american_scientific_journal-799 12 18 many many ADJ american_scientific_journal-799 12 19 handheld handheld ADJ american_scientific_journal-799 12 20 devices device NOUN american_scientific_journal-799 12 21 . . PUNCT american_scientific_journal-799 13 1 experiments experiment NOUN american_scientific_journal-799 13 2 are be AUX american_scientific_journal-799 13 3 carried carry VERB american_scientific_journal-799 13 4 with with ADP american_scientific_journal-799 13 5 different different ADJ american_scientific_journal-799 13 6 yuv yuv PROPN american_scientific_journal-799 13 7 streams stream NOUN american_scientific_journal-799 13 8 . . PUNCT american_scientific_journal-799 14 1 the the DET american_scientific_journal-799 14 2 experimental experimental ADJ american_scientific_journal-799 14 3 results result NOUN american_scientific_journal-799 14 4 show show VERB american_scientific_journal-799 14 5 improvements improvement NOUN american_scientific_journal-799 14 6 in in ADP american_scientific_journal-799 14 7 psnr psnr NOUN american_scientific_journal-799 14 8 as as ADV american_scientific_journal-799 14 9 well well ADV american_scientific_journal-799 14 10 as as ADP american_scientific_journal-799 14 11 visual visual ADJ american_scientific_journal-799 14 12 quality quality NOUN american_scientific_journal-799 14 13 . . PUNCT american_scientific_journal-799 15 1 keywords keyword NOUN american_scientific_journal-799 15 2 : : PUNCT american_scientific_journal-799 15 3 missing miss VERB american_scientific_journal-799 15 4 data datum NOUN american_scientific_journal-799 15 5 estimation estimation NOUN american_scientific_journal-799 15 6 ; ; PUNCT american_scientific_journal-799 15 7 error error NOUN american_scientific_journal-799 15 8 concealment concealment NOUN american_scientific_journal-799 15 9 ; ; PUNCT american_scientific_journal-799 15 10 dct dct PROPN american_scientific_journal-799 15 11 . . PUNCT american_scientific_journal-799 15 12 ----------------------------------------------------------------- ----------------------------------------------------------------- PUNCT american_scientific_journal-799 16 1 * * PUNCT american_scientific_journal-799 16 2 corresponding correspond VERB american_scientific_journal-799 16 3 author author NOUN american_scientific_journal-799 16 4 . . PUNCT american_scientific_journal-799 17 1 272 272 NUM american_scientific_journal-799 17 2 http://asrjetsjournal.org/ http://asrjetsjournal.org/ PROPN american_scientific_journal-799 17 3 american american ADJ american_scientific_journal-799 17 4 scientific scientific ADJ american_scientific_journal-799 17 5 research research NOUN american_scientific_journal-799 17 6 journal journal NOUN american_scientific_journal-799 17 7 for for ADP american_scientific_journal-799 17 8 engineering engineering NOUN american_scientific_journal-799 17 9 , , PUNCT american_scientific_journal-799 17 10 technology technology NOUN american_scientific_journal-799 17 11 , , PUNCT american_scientific_journal-799 17 12 and and CCONJ american_scientific_journal-799 17 13 sciences science NOUN american_scientific_journal-799 17 14 ( ( PUNCT american_scientific_journal-799 17 15 asrjets asrjet NOUN american_scientific_journal-799 17 16 ) ) PUNCT american_scientific_journal-799 17 17 ( ( PUNCT american_scientific_journal-799 17 18 2015 2015 NUM american_scientific_journal-799 17 19 ) ) PUNCT american_scientific_journal-799 17 20 volume volume NOUN american_scientific_journal-799 17 21 14 14 NUM american_scientific_journal-799 17 22 , , PUNCT american_scientific_journal-799 17 23 no no DET american_scientific_journal-799 17 24 3 3 NUM american_scientific_journal-799 17 25 , , PUNCT american_scientific_journal-799 17 26 pp pp ADP american_scientific_journal-799 17 27 272 272 NUM american_scientific_journal-799 17 28 - - SYM american_scientific_journal-799 17 29 278 278 NUM american_scientific_journal-799 17 30 1 1 NUM american_scientific_journal-799 17 31 . . PUNCT american_scientific_journal-799 17 32 introduction introduction NOUN american_scientific_journal-799 17 33 with with ADP american_scientific_journal-799 17 34 advancements advancement NOUN american_scientific_journal-799 17 35 wireless wireless NOUN american_scientific_journal-799 17 36 technologies technology NOUN american_scientific_journal-799 17 37 and and CCONJ american_scientific_journal-799 17 38 increased increase VERB american_scientific_journal-799 17 39 usage usage NOUN american_scientific_journal-799 17 40 of of ADP american_scientific_journal-799 17 41 handheld handheld ADJ american_scientific_journal-799 17 42 devices device NOUN american_scientific_journal-799 17 43 for for ADP american_scientific_journal-799 17 44 communication communication NOUN american_scientific_journal-799 17 45 video video NOUN american_scientific_journal-799 17 46 on on ADP american_scientific_journal-799 17 47 demand demand NOUN american_scientific_journal-799 17 48 service service NOUN american_scientific_journal-799 17 49 requirements requirement NOUN american_scientific_journal-799 17 50 are be AUX american_scientific_journal-799 17 51 increasing increase VERB american_scientific_journal-799 17 52 . . PUNCT american_scientific_journal-799 18 1 however however ADV american_scientific_journal-799 18 2 , , PUNCT american_scientific_journal-799 18 3 internet internet NOUN american_scientific_journal-799 18 4 uses use VERB american_scientific_journal-799 18 5 udp udp PROPN american_scientific_journal-799 18 6 protocol protocol NOUN american_scientific_journal-799 18 7 for for ADP american_scientific_journal-799 18 8 video video NOUN american_scientific_journal-799 18 9 transmission transmission NOUN american_scientific_journal-799 18 10 which which PRON american_scientific_journal-799 18 11 does do AUX american_scientific_journal-799 18 12 not not PART american_scientific_journal-799 18 13 provide provide VERB american_scientific_journal-799 18 14 guaranteed guarantee VERB american_scientific_journal-799 18 15 qos qos NOUN american_scientific_journal-799 18 16 . . PUNCT american_scientific_journal-799 19 1 traffic traffic NOUN american_scientific_journal-799 19 2 congestion congestion NOUN american_scientific_journal-799 19 3 usually usually ADV american_scientific_journal-799 19 4 results result VERB american_scientific_journal-799 19 5 in in ADP american_scientific_journal-799 19 6 the the DET american_scientific_journal-799 19 7 loss loss NOUN american_scientific_journal-799 19 8 of of ADP american_scientific_journal-799 19 9 data datum NOUN american_scientific_journal-799 19 10 packets packet NOUN american_scientific_journal-799 19 11 . . PUNCT american_scientific_journal-799 20 1 the the DET american_scientific_journal-799 20 2 reasons reason NOUN american_scientific_journal-799 20 3 for for ADP american_scientific_journal-799 20 4 packet packet NOUN american_scientific_journal-799 20 5 loss loss NOUN american_scientific_journal-799 20 6 could could AUX american_scientific_journal-799 20 7 vary vary VERB american_scientific_journal-799 20 8 from from ADP american_scientific_journal-799 20 9 multipath multipath NOUN american_scientific_journal-799 20 10 fading fading NOUN american_scientific_journal-799 20 11 , , PUNCT american_scientific_journal-799 20 12 shadowing shadow VERB american_scientific_journal-799 20 13 to to PART american_scientific_journal-799 20 14 noise noise VERB american_scientific_journal-799 20 15 disturbance disturbance NOUN american_scientific_journal-799 20 16 of of ADP american_scientific_journal-799 20 17 wireless wireless ADJ american_scientific_journal-799 20 18 channels channel NOUN american_scientific_journal-799 20 19 . . PUNCT american_scientific_journal-799 21 1 to to PART american_scientific_journal-799 21 2 handle handle VERB american_scientific_journal-799 21 3 poor poor ADJ american_scientific_journal-799 21 4 bandwidth bandwidth ADJ american_scientific_journal-799 21 5 scenario scenario NOUN american_scientific_journal-799 21 6 video video NOUN american_scientific_journal-799 21 7 transmission transmission NOUN american_scientific_journal-799 21 8 technology technology NOUN american_scientific_journal-799 21 9 send send VERB american_scientific_journal-799 21 10 compressed compressed ADJ american_scientific_journal-799 21 11 video video NOUN american_scientific_journal-799 21 12 data datum NOUN american_scientific_journal-799 21 13 over over ADP american_scientific_journal-799 21 14 network network NOUN american_scientific_journal-799 21 15 . . PUNCT american_scientific_journal-799 22 1 however however ADV american_scientific_journal-799 22 2 , , PUNCT american_scientific_journal-799 22 3 in in ADP american_scientific_journal-799 22 4 compressed compress VERB american_scientific_journal-799 22 5 data datum NOUN american_scientific_journal-799 22 6 loss loss NOUN american_scientific_journal-799 22 7 of of ADP american_scientific_journal-799 22 8 single single ADJ american_scientific_journal-799 22 9 packet packet NOUN american_scientific_journal-799 22 10 over over ADP american_scientific_journal-799 22 11 transmission transmission NOUN american_scientific_journal-799 22 12 channel channel NOUN american_scientific_journal-799 22 13 introduces introduce VERB american_scientific_journal-799 22 14 severe severe ADJ american_scientific_journal-799 22 15 distortions distortion NOUN american_scientific_journal-799 22 16 because because SCONJ american_scientific_journal-799 22 17 the the DET american_scientific_journal-799 22 18 compression compression NOUN american_scientific_journal-799 22 19 algorithms algorithm NOUN american_scientific_journal-799 22 20 use use VERB american_scientific_journal-799 22 21 temporal temporal ADJ american_scientific_journal-799 22 22 and and CCONJ american_scientific_journal-799 22 23 spatial spatial ADJ american_scientific_journal-799 22 24 dependency dependency NOUN american_scientific_journal-799 22 25 among among ADP american_scientific_journal-799 22 26 adjacent adjacent ADJ american_scientific_journal-799 22 27 frames frame NOUN american_scientific_journal-799 22 28 . . PUNCT american_scientific_journal-799 23 1 therefore therefore ADV american_scientific_journal-799 23 2 a a DET american_scientific_journal-799 23 3 single single ADJ american_scientific_journal-799 23 4 distorted distorted ADJ american_scientific_journal-799 23 5 block block NOUN american_scientific_journal-799 23 6 within within ADP american_scientific_journal-799 23 7 a a DET american_scientific_journal-799 23 8 frame frame NOUN american_scientific_journal-799 23 9 may may AUX american_scientific_journal-799 23 10 lead lead VERB american_scientific_journal-799 23 11 to to ADP american_scientific_journal-799 23 12 errors error NOUN american_scientific_journal-799 23 13 not not PART american_scientific_journal-799 23 14 only only ADV american_scientific_journal-799 23 15 in in ADP american_scientific_journal-799 23 16 present present ADJ american_scientific_journal-799 23 17 frame frame NOUN american_scientific_journal-799 23 18 but but CCONJ american_scientific_journal-799 23 19 also also ADV american_scientific_journal-799 23 20 propagate propagate VERB american_scientific_journal-799 23 21 error error NOUN american_scientific_journal-799 23 22 over over ADP american_scientific_journal-799 23 23 several several ADJ american_scientific_journal-799 23 24 frames frame NOUN american_scientific_journal-799 23 25 . . PUNCT american_scientific_journal-799 24 1 many many ADJ american_scientific_journal-799 24 2 error error NOUN american_scientific_journal-799 24 3 resilience resilience NOUN american_scientific_journal-799 24 4 and and CCONJ american_scientific_journal-799 24 5 decoder decoder NOUN american_scientific_journal-799 24 6 error error NOUN american_scientific_journal-799 24 7 concealment concealment NOUN american_scientific_journal-799 24 8 techniques technique NOUN american_scientific_journal-799 24 9 have have AUX american_scientific_journal-799 24 10 been be AUX american_scientific_journal-799 24 11 proposed propose VERB american_scientific_journal-799 24 12 to to PART american_scientific_journal-799 24 13 control control VERB american_scientific_journal-799 24 14 amount amount NOUN american_scientific_journal-799 24 15 of of ADP american_scientific_journal-799 24 16 error error NOUN american_scientific_journal-799 24 17 in in ADP american_scientific_journal-799 24 18 reconstructed reconstructed ADJ american_scientific_journal-799 24 19 frame frame NOUN american_scientific_journal-799 24 20 [ [ X american_scientific_journal-799 24 21 1,2 1,2 NUM american_scientific_journal-799 24 22 ] ] PUNCT american_scientific_journal-799 24 23 . . PUNCT american_scientific_journal-799 25 1 a a DET american_scientific_journal-799 25 2 simple simple ADJ american_scientific_journal-799 25 3 error error NOUN american_scientific_journal-799 25 4 resilience resilience NOUN american_scientific_journal-799 25 5 strategy strategy NOUN american_scientific_journal-799 25 6 is be AUX american_scientific_journal-799 25 7 to to PART american_scientific_journal-799 25 8 use use VERB american_scientific_journal-799 25 9 feedback feedback NOUN american_scientific_journal-799 25 10 channels channel NOUN american_scientific_journal-799 25 11 and and CCONJ american_scientific_journal-799 25 12 request request VERB american_scientific_journal-799 25 13 for for ADP american_scientific_journal-799 25 14 retransmission retransmission NOUN american_scientific_journal-799 25 15 whenever whenever SCONJ american_scientific_journal-799 25 16 there there PRON american_scientific_journal-799 25 17 is be VERB american_scientific_journal-799 25 18 error error NOUN american_scientific_journal-799 25 19 . . PUNCT american_scientific_journal-799 26 1 this this PRON american_scientific_journal-799 26 2 is be AUX american_scientific_journal-799 26 3 the the DET american_scientific_journal-799 26 4 most most ADV american_scientific_journal-799 26 5 robust robust ADJ american_scientific_journal-799 26 6 technique technique NOUN american_scientific_journal-799 26 7 and and CCONJ american_scientific_journal-799 26 8 the the DET american_scientific_journal-799 26 9 recovered recovered ADJ american_scientific_journal-799 26 10 data datum NOUN american_scientific_journal-799 26 11 would would AUX american_scientific_journal-799 26 12 always always ADV american_scientific_journal-799 26 13 be be AUX american_scientific_journal-799 26 14 correct correct ADJ american_scientific_journal-799 26 15 . . PUNCT american_scientific_journal-799 27 1 however however ADV american_scientific_journal-799 27 2 , , PUNCT american_scientific_journal-799 27 3 it it PRON american_scientific_journal-799 27 4 involves involve VERB american_scientific_journal-799 27 5 halting halting ADJ american_scientific_journal-799 27 6 decoding decoding NOUN american_scientific_journal-799 27 7 process process NOUN american_scientific_journal-799 27 8 till till SCONJ american_scientific_journal-799 27 9 error error NOUN american_scientific_journal-799 27 10 block block NOUN american_scientific_journal-799 27 11 of of ADP american_scientific_journal-799 27 12 data datum NOUN american_scientific_journal-799 27 13 is be AUX american_scientific_journal-799 27 14 received receive VERB american_scientific_journal-799 27 15 again again ADV american_scientific_journal-799 27 16 . . PUNCT american_scientific_journal-799 28 1 this this PRON american_scientific_journal-799 28 2 is be AUX american_scientific_journal-799 28 3 an an DET american_scientific_journal-799 28 4 inefficient inefficient ADJ american_scientific_journal-799 28 5 approach approach NOUN american_scientific_journal-799 28 6 in in ADP american_scientific_journal-799 28 7 terms term NOUN american_scientific_journal-799 28 8 of of ADP american_scientific_journal-799 28 9 delay delay NOUN american_scientific_journal-799 28 10 involved involve VERB american_scientific_journal-799 28 11 in in ADP american_scientific_journal-799 28 12 process process NOUN american_scientific_journal-799 28 13 [ [ X american_scientific_journal-799 28 14 4,5 4,5 NUM american_scientific_journal-799 28 15 ] ] PUNCT american_scientific_journal-799 28 16 . . PUNCT american_scientific_journal-799 29 1 another another DET american_scientific_journal-799 29 2 way way NOUN american_scientific_journal-799 29 3 to to PART american_scientific_journal-799 29 4 avoid avoid VERB american_scientific_journal-799 29 5 errors error NOUN american_scientific_journal-799 29 6 is be AUX american_scientific_journal-799 29 7 to to PART american_scientific_journal-799 29 8 embed embed VERB american_scientific_journal-799 29 9 error error NOUN american_scientific_journal-799 29 10 checks check NOUN american_scientific_journal-799 29 11 in in ADP american_scientific_journal-799 29 12 encoded encode VERB american_scientific_journal-799 29 13 video video NOUN american_scientific_journal-799 29 14 bit bit NOUN american_scientific_journal-799 29 15 streams stream NOUN american_scientific_journal-799 29 16 and and CCONJ american_scientific_journal-799 29 17 transmit transmit VERB american_scientific_journal-799 29 18 over over ADP american_scientific_journal-799 29 19 the the DET american_scientific_journal-799 29 20 channels channel NOUN american_scientific_journal-799 29 21 . . PUNCT american_scientific_journal-799 30 1 this this DET american_scientific_journal-799 30 2 method method NOUN american_scientific_journal-799 30 3 though though SCONJ american_scientific_journal-799 30 4 avoids avoid VERB american_scientific_journal-799 30 5 retransmission retransmission NOUN american_scientific_journal-799 30 6 of of ADP american_scientific_journal-799 30 7 video video NOUN american_scientific_journal-799 30 8 ; ; PUNCT american_scientific_journal-799 30 9 it it PRON american_scientific_journal-799 30 10 affects affect VERB american_scientific_journal-799 30 11 compression compression NOUN american_scientific_journal-799 30 12 efficiency efficiency NOUN american_scientific_journal-799 30 13 of of ADP american_scientific_journal-799 30 14 the the DET american_scientific_journal-799 30 15 encoder encoder NOUN american_scientific_journal-799 30 16 and and CCONJ american_scientific_journal-799 30 17 thus thus ADV american_scientific_journal-799 30 18 increased increase VERB american_scientific_journal-799 30 19 usage usage NOUN american_scientific_journal-799 30 20 of of ADP american_scientific_journal-799 30 21 network network NOUN american_scientific_journal-799 30 22 bandwidth bandwidth NOUN american_scientific_journal-799 30 23 . . PUNCT american_scientific_journal-799 31 1 hence hence ADV american_scientific_journal-799 31 2 , , PUNCT american_scientific_journal-799 31 3 a a DET american_scientific_journal-799 31 4 set set NOUN american_scientific_journal-799 31 5 of of ADP american_scientific_journal-799 31 6 post post NOUN american_scientific_journal-799 31 7 processing processing NOUN american_scientific_journal-799 31 8 algorithms algorithm NOUN american_scientific_journal-799 31 9 on on ADP american_scientific_journal-799 31 10 the the DET american_scientific_journal-799 31 11 decoder decoder NOUN american_scientific_journal-799 31 12 side side NOUN american_scientific_journal-799 31 13 are be AUX american_scientific_journal-799 31 14 proposed propose VERB american_scientific_journal-799 31 15 for for ADP american_scientific_journal-799 31 16 error error NOUN american_scientific_journal-799 31 17 concealment concealment NOUN american_scientific_journal-799 31 18 . . PUNCT american_scientific_journal-799 32 1 the the DET american_scientific_journal-799 32 2 advantage advantage NOUN american_scientific_journal-799 32 3 with with ADP american_scientific_journal-799 32 4 decoder decoder NOUN american_scientific_journal-799 32 5 error error NOUN american_scientific_journal-799 32 6 concealment concealment NOUN american_scientific_journal-799 32 7 is be AUX american_scientific_journal-799 32 8 that that SCONJ american_scientific_journal-799 32 9 it it PRON american_scientific_journal-799 32 10 does do AUX american_scientific_journal-799 32 11 not not PART american_scientific_journal-799 32 12 require require VERB american_scientific_journal-799 32 13 any any DET american_scientific_journal-799 32 14 change change NOUN american_scientific_journal-799 32 15 in in ADP american_scientific_journal-799 32 16 encoding encode VERB american_scientific_journal-799 32 17 or or CCONJ american_scientific_journal-799 32 18 decoding decode VERB american_scientific_journal-799 32 19 process process NOUN american_scientific_journal-799 32 20 . . PUNCT american_scientific_journal-799 33 1 it it PRON american_scientific_journal-799 33 2 simply simply ADV american_scientific_journal-799 33 3 appends append VERB american_scientific_journal-799 33 4 a a DET american_scientific_journal-799 33 5 post post NOUN american_scientific_journal-799 33 6 processing processing NOUN american_scientific_journal-799 33 7 block block NOUN american_scientific_journal-799 33 8 which which PRON american_scientific_journal-799 33 9 recovers recover VERB american_scientific_journal-799 33 10 erroneous erroneous ADJ american_scientific_journal-799 33 11 data datum NOUN american_scientific_journal-799 33 12 . . PUNCT american_scientific_journal-799 34 1 hence hence ADV american_scientific_journal-799 34 2 , , PUNCT american_scientific_journal-799 34 3 there there PRON american_scientific_journal-799 34 4 is be VERB american_scientific_journal-799 34 5 no no DET american_scientific_journal-799 34 6 increase increase NOUN american_scientific_journal-799 34 7 in in ADP american_scientific_journal-799 34 8 bit bit NOUN american_scientific_journal-799 34 9 rate rate NOUN american_scientific_journal-799 34 10 or or CCONJ american_scientific_journal-799 34 11 delay delay NOUN american_scientific_journal-799 34 12 . . PUNCT american_scientific_journal-799 35 1 fig.1 fig.1 PROPN american_scientific_journal-799 35 2 shows show VERB american_scientific_journal-799 35 3 block block NOUN american_scientific_journal-799 35 4 diagram diagram NOUN american_scientific_journal-799 35 5 for for ADP american_scientific_journal-799 35 6 post post NOUN american_scientific_journal-799 35 7 processing processing NOUN american_scientific_journal-799 35 8 of of ADP american_scientific_journal-799 35 9 video video NOUN american_scientific_journal-799 35 10 sequence sequence NOUN american_scientific_journal-799 35 11 to to PART american_scientific_journal-799 35 12 recover recover VERB american_scientific_journal-799 35 13 loss loss NOUN american_scientific_journal-799 35 14 of of ADP american_scientific_journal-799 35 15 macroblocks macroblock NOUN american_scientific_journal-799 35 16 . . PUNCT american_scientific_journal-799 36 1 therefore therefore ADV american_scientific_journal-799 36 2 these these DET american_scientific_journal-799 36 3 techniques technique NOUN american_scientific_journal-799 36 4 can can AUX american_scientific_journal-799 36 5 be be AUX american_scientific_journal-799 36 6 used use VERB american_scientific_journal-799 36 7 in in ADP american_scientific_journal-799 36 8 real real ADJ american_scientific_journal-799 36 9 time time NOUN american_scientific_journal-799 36 10 video video NOUN american_scientific_journal-799 36 11 applications application NOUN american_scientific_journal-799 36 12 like like ADP american_scientific_journal-799 36 13 video video NOUN american_scientific_journal-799 36 14 - - PUNCT american_scientific_journal-799 36 15 voice voice NOUN american_scientific_journal-799 36 16 over over ADP american_scientific_journal-799 36 17 internet internet NOUN american_scientific_journal-799 36 18 and and CCONJ american_scientific_journal-799 36 19 streaming streaming NOUN american_scientific_journal-799 36 20 applications application NOUN american_scientific_journal-799 36 21 [ [ X american_scientific_journal-799 36 22 3 3 NUM american_scientific_journal-799 36 23 ] ] PUNCT american_scientific_journal-799 36 24 . . PUNCT american_scientific_journal-799 37 1 temporal temporal ADJ american_scientific_journal-799 37 2 error error NOUN american_scientific_journal-799 37 3 concealment concealment NOUN american_scientific_journal-799 37 4 technique technique NOUN american_scientific_journal-799 37 5 uses use VERB american_scientific_journal-799 37 6 temporal temporal ADJ american_scientific_journal-799 37 7 neighbors neighbor NOUN american_scientific_journal-799 37 8 to to PART american_scientific_journal-799 37 9 estimate estimate VERB american_scientific_journal-799 37 10 erroneous erroneous ADJ american_scientific_journal-799 37 11 block block NOUN american_scientific_journal-799 37 12 of of ADP american_scientific_journal-799 37 13 data datum NOUN american_scientific_journal-799 37 14 . . PUNCT american_scientific_journal-799 38 1 it it PRON american_scientific_journal-799 38 2 utilizes utilize VERB american_scientific_journal-799 38 3 previous previous ADJ american_scientific_journal-799 38 4 frame frame NOUN american_scientific_journal-799 38 5 or or CCONJ american_scientific_journal-799 38 6 next next ADJ american_scientific_journal-799 38 7 frame frame NOUN american_scientific_journal-799 38 8 to to PART american_scientific_journal-799 38 9 conceal conceal VERB american_scientific_journal-799 38 10 errors error NOUN american_scientific_journal-799 38 11 in in ADP american_scientific_journal-799 38 12 current current ADJ american_scientific_journal-799 38 13 frame frame NOUN american_scientific_journal-799 38 14 . . PUNCT american_scientific_journal-799 39 1 most most ADJ american_scientific_journal-799 39 2 of of ADP american_scientific_journal-799 39 3 the the DET american_scientific_journal-799 39 4 temporal temporal ADJ american_scientific_journal-799 39 5 error error NOUN american_scientific_journal-799 39 6 concealment concealment NOUN american_scientific_journal-799 39 7 methods method NOUN american_scientific_journal-799 39 8 assume assume VERB american_scientific_journal-799 39 9 that that SCONJ american_scientific_journal-799 39 10 only only ADV american_scientific_journal-799 39 11 a a DET american_scientific_journal-799 39 12 few few ADJ american_scientific_journal-799 39 13 macroblocks macroblock NOUN american_scientific_journal-799 39 14 ( ( PUNCT american_scientific_journal-799 39 15 mb mb NOUN american_scientific_journal-799 39 16 ) ) PUNCT american_scientific_journal-799 39 17 or or CCONJ american_scientific_journal-799 39 18 slices slice NOUN american_scientific_journal-799 39 19 in in ADP american_scientific_journal-799 39 20 video video NOUN american_scientific_journal-799 39 21 frame frame NOUN american_scientific_journal-799 39 22 are be AUX american_scientific_journal-799 39 23 lost lose VERB american_scientific_journal-799 39 24 . . PUNCT american_scientific_journal-799 40 1 typically typically ADV american_scientific_journal-799 40 2 , , PUNCT american_scientific_journal-799 40 3 temporal temporal ADJ american_scientific_journal-799 40 4 reconstruction reconstruction NOUN american_scientific_journal-799 40 5 process process NOUN american_scientific_journal-799 40 6 recovers recover NOUN american_scientific_journal-799 40 7 lost lose VERB american_scientific_journal-799 40 8 data datum NOUN american_scientific_journal-799 40 9 with with ADP american_scientific_journal-799 40 10 the the DET american_scientific_journal-799 40 11 help help NOUN american_scientific_journal-799 40 12 of of ADP american_scientific_journal-799 40 13 motion motion NOUN american_scientific_journal-799 40 14 field field NOUN american_scientific_journal-799 40 15 interpolation interpolation NOUN american_scientific_journal-799 40 16 ( ( PUNCT american_scientific_journal-799 40 17 mfi mfi PROPN american_scientific_journal-799 40 18 ) ) PUNCT american_scientific_journal-799 41 1 [ [ X american_scientific_journal-799 41 2 3 3 NUM american_scientific_journal-799 41 3 ] ] PUNCT american_scientific_journal-799 41 4 . . PUNCT american_scientific_journal-799 42 1 however however ADV american_scientific_journal-799 42 2 , , PUNCT american_scientific_journal-799 42 3 using use VERB american_scientific_journal-799 42 4 just just ADV american_scientific_journal-799 42 5 one one NUM american_scientific_journal-799 42 6 of of ADP american_scientific_journal-799 42 7 the the DET american_scientific_journal-799 42 8 frame frame NOUN american_scientific_journal-799 42 9 may may AUX american_scientific_journal-799 42 10 not not PART american_scientific_journal-799 42 11 be be AUX american_scientific_journal-799 42 12 sufficient sufficient ADJ american_scientific_journal-799 42 13 in in ADP american_scientific_journal-799 42 14 case case NOUN american_scientific_journal-799 42 15 of of ADP american_scientific_journal-799 42 16 scene scene NOUN american_scientific_journal-799 42 17 change change NOUN american_scientific_journal-799 42 18 during during ADP american_scientific_journal-799 42 19 video video NOUN american_scientific_journal-799 42 20 sequence sequence NOUN american_scientific_journal-799 42 21 . . PUNCT american_scientific_journal-799 43 1 in in ADP american_scientific_journal-799 43 2 case case NOUN american_scientific_journal-799 43 3 of of ADP american_scientific_journal-799 43 4 scene scene NOUN american_scientific_journal-799 43 5 change change NOUN american_scientific_journal-799 43 6 , , PUNCT american_scientific_journal-799 43 7 mean mean VERB american_scientific_journal-799 43 8 absolute absolute ADJ american_scientific_journal-799 43 9 difference difference NOUN american_scientific_journal-799 43 10 ( ( PUNCT american_scientific_journal-799 43 11 mad mad ADJ american_scientific_journal-799 43 12 ) ) PUNCT american_scientific_journal-799 43 13 between between ADP american_scientific_journal-799 43 14 two two NUM american_scientific_journal-799 43 15 frames frame NOUN american_scientific_journal-799 43 16 is be AUX american_scientific_journal-799 43 17 very very ADV american_scientific_journal-799 43 18 large large ADJ american_scientific_journal-799 43 19 and and CCONJ american_scientific_journal-799 43 20 hence hence ADV american_scientific_journal-799 43 21 the the DET american_scientific_journal-799 43 22 temporal temporal ADJ american_scientific_journal-799 43 23 estimation estimation NOUN american_scientific_journal-799 43 24 methods method NOUN american_scientific_journal-799 43 25 fail fail VERB american_scientific_journal-799 43 26 [ [ X american_scientific_journal-799 43 27 1,7 1,7 NUM american_scientific_journal-799 43 28 ] ] PUNCT american_scientific_journal-799 43 29 . . PUNCT american_scientific_journal-799 44 1 in in ADP american_scientific_journal-799 44 2 real real ADJ american_scientific_journal-799 44 3 time time NOUN american_scientific_journal-799 44 4 scenario scenario NOUN american_scientific_journal-799 44 5 with with ADP american_scientific_journal-799 44 6 low low ADJ american_scientific_journal-799 44 7 bit bit NOUN american_scientific_journal-799 44 8 rate rate NOUN american_scientific_journal-799 44 9 , , PUNCT american_scientific_journal-799 44 10 with with ADP american_scientific_journal-799 44 11 the the DET american_scientific_journal-799 44 12 video video NOUN american_scientific_journal-799 44 13 sequence sequence NOUN american_scientific_journal-799 44 14 , , PUNCT american_scientific_journal-799 44 15 which which PRON american_scientific_journal-799 44 16 involve involve VERB american_scientific_journal-799 44 17 very very ADV american_scientific_journal-799 44 18 low low ADJ american_scientific_journal-799 44 19 motion motion NOUN american_scientific_journal-799 44 20 , , PUNCT american_scientific_journal-799 44 21 using use VERB american_scientific_journal-799 44 22 mfi mfi PROPN american_scientific_journal-799 44 23 may may AUX american_scientific_journal-799 44 24 not not PART american_scientific_journal-799 44 25 be be AUX american_scientific_journal-799 44 26 a a DET american_scientific_journal-799 44 27 good good ADJ american_scientific_journal-799 44 28 idea idea NOUN american_scientific_journal-799 44 29 because because SCONJ american_scientific_journal-799 44 30 of of ADP american_scientific_journal-799 44 31 computational computational ADJ american_scientific_journal-799 44 32 complexity complexity NOUN american_scientific_journal-799 44 33 . . PUNCT american_scientific_journal-799 45 1 therefore therefore ADV american_scientific_journal-799 45 2 in in ADP american_scientific_journal-799 45 3 this this DET american_scientific_journal-799 45 4 paper paper NOUN american_scientific_journal-799 45 5 , , PUNCT american_scientific_journal-799 45 6 we we PRON american_scientific_journal-799 45 7 propose propose VERB american_scientific_journal-799 45 8 a a DET american_scientific_journal-799 45 9 transformed transform VERB american_scientific_journal-799 45 10 domain domain NOUN american_scientific_journal-799 45 11 approach approach NOUN american_scientific_journal-799 45 12 for for ADP american_scientific_journal-799 45 13 error error NOUN american_scientific_journal-799 45 14 concealment concealment NOUN american_scientific_journal-799 45 15 and and CCONJ american_scientific_journal-799 45 16 recovery recovery NOUN american_scientific_journal-799 45 17 . . PUNCT american_scientific_journal-799 46 1 the the DET american_scientific_journal-799 46 2 algorithm algorithm NOUN american_scientific_journal-799 46 3 is be AUX american_scientific_journal-799 46 4 based base VERB american_scientific_journal-799 46 5 on on ADP american_scientific_journal-799 46 6 a a DET american_scientific_journal-799 46 7 penalized penalize VERB american_scientific_journal-799 46 8 least least ADJ american_scientific_journal-799 46 9 squares square NOUN american_scientific_journal-799 46 10 method method NOUN american_scientific_journal-799 46 11 , , PUNCT american_scientific_journal-799 46 12 allows allow VERB american_scientific_journal-799 46 13 fast fast ADJ american_scientific_journal-799 46 14 smoothing smoothing NOUN american_scientific_journal-799 46 15 of of ADP american_scientific_journal-799 46 16 data datum NOUN american_scientific_journal-799 46 17 in in ADP american_scientific_journal-799 46 18 one one NUM american_scientific_journal-799 46 19 and and CCONJ american_scientific_journal-799 46 20 higher high ADJ american_scientific_journal-799 46 21 dimensions dimension NOUN american_scientific_journal-799 46 22 by by ADP american_scientific_journal-799 46 23 means mean NOUN american_scientific_journal-799 46 24 of of ADP american_scientific_journal-799 46 25 the the DET american_scientific_journal-799 46 26 discrete discrete ADJ american_scientific_journal-799 46 27 cosine cosine NOUN american_scientific_journal-799 46 28 transform transform NOUN american_scientific_journal-799 46 29 . . PUNCT american_scientific_journal-799 47 1 automatic automatic ADJ american_scientific_journal-799 47 2 choice choice NOUN american_scientific_journal-799 47 3 of of ADP american_scientific_journal-799 47 4 the the DET american_scientific_journal-799 47 5 amount amount NOUN american_scientific_journal-799 47 6 of of ADP american_scientific_journal-799 47 7 smoothing smoothing NOUN american_scientific_journal-799 47 8 is be AUX american_scientific_journal-799 47 9 carried carry VERB american_scientific_journal-799 47 10 out out ADP american_scientific_journal-799 47 11 by by ADP american_scientific_journal-799 47 12 minimizing minimize VERB american_scientific_journal-799 47 13 the the DET american_scientific_journal-799 47 14 generalized generalized ADJ american_scientific_journal-799 47 15 cross cross ADJ american_scientific_journal-799 47 16 - - ADJ american_scientific_journal-799 47 17 validation validation ADJ american_scientific_journal-799 47 18 score score NOUN american_scientific_journal-799 47 19 . . PUNCT american_scientific_journal-799 48 1 an an DET american_scientific_journal-799 48 2 iteratively iteratively ADV american_scientific_journal-799 48 3 weighted weight VERB american_scientific_journal-799 48 4 robust robust ADJ american_scientific_journal-799 48 5 version version NOUN american_scientific_journal-799 48 6 of of ADP american_scientific_journal-799 48 7 the the DET american_scientific_journal-799 48 8 algorithm algorithm NOUN american_scientific_journal-799 48 9 is be AUX american_scientific_journal-799 48 10 proposed propose VERB american_scientific_journal-799 48 11 to to PART american_scientific_journal-799 48 12 deal deal VERB american_scientific_journal-799 48 13 with with ADP american_scientific_journal-799 48 14 occurrences occurrence NOUN american_scientific_journal-799 48 15 of of ADP american_scientific_journal-799 48 16 missing miss VERB american_scientific_journal-799 48 17 and and CCONJ american_scientific_journal-799 48 18 outlying outlying ADJ american_scientific_journal-799 48 19 values value NOUN american_scientific_journal-799 48 20 . . PUNCT american_scientific_journal-799 49 1 273 273 NUM american_scientific_journal-799 49 2 american american ADJ american_scientific_journal-799 49 3 scientific scientific ADJ american_scientific_journal-799 49 4 research research NOUN american_scientific_journal-799 49 5 journal journal NOUN american_scientific_journal-799 49 6 for for ADP american_scientific_journal-799 49 7 engineering engineering NOUN american_scientific_journal-799 49 8 , , PUNCT american_scientific_journal-799 49 9 technology technology NOUN american_scientific_journal-799 49 10 , , PUNCT american_scientific_journal-799 49 11 and and CCONJ american_scientific_journal-799 49 12 sciences science NOUN american_scientific_journal-799 49 13 ( ( PUNCT american_scientific_journal-799 49 14 asrjets asrjet NOUN american_scientific_journal-799 49 15 ) ) PUNCT american_scientific_journal-799 49 16 ( ( PUNCT american_scientific_journal-799 49 17 2015 2015 NUM american_scientific_journal-799 49 18 ) ) PUNCT american_scientific_journal-799 49 19 volume volume NOUN american_scientific_journal-799 49 20 14 14 NUM american_scientific_journal-799 49 21 , , PUNCT american_scientific_journal-799 49 22 no no DET american_scientific_journal-799 49 23 3 3 NUM american_scientific_journal-799 49 24 , , PUNCT american_scientific_journal-799 49 25 pp pp ADP american_scientific_journal-799 49 26 272 272 NUM american_scientific_journal-799 49 27 - - SYM american_scientific_journal-799 49 28 278 278 NUM american_scientific_journal-799 49 29 . . PUNCT american_scientific_journal-799 50 1 figure figure NOUN american_scientific_journal-799 50 2 1 1 NUM american_scientific_journal-799 50 3 : : PUNCT american_scientific_journal-799 50 4 generic generic ADJ american_scientific_journal-799 50 5 block block NOUN american_scientific_journal-799 50 6 diagram diagram NOUN american_scientific_journal-799 50 7 for for ADP american_scientific_journal-799 50 8 video video NOUN american_scientific_journal-799 50 9 post post NOUN american_scientific_journal-799 50 10 processing process VERB american_scientific_journal-799 50 11 the the DET american_scientific_journal-799 50 12 rest rest NOUN american_scientific_journal-799 50 13 of of ADP american_scientific_journal-799 50 14 the the DET american_scientific_journal-799 50 15 paper paper NOUN american_scientific_journal-799 50 16 is be AUX american_scientific_journal-799 50 17 organized organize VERB american_scientific_journal-799 50 18 as as SCONJ american_scientific_journal-799 50 19 follows follow VERB american_scientific_journal-799 50 20 , , PUNCT american_scientific_journal-799 50 21 section section NOUN american_scientific_journal-799 50 22 2 2 NUM american_scientific_journal-799 50 23 explains explain VERB american_scientific_journal-799 50 24 theory theory NOUN american_scientific_journal-799 50 25 of of ADP american_scientific_journal-799 50 26 smoothing smooth VERB american_scientific_journal-799 50 27 function function NOUN american_scientific_journal-799 50 28 , , PUNCT american_scientific_journal-799 50 29 section section NOUN american_scientific_journal-799 50 30 3 3 NUM american_scientific_journal-799 50 31 explains explain VERB american_scientific_journal-799 50 32 algorithm algorithm NOUN american_scientific_journal-799 50 33 of of ADP american_scientific_journal-799 50 34 smoothing smooth VERB american_scientific_journal-799 50 35 function function NOUN american_scientific_journal-799 50 36 for for ADP american_scientific_journal-799 50 37 error error NOUN american_scientific_journal-799 50 38 concealment concealment NOUN american_scientific_journal-799 50 39 , , PUNCT american_scientific_journal-799 50 40 section section NOUN american_scientific_journal-799 50 41 4 4 NUM american_scientific_journal-799 50 42 shows show VERB american_scientific_journal-799 50 43 experimental experimental ADJ american_scientific_journal-799 50 44 results result NOUN american_scientific_journal-799 50 45 and and CCONJ american_scientific_journal-799 50 46 section section NOUN american_scientific_journal-799 50 47 5 5 NUM american_scientific_journal-799 50 48 provides provide VERB american_scientific_journal-799 50 49 conclusion conclusion NOUN american_scientific_journal-799 50 50 and and CCONJ american_scientific_journal-799 50 51 future future ADJ american_scientific_journal-799 50 52 work work NOUN american_scientific_journal-799 50 53 in in ADP american_scientific_journal-799 50 54 the the DET american_scientific_journal-799 50 55 same same ADJ american_scientific_journal-799 50 56 area area NOUN american_scientific_journal-799 50 57 . . PUNCT american_scientific_journal-799 51 1 2 2 X american_scientific_journal-799 51 2 . . X american_scientific_journal-799 51 3 theory theory NOUN american_scientific_journal-799 51 4 of of ADP american_scientific_journal-799 51 5 smoothing smooth VERB american_scientific_journal-799 51 6 function function NOUN american_scientific_journal-799 51 7 in in ADP american_scientific_journal-799 51 8 statistics statistic NOUN american_scientific_journal-799 51 9 and and CCONJ american_scientific_journal-799 51 10 data datum NOUN american_scientific_journal-799 51 11 analysis analysis NOUN american_scientific_journal-799 51 12 smoothing smooth VERB american_scientific_journal-799 51 13 function function NOUN american_scientific_journal-799 51 14 is be AUX american_scientific_journal-799 51 15 used use VERB american_scientific_journal-799 51 16 to to PART american_scientific_journal-799 51 17 reduce reduce VERB american_scientific_journal-799 51 18 noise noise NOUN american_scientific_journal-799 51 19 or or CCONJ american_scientific_journal-799 51 20 small small ADJ american_scientific_journal-799 51 21 scale scale NOUN american_scientific_journal-799 51 22 information information NOUN american_scientific_journal-799 51 23 while while SCONJ american_scientific_journal-799 51 24 keeping keep VERB american_scientific_journal-799 51 25 most most ADJ american_scientific_journal-799 51 26 imprints imprint NOUN american_scientific_journal-799 51 27 of of ADP american_scientific_journal-799 51 28 the the DET american_scientific_journal-799 51 29 datasets dataset NOUN american_scientific_journal-799 51 30 . . PUNCT american_scientific_journal-799 52 1 mathematically mathematically ADV american_scientific_journal-799 52 2 , , PUNCT american_scientific_journal-799 52 3 noisy noisy ADJ american_scientific_journal-799 52 4 data datum NOUN american_scientific_journal-799 52 5 can can AUX american_scientific_journal-799 52 6 be be AUX american_scientific_journal-799 52 7 represented represent VERB american_scientific_journal-799 52 8 as as SCONJ american_scientific_journal-799 52 9 follows follow VERB american_scientific_journal-799 52 10 , , PUNCT american_scientific_journal-799 52 11 𝑦 𝑦 NOUN american_scientific_journal-799 52 12 = = SYM american_scientific_journal-799 52 13 π‘¦π‘š+ π‘¦π‘š+ PROPN american_scientific_journal-799 52 14 ∈ ∈ PROPN american_scientific_journal-799 52 15 ( ( PUNCT american_scientific_journal-799 52 16 1 1 NUM american_scientific_journal-799 52 17 ) ) PUNCT american_scientific_journal-799 52 18 where where SCONJ american_scientific_journal-799 52 19 ∈ ∈ PROPN american_scientific_journal-799 52 20 represents represent VERB american_scientific_journal-799 52 21 gaussian gaussian ADJ american_scientific_journal-799 52 22 noise noise NOUN american_scientific_journal-799 52 23 with with ADP american_scientific_journal-799 52 24 zero zero NUM american_scientific_journal-799 52 25 mean mean ADJ american_scientific_journal-799 52 26 and and CCONJ american_scientific_journal-799 52 27 unknown unknown ADJ american_scientific_journal-799 52 28 variance variance NOUN american_scientific_journal-799 52 29 and and CCONJ american_scientific_journal-799 52 30 π‘¦π‘š π‘¦π‘š NOUN american_scientific_journal-799 52 31 is be AUX american_scientific_journal-799 52 32 the the DET american_scientific_journal-799 52 33 mean mean NOUN american_scientific_journal-799 52 34 of of ADP american_scientific_journal-799 52 35 the the DET american_scientific_journal-799 52 36 signal signal NOUN american_scientific_journal-799 52 37 . . PUNCT american_scientific_journal-799 53 1 accuracy accuracy NOUN american_scientific_journal-799 53 2 of of ADP american_scientific_journal-799 53 3 estimation estimation NOUN american_scientific_journal-799 53 4 of of ADP american_scientific_journal-799 53 5 𝑦 𝑦 PRON american_scientific_journal-799 53 6 depends depend VERB american_scientific_journal-799 53 7 upon upon SCONJ american_scientific_journal-799 53 8 accuracy accuracy NOUN american_scientific_journal-799 53 9 ofπ‘¦π‘š. ofπ‘¦π‘š. NOUN american_scientific_journal-799 53 10 also also ADV american_scientific_journal-799 53 11 , , PUNCT american_scientific_journal-799 53 12 π‘¦π‘šis π‘¦π‘šis PROPN american_scientific_journal-799 53 13 supposed suppose VERB american_scientific_journal-799 53 14 to to PART american_scientific_journal-799 53 15 be be AUX american_scientific_journal-799 53 16 smooth smooth ADJ american_scientific_journal-799 53 17 function function NOUN american_scientific_journal-799 53 18 that that PRON american_scientific_journal-799 53 19 is be AUX american_scientific_journal-799 53 20 derivatives derivative NOUN american_scientific_journal-799 53 21 of of ADP american_scientific_journal-799 53 22 π‘¦π‘š π‘¦π‘š NOUN american_scientific_journal-799 53 23 of of ADP american_scientific_journal-799 53 24 particular particular ADJ american_scientific_journal-799 53 25 order order NOUN american_scientific_journal-799 53 26 generally generally ADV american_scientific_journal-799 53 27 greater great ADJ american_scientific_journal-799 53 28 than than ADP american_scientific_journal-799 53 29 2 2 NUM american_scientific_journal-799 53 30 are be AUX american_scientific_journal-799 53 31 continuous continuous ADJ american_scientific_journal-799 53 32 . . PUNCT american_scientific_journal-799 54 1 smoothing smooth VERB american_scientific_journal-799 54 2 of of ADP american_scientific_journal-799 54 3 𝑦 𝑦 NOUN american_scientific_journal-799 54 4 relies rely VERB american_scientific_journal-799 54 5 upon upon SCONJ american_scientific_journal-799 54 6 smoothing smooth VERB american_scientific_journal-799 54 7 ofπ‘¦π‘š. ofπ‘¦π‘š. NOUN american_scientific_journal-799 54 8 in in ADP american_scientific_journal-799 54 9 this this DET american_scientific_journal-799 54 10 paper paper NOUN american_scientific_journal-799 54 11 we we PRON american_scientific_journal-799 54 12 use use AUX american_scientific_journal-799 54 13 penalized penalize VERB american_scientific_journal-799 54 14 least least ADJ american_scientific_journal-799 54 15 squares square NOUN american_scientific_journal-799 54 16 approach approach VERB american_scientific_journal-799 54 17 for for ADP american_scientific_journal-799 54 18 smoothing smoothing NOUN american_scientific_journal-799 54 19 of of ADP american_scientific_journal-799 54 20 data datum NOUN american_scientific_journal-799 54 21 . . PUNCT american_scientific_journal-799 55 1 mathematically mathematically ADV american_scientific_journal-799 55 2 , , PUNCT american_scientific_journal-799 55 3 it it PRON american_scientific_journal-799 55 4 can can AUX american_scientific_journal-799 55 5 be be AUX american_scientific_journal-799 55 6 expressed express VERB american_scientific_journal-799 55 7 as as ADP american_scientific_journal-799 55 8 , , PUNCT american_scientific_journal-799 55 9 𝐹(π‘¦π‘š 𝐹(π‘¦π‘š PROPN american_scientific_journal-799 55 10 ) ) PUNCT american_scientific_journal-799 55 11 = = SYM american_scientific_journal-799 56 1 𝑅𝑆𝑆 𝑅𝑆𝑆 PROPN american_scientific_journal-799 56 2 + + CCONJ american_scientific_journal-799 56 3 𝑠 𝑠 PROPN american_scientific_journal-799 56 4 βˆ— βˆ— NOUN american_scientific_journal-799 56 5 𝑃(π‘¦π‘š 𝑃(π‘¦π‘š NOUN american_scientific_journal-799 56 6 ) ) PUNCT american_scientific_journal-799 56 7 ( ( PUNCT american_scientific_journal-799 56 8 2 2 X american_scientific_journal-799 56 9 ) ) PUNCT american_scientific_journal-799 56 10 where where SCONJ american_scientific_journal-799 56 11 , , PUNCT american_scientific_journal-799 56 12 rss rss NOUN american_scientific_journal-799 56 13 is be AUX american_scientific_journal-799 56 14 residual residual ADJ american_scientific_journal-799 56 15 sum sum NOUN american_scientific_journal-799 56 16 of of ADP american_scientific_journal-799 56 17 squares square NOUN american_scientific_journal-799 56 18 which which PRON american_scientific_journal-799 56 19 is be AUX american_scientific_journal-799 56 20 expressed express VERB american_scientific_journal-799 56 21 as as ADP american_scientific_journal-799 56 22 , , PUNCT american_scientific_journal-799 56 23 𝑅𝑆𝑆 𝑅𝑆𝑆 PROPN american_scientific_journal-799 56 24 = = SYM american_scientific_journal-799 56 25 ||𝑦 ||𝑦 NOUN american_scientific_journal-799 56 26 βˆ’ βˆ’ PROPN american_scientific_journal-799 56 27 π‘¦π‘š||2 π‘¦π‘š||2 NOUN american_scientific_journal-799 56 28 𝑃(π‘¦π‘š)is 𝑃(π‘¦π‘š)is ADJ american_scientific_journal-799 56 29 the the DET american_scientific_journal-799 56 30 penalized penalize VERB american_scientific_journal-799 56 31 term term NOUN american_scientific_journal-799 56 32 , , PUNCT american_scientific_journal-799 56 33 and and CCONJ american_scientific_journal-799 56 34 sis sis DET american_scientific_journal-799 56 35 scalar scalar NOUN american_scientific_journal-799 56 36 which which PRON american_scientific_journal-799 56 37 indicates indicate VERB american_scientific_journal-799 56 38 degree degree NOUN american_scientific_journal-799 56 39 of of ADP american_scientific_journal-799 56 40 smoothing smoothing NOUN american_scientific_journal-799 56 41 , , PUNCT american_scientific_journal-799 56 42 with with ADP american_scientific_journal-799 56 43 increase increase NOUN american_scientific_journal-799 56 44 in in ADP american_scientific_journal-799 56 45 smoothing smoothing NOUN american_scientific_journal-799 56 46 parameter parameter NOUN american_scientific_journal-799 56 47 , , PUNCT american_scientific_journal-799 56 48 degree degree NOUN american_scientific_journal-799 56 49 of of ADP american_scientific_journal-799 56 50 smoothing smooth VERB american_scientific_journal-799 56 51 also also ADV american_scientific_journal-799 56 52 increases increase VERB american_scientific_journal-799 56 53 . . PUNCT american_scientific_journal-799 57 1 in in ADP american_scientific_journal-799 57 2 [ [ X american_scientific_journal-799 57 3 3 3 NUM american_scientific_journal-799 57 4 ] ] PUNCT american_scientific_journal-799 57 5 , , PUNCT american_scientific_journal-799 57 6 it it PRON american_scientific_journal-799 57 7 is be AUX american_scientific_journal-799 57 8 explained explain VERB american_scientific_journal-799 57 9 that that SCONJ american_scientific_journal-799 57 10 term term NOUN american_scientific_journal-799 57 11 𝑃(π‘¦π‘š 𝑃(π‘¦π‘š NOUN american_scientific_journal-799 57 12 ) ) PUNCT american_scientific_journal-799 57 13 can can AUX american_scientific_journal-799 57 14 be be AUX american_scientific_journal-799 57 15 expressed express VERB american_scientific_journal-799 57 16 as as ADP american_scientific_journal-799 57 17 , , PUNCT american_scientific_journal-799 57 18 encoder encoder NOUN american_scientific_journal-799 57 19 decoder decoder NOUN american_scientific_journal-799 57 20 postprocess postprocess NOUN american_scientific_journal-799 57 21 display display NOUN american_scientific_journal-799 57 22 274 274 NUM american_scientific_journal-799 57 23 american american ADJ american_scientific_journal-799 57 24 scientific scientific ADJ american_scientific_journal-799 57 25 research research NOUN american_scientific_journal-799 57 26 journal journal NOUN american_scientific_journal-799 57 27 for for ADP american_scientific_journal-799 57 28 engineering engineering NOUN american_scientific_journal-799 57 29 , , PUNCT american_scientific_journal-799 57 30 technology technology NOUN american_scientific_journal-799 57 31 , , PUNCT american_scientific_journal-799 57 32 and and CCONJ american_scientific_journal-799 57 33 sciences science NOUN american_scientific_journal-799 57 34 ( ( PUNCT american_scientific_journal-799 57 35 asrjets asrjet NOUN american_scientific_journal-799 57 36 ) ) PUNCT american_scientific_journal-799 57 37 ( ( PUNCT american_scientific_journal-799 57 38 2015 2015 NUM american_scientific_journal-799 57 39 ) ) PUNCT american_scientific_journal-799 57 40 volume volume NOUN american_scientific_journal-799 57 41 14 14 NUM american_scientific_journal-799 57 42 , , PUNCT american_scientific_journal-799 57 43 no no DET american_scientific_journal-799 57 44 3 3 NUM american_scientific_journal-799 57 45 , , PUNCT american_scientific_journal-799 57 46 pp pp ADP american_scientific_journal-799 57 47 272 272 NUM american_scientific_journal-799 57 48 - - SYM american_scientific_journal-799 57 49 278 278 NUM american_scientific_journal-799 57 50 𝑃(π‘¦π‘š 𝑃(π‘¦π‘š NOUN american_scientific_journal-799 57 51 ) ) PUNCT american_scientific_journal-799 57 52 = = NOUN american_scientific_journal-799 58 1 ||𝐷 ||𝐷 NOUN american_scientific_journal-799 58 2 βˆ— βˆ— NOUN american_scientific_journal-799 58 3 π‘¦π‘š||2 π‘¦π‘š||2 NOUN american_scientific_journal-799 58 4 ( ( PUNCT american_scientific_journal-799 58 5 3 3 NUM american_scientific_journal-799 58 6 ) ) PUNCT american_scientific_journal-799 58 7 where where SCONJ american_scientific_journal-799 58 8 dis dis PROPN american_scientific_journal-799 58 9 a a DET american_scientific_journal-799 58 10 tri tri ADJ american_scientific_journal-799 58 11 - - ADJ american_scientific_journal-799 58 12 diagonal diagonal ADJ american_scientific_journal-799 58 13 square square ADJ american_scientific_journal-799 58 14 matrix matrix NOUN american_scientific_journal-799 58 15 defined define VERB american_scientific_journal-799 58 16 as as ADP american_scientific_journal-799 58 17 , , PUNCT american_scientific_journal-799 58 18 𝐷𝑖,π‘–βˆ’1 𝐷𝑖,π‘–βˆ’1 PROPN american_scientific_journal-799 58 19 = = SYM american_scientific_journal-799 58 20 2 2 NUM american_scientific_journal-799 58 21 β„Žπ‘–βˆ’1 β„Žπ‘–βˆ’1 PROPN american_scientific_journal-799 58 22 βˆ— βˆ— NOUN american_scientific_journal-799 58 23 ( ( PUNCT american_scientific_journal-799 58 24 β„Žπ‘–βˆ’1 β„Žπ‘–βˆ’1 PROPN american_scientific_journal-799 58 25 + + CCONJ american_scientific_journal-799 58 26 β„Žπ‘– β„Žπ‘– NOUN american_scientific_journal-799 58 27 ) ) PUNCT american_scientific_journal-799 58 28 𝐷𝑖,𝑖 𝐷𝑖,𝑖 NOUN american_scientific_journal-799 58 29 = = SYM american_scientific_journal-799 58 30 βˆ’2 βˆ’2 PROPN american_scientific_journal-799 58 31 β„Žπ‘–βˆ’1 β„Žπ‘–βˆ’1 PROPN american_scientific_journal-799 58 32 βˆ— βˆ— VERB american_scientific_journal-799 58 33 β„Žπ‘– β„Žπ‘– ADP american_scientific_journal-799 58 34 π·π‘–βˆ’1,𝑖 π·π‘–βˆ’1,𝑖 X american_scientific_journal-799 59 1 = = SYM american_scientific_journal-799 59 2 2 2 NUM american_scientific_journal-799 59 3 β„Žπ‘– β„Žπ‘– NOUN american_scientific_journal-799 59 4 βˆ— βˆ— NOUN american_scientific_journal-799 59 5 ( ( PUNCT american_scientific_journal-799 59 6 β„Žπ‘–βˆ’1 β„Žπ‘–βˆ’1 PROPN american_scientific_journal-799 59 7 + + CCONJ american_scientific_journal-799 59 8 β„Žπ‘– β„Žπ‘– NOUN american_scientific_journal-799 59 9 ) ) PUNCT american_scientific_journal-799 59 10 where where SCONJ american_scientific_journal-799 59 11 β„Žπ‘– β„Žπ‘– NOUN american_scientific_journal-799 59 12 represents represent VERB american_scientific_journal-799 59 13 step step NOUN american_scientific_journal-799 59 14 betweenπ‘¦π‘š,𝑖 betweenπ‘¦π‘š,𝑖 PROPN american_scientific_journal-799 59 15 , , PUNCT american_scientific_journal-799 59 16 π‘¦π‘š,𝑖+1 π‘¦π‘š,𝑖+1 PROPN american_scientific_journal-799 59 17 to to PART american_scientific_journal-799 59 18 correctly correctly ADV american_scientific_journal-799 59 19 estimate estimate VERB american_scientific_journal-799 59 20 smoothing smoothing NOUN american_scientific_journal-799 59 21 parameter parameter NOUN american_scientific_journal-799 59 22 , , PUNCT american_scientific_journal-799 59 23 we we PRON american_scientific_journal-799 59 24 minimize minimize VERB american_scientific_journal-799 59 25 equation equation NOUN american_scientific_journal-799 59 26 ( ( PUNCT american_scientific_journal-799 59 27 2 2 NUM american_scientific_journal-799 59 28 ) ) PUNCT american_scientific_journal-799 59 29 with with ADP american_scientific_journal-799 59 30 constraints constraint NOUN american_scientific_journal-799 59 31 of of ADP american_scientific_journal-799 59 32 equation equation NOUN american_scientific_journal-799 59 33 ( ( PUNCT american_scientific_journal-799 59 34 3 3 NUM american_scientific_journal-799 59 35 ) ) PUNCT american_scientific_journal-799 59 36 . . PUNCT american_scientific_journal-799 60 1 hence hence ADV american_scientific_journal-799 60 2 , , PUNCT american_scientific_journal-799 60 3 smoothened smoothen VERB american_scientific_journal-799 60 4 data datum NOUN american_scientific_journal-799 60 5 can can AUX american_scientific_journal-799 60 6 be be AUX american_scientific_journal-799 60 7 obtained obtain VERB american_scientific_journal-799 60 8 as as ADP american_scientific_journal-799 60 9 , , PUNCT american_scientific_journal-799 60 10 ( ( PUNCT american_scientific_journal-799 60 11 𝐼𝑛 𝐼𝑛 NOUN american_scientific_journal-799 60 12 + + NUM american_scientific_journal-799 60 13 𝑠 𝑠 PROPN american_scientific_journal-799 60 14 βˆ— βˆ— NOUN american_scientific_journal-799 60 15 𝐷𝑇 𝐷𝑇 PROPN american_scientific_journal-799 60 16 βˆ— βˆ— PROPN american_scientific_journal-799 60 17 𝐷 𝐷 NOUN american_scientific_journal-799 60 18 ) ) PUNCT american_scientific_journal-799 60 19 βˆ— βˆ— NOUN american_scientific_journal-799 60 20 π‘¦π‘š π‘¦π‘š ADP american_scientific_journal-799 60 21 = = SYM american_scientific_journal-799 60 22 𝑦 𝑦 X american_scientific_journal-799 60 23 ( ( PUNCT american_scientific_journal-799 60 24 4 4 NUM american_scientific_journal-799 60 25 ) ) PUNCT american_scientific_journal-799 60 26 where where SCONJ american_scientific_journal-799 60 27 𝐼𝑛 𝐼𝑛 PROPN american_scientific_journal-799 60 28 is be AUX american_scientific_journal-799 60 29 𝑛 𝑛 DET american_scientific_journal-799 60 30 π‘₯ π‘₯ VERB american_scientific_journal-799 60 31 𝑛 𝑛 PRON american_scientific_journal-799 60 32 identity identity NOUN american_scientific_journal-799 60 33 matrix matrix NOUN american_scientific_journal-799 60 34 and and CCONJ american_scientific_journal-799 60 35 𝐷𝑇 𝐷𝑇 PROPN american_scientific_journal-799 60 36 is be AUX american_scientific_journal-799 60 37 transpose transpose NOUN american_scientific_journal-799 60 38 of of ADP american_scientific_journal-799 60 39 𝐷. 𝐷. PROPN american_scientific_journal-799 60 40 the the DET american_scientific_journal-799 60 41 smoothing smooth VERB american_scientific_journal-799 60 42 parameter parameter NOUN american_scientific_journal-799 60 43 can can AUX american_scientific_journal-799 60 44 be be AUX american_scientific_journal-799 60 45 estimated estimate VERB american_scientific_journal-799 60 46 by by ADP american_scientific_journal-799 60 47 application application NOUN american_scientific_journal-799 60 48 of of ADP american_scientific_journal-799 60 49 generalized generalized ADJ american_scientific_journal-799 60 50 cross cross NOUN american_scientific_journal-799 60 51 validation validation NOUN american_scientific_journal-799 60 52 method method NOUN american_scientific_journal-799 60 53 introduced introduce VERB american_scientific_journal-799 60 54 in in ADP american_scientific_journal-799 60 55 [ [ X american_scientific_journal-799 60 56 9 9 NUM american_scientific_journal-799 60 57 ] ] PUNCT american_scientific_journal-799 60 58 , , PUNCT american_scientific_journal-799 60 59 𝑠 𝑠 PROPN american_scientific_journal-799 60 60 = = SYM american_scientific_journal-799 60 61 π‘Žπ‘Ÿπ‘”π‘£π‘šπ‘–π‘›(𝐺𝐢𝑉 π‘Žπ‘Ÿπ‘”π‘£π‘šπ‘–π‘›(𝐺𝐢𝑉 NOUN american_scientific_journal-799 60 62 ) ) PUNCT american_scientific_journal-799 60 63 where where SCONJ american_scientific_journal-799 60 64 gcv gcv PROPN american_scientific_journal-799 60 65 is be AUX american_scientific_journal-799 60 66 expressed express VERB american_scientific_journal-799 60 67 as as ADP american_scientific_journal-799 60 68 , , PUNCT american_scientific_journal-799 60 69 275 275 NUM american_scientific_journal-799 60 70 american american ADJ american_scientific_journal-799 60 71 scientific scientific ADJ american_scientific_journal-799 60 72 research research NOUN american_scientific_journal-799 60 73 journal journal NOUN american_scientific_journal-799 60 74 for for ADP american_scientific_journal-799 60 75 engineering engineering NOUN american_scientific_journal-799 60 76 , , PUNCT american_scientific_journal-799 60 77 technology technology NOUN american_scientific_journal-799 60 78 , , PUNCT american_scientific_journal-799 60 79 and and CCONJ american_scientific_journal-799 60 80 sciences science NOUN american_scientific_journal-799 60 81 ( ( PUNCT american_scientific_journal-799 60 82 asrjets asrjet NOUN american_scientific_journal-799 60 83 ) ) PUNCT american_scientific_journal-799 60 84 ( ( PUNCT american_scientific_journal-799 60 85 2015 2015 NUM american_scientific_journal-799 60 86 ) ) PUNCT american_scientific_journal-799 60 87 volume volume NOUN american_scientific_journal-799 60 88 14 14 NUM american_scientific_journal-799 60 89 , , PUNCT american_scientific_journal-799 60 90 no no DET american_scientific_journal-799 60 91 3 3 NUM american_scientific_journal-799 60 92 , , PUNCT american_scientific_journal-799 60 93 pp pp ADP american_scientific_journal-799 60 94 272 272 NUM american_scientific_journal-799 60 95 - - SYM american_scientific_journal-799 60 96 278 278 NUM american_scientific_journal-799 60 97 𝐺𝐢𝑉 𝐺𝐢𝑉 NOUN american_scientific_journal-799 60 98 = = SYM american_scientific_journal-799 61 1 𝑅𝑆𝑆 𝑅𝑆𝑆 PROPN american_scientific_journal-799 61 2 𝑛 𝑛 PROPN american_scientific_journal-799 61 3 οΏ½ οΏ½ PROPN american_scientific_journal-799 61 4 ( ( PUNCT american_scientific_journal-799 61 5 1βˆ’ 1βˆ’ NUM american_scientific_journal-799 61 6 π‘‡π‘Ÿ(𝐻 π‘‡π‘Ÿ(𝐻 NOUN american_scientific_journal-799 61 7 ) ) PUNCT american_scientific_journal-799 61 8 𝑛 𝑛 PROPN american_scientific_journal-799 61 9 οΏ½ οΏ½ PROPN american_scientific_journal-799 61 10 ) ) PUNCT american_scientific_journal-799 61 11 2 2 NUM american_scientific_journal-799 61 12 where where SCONJ american_scientific_journal-799 61 13 π‘‡π‘Ÿ(𝐻 π‘‡π‘Ÿ(𝐻 NOUN american_scientific_journal-799 61 14 ) ) PUNCT american_scientific_journal-799 61 15 is be AUX american_scientific_journal-799 61 16 the the DET american_scientific_journal-799 61 17 trace trace NOUN american_scientific_journal-799 61 18 of of ADP american_scientific_journal-799 61 19 matrix matrix NOUN american_scientific_journal-799 61 20 it it PRON american_scientific_journal-799 61 21 is be AUX american_scientific_journal-799 61 22 shown show VERB american_scientific_journal-799 61 23 in in ADP american_scientific_journal-799 61 24 [ [ X american_scientific_journal-799 61 25 8 8 NUM american_scientific_journal-799 61 26 ] ] PUNCT american_scientific_journal-799 61 27 , , PUNCT american_scientific_journal-799 61 28 that that SCONJ american_scientific_journal-799 61 29 𝐺𝐢𝑉 𝐺𝐢𝑉 PROPN american_scientific_journal-799 61 30 can can AUX american_scientific_journal-799 61 31 be be AUX american_scientific_journal-799 61 32 further far ADV american_scientific_journal-799 61 33 simplified simplify VERB american_scientific_journal-799 61 34 for for ADP american_scientific_journal-799 61 35 weighted weighted ADJ american_scientific_journal-799 61 36 data datum NOUN american_scientific_journal-799 61 37 as as ADP american_scientific_journal-799 61 38 , , PUNCT american_scientific_journal-799 61 39 𝐺𝐢𝑉(𝑠 𝐺𝐢𝑉(𝑠 NUM american_scientific_journal-799 61 40 ) ) PUNCT american_scientific_journal-799 61 41 = = SYM american_scientific_journal-799 62 1 𝑀 𝑀 PROPN american_scientific_journal-799 62 2 βˆ— βˆ— NOUN american_scientific_journal-799 62 3 𝑅𝑆𝑆 𝑅𝑆𝑆 PROPN american_scientific_journal-799 62 4 ( ( PUNCT american_scientific_journal-799 62 5 𝑛 𝑛 DET american_scientific_journal-799 62 6 βˆ’ βˆ’ PROPN american_scientific_journal-799 62 7 π‘›π‘šπ‘–π‘ π‘  π‘›π‘šπ‘–π‘ π‘  PROPN american_scientific_journal-799 62 8 ) ) PUNCT american_scientific_journal-799 62 9 οΏ½ οΏ½ PROPN american_scientific_journal-799 62 10 ( ( PUNCT american_scientific_journal-799 62 11 1 1 NUM american_scientific_journal-799 62 12 βˆ’ βˆ’ NUM american_scientific_journal-799 62 13 π‘‡π‘Ÿ(𝐻 π‘‡π‘Ÿ(𝐻 NOUN american_scientific_journal-799 62 14 ) ) PUNCT american_scientific_journal-799 62 15 𝑛 𝑛 X american_scientific_journal-799 62 16 ) ) PUNCT american_scientific_journal-799 62 17 2 2 NUM american_scientific_journal-799 62 18 where where SCONJ american_scientific_journal-799 62 19 𝑛 𝑛 PROPN american_scientific_journal-799 62 20 is be AUX american_scientific_journal-799 62 21 number number NOUN american_scientific_journal-799 62 22 of of ADP american_scientific_journal-799 62 23 elements element NOUN american_scientific_journal-799 62 24 in in ADP american_scientific_journal-799 62 25 yand yand PROPN american_scientific_journal-799 62 26 π‘›π‘šπ‘–π‘ π‘  π‘›π‘šπ‘–π‘ π‘  NOUN american_scientific_journal-799 62 27 is be AUX american_scientific_journal-799 62 28 the the DET american_scientific_journal-799 62 29 number number NOUN american_scientific_journal-799 62 30 of of ADP american_scientific_journal-799 62 31 missing miss VERB american_scientific_journal-799 62 32 data datum NOUN american_scientific_journal-799 62 33 . . PUNCT american_scientific_journal-799 63 1 3 3 X american_scientific_journal-799 63 2 . . NUM american_scientific_journal-799 63 3 proposed propose VERB american_scientific_journal-799 63 4 algorithm algorithm NOUN american_scientific_journal-799 63 5 the the DET american_scientific_journal-799 63 6 stepwise stepwise ADJ american_scientific_journal-799 63 7 algorithm algorithm NOUN american_scientific_journal-799 63 8 is be AUX american_scientific_journal-799 63 9 as as SCONJ american_scientific_journal-799 63 10 follows follow VERB american_scientific_journal-799 63 11 : : PUNCT american_scientific_journal-799 63 12 1 1 X american_scientific_journal-799 63 13 . . NUM american_scientific_journal-799 63 14 decoded decode VERB american_scientific_journal-799 63 15 video video NOUN american_scientific_journal-799 63 16 sequence sequence NOUN american_scientific_journal-799 63 17 is be AUX american_scientific_journal-799 63 18 used use VERB american_scientific_journal-799 63 19 as as ADP american_scientific_journal-799 63 20 an an DET american_scientific_journal-799 63 21 input input NOUN american_scientific_journal-799 63 22 to to ADP american_scientific_journal-799 63 23 the the DET american_scientific_journal-799 63 24 algorithm algorithm NOUN american_scientific_journal-799 63 25 2 2 NUM american_scientific_journal-799 63 26 . . PUNCT american_scientific_journal-799 63 27 determine determine VERB american_scientific_journal-799 63 28 the the DET american_scientific_journal-799 63 29 block block NOUN american_scientific_journal-799 63 30 to to PART american_scientific_journal-799 63 31 be be AUX american_scientific_journal-799 63 32 recovered recover VERB american_scientific_journal-799 63 33 in in ADP american_scientific_journal-799 63 34 a a DET american_scientific_journal-799 63 35 given give VERB american_scientific_journal-799 63 36 frame frame NOUN american_scientific_journal-799 63 37 . . PUNCT american_scientific_journal-799 64 1 3 3 X american_scientific_journal-799 64 2 . . NUM american_scientific_journal-799 64 3 estimate estimate VERB american_scientific_journal-799 64 4 missing miss VERB american_scientific_journal-799 64 5 block block NOUN american_scientific_journal-799 64 6 of of ADP american_scientific_journal-799 64 7 data datum NOUN american_scientific_journal-799 64 8 using use VERB american_scientific_journal-799 64 9 dct dct PROPN american_scientific_journal-799 64 10 based base VERB american_scientific_journal-799 64 11 smoothing smooth VERB american_scientific_journal-799 64 12 algorithm algorithm NOUN american_scientific_journal-799 64 13 . . PUNCT american_scientific_journal-799 65 1 4 4 X american_scientific_journal-799 65 2 . . X american_scientific_journal-799 65 3 apply apply VERB american_scientific_journal-799 65 4 smoothing smooth VERB american_scientific_journal-799 65 5 filter filter NOUN american_scientific_journal-799 65 6 to to PART american_scientific_journal-799 65 7 remove remove VERB american_scientific_journal-799 65 8 any any DET american_scientific_journal-799 65 9 blocking block VERB american_scientific_journal-799 65 10 artifacts artifact NOUN american_scientific_journal-799 65 11 which which PRON american_scientific_journal-799 65 12 may may AUX american_scientific_journal-799 65 13 occur occur VERB american_scientific_journal-799 65 14 in in ADP american_scientific_journal-799 65 15 the the DET american_scientific_journal-799 65 16 recovered recover VERB american_scientific_journal-799 65 17 frame frame NOUN american_scientific_journal-799 65 18 . . PUNCT american_scientific_journal-799 66 1 5 5 X american_scientific_journal-799 66 2 . . X american_scientific_journal-799 66 3 compute compute PROPN american_scientific_journal-799 66 4 psnr psnr NOUN american_scientific_journal-799 66 5 of of ADP american_scientific_journal-799 66 6 smoothened smoothened ADJ american_scientific_journal-799 66 7 frame frame NOUN american_scientific_journal-799 66 8 . . PUNCT american_scientific_journal-799 67 1 4 4 X american_scientific_journal-799 67 2 . . X american_scientific_journal-799 67 3 experimental experimental ADJ american_scientific_journal-799 67 4 results result NOUN american_scientific_journal-799 67 5 this this DET american_scientific_journal-799 67 6 section section NOUN american_scientific_journal-799 67 7 describes describe VERB american_scientific_journal-799 67 8 experimental experimental ADJ american_scientific_journal-799 67 9 results result NOUN american_scientific_journal-799 67 10 . . PUNCT american_scientific_journal-799 68 1 proposed propose VERB american_scientific_journal-799 68 2 algorithm algorithm NOUN american_scientific_journal-799 68 3 has have AUX american_scientific_journal-799 68 4 been be AUX american_scientific_journal-799 68 5 tested test VERB american_scientific_journal-799 68 6 over over ADP american_scientific_journal-799 68 7 cif cif PROPN american_scientific_journal-799 68 8 and and CCONJ american_scientific_journal-799 68 9 qcif qcif ADJ american_scientific_journal-799 68 10 resolution resolution NOUN american_scientific_journal-799 68 11 of of ADP american_scientific_journal-799 68 12 video video NOUN american_scientific_journal-799 68 13 , , PUNCT american_scientific_journal-799 68 14 containing contain VERB american_scientific_journal-799 68 15 medium medium ADJ american_scientific_journal-799 68 16 motion motion NOUN american_scientific_journal-799 68 17 . . PUNCT american_scientific_journal-799 69 1 we we PRON american_scientific_journal-799 69 2 also also ADV american_scientific_journal-799 69 3 consider consider VERB american_scientific_journal-799 69 4 avi avi NOUN american_scientific_journal-799 69 5 , , PUNCT american_scientific_journal-799 69 6 mp4 mp4 NOUN american_scientific_journal-799 69 7 videos video NOUN american_scientific_journal-799 69 8 for for ADP american_scientific_journal-799 69 9 compressed compress VERB american_scientific_journal-799 69 10 video video NOUN american_scientific_journal-799 69 11 error error NOUN american_scientific_journal-799 69 12 concealment concealment NOUN american_scientific_journal-799 69 13 . . PUNCT american_scientific_journal-799 70 1 we we PRON american_scientific_journal-799 70 2 have have AUX american_scientific_journal-799 70 3 used use VERB american_scientific_journal-799 70 4 coastguard coastguard NOUN american_scientific_journal-799 70 5 and and CCONJ american_scientific_journal-799 70 6 stefan stefan PROPN american_scientific_journal-799 70 7 as as ADP american_scientific_journal-799 70 8 standard standard ADJ american_scientific_journal-799 70 9 input input NOUN american_scientific_journal-799 70 10 video video NOUN american_scientific_journal-799 70 11 sequences sequence NOUN american_scientific_journal-799 70 12 , , PUNCT american_scientific_journal-799 70 13 in in ADP american_scientific_journal-799 70 14 yuv yuv PROPN american_scientific_journal-799 70 15 format format NOUN american_scientific_journal-799 70 16 . . PUNCT american_scientific_journal-799 71 1 figure figure NOUN american_scientific_journal-799 71 2 5 5 NUM american_scientific_journal-799 71 3 shows show VERB american_scientific_journal-799 71 4 frame frame NOUN american_scientific_journal-799 71 5 number number NOUN american_scientific_journal-799 71 6 vs vs ADP american_scientific_journal-799 71 7 psnr psnr NOUN american_scientific_journal-799 71 8 graph graph NOUN american_scientific_journal-799 71 9 for for ADP american_scientific_journal-799 71 10 mp4 mp4 PROPN american_scientific_journal-799 71 11 video video NOUN american_scientific_journal-799 71 12 sequence sequence NOUN american_scientific_journal-799 71 13 . . PUNCT american_scientific_journal-799 72 1 figure figure NOUN american_scientific_journal-799 72 2 2 2 NUM american_scientific_journal-799 72 3 , , PUNCT american_scientific_journal-799 72 4 3 3 NUM american_scientific_journal-799 72 5 , , PUNCT american_scientific_journal-799 72 6 and and CCONJ american_scientific_journal-799 72 7 4 4 NUM american_scientific_journal-799 72 8 shows show VERB american_scientific_journal-799 72 9 reconstructed reconstruct VERB american_scientific_journal-799 72 10 frames frame NOUN american_scientific_journal-799 72 11 for for ADP american_scientific_journal-799 72 12 the the DET american_scientific_journal-799 72 13 proposed propose VERB american_scientific_journal-799 72 14 algorithm algorithm NOUN american_scientific_journal-799 72 15 for for ADP american_scientific_journal-799 72 16 yuv yuv PROPN american_scientific_journal-799 72 17 dcif dcif PROPN american_scientific_journal-799 72 18 and and CCONJ american_scientific_journal-799 72 19 mp4 mp4 NOUN american_scientific_journal-799 72 20 videos video NOUN american_scientific_journal-799 72 21 respectively respectively ADV american_scientific_journal-799 72 22 . . PUNCT american_scientific_journal-799 73 1 to to PART american_scientific_journal-799 73 2 show show VERB american_scientific_journal-799 73 3 the the DET american_scientific_journal-799 73 4 comparative comparative ADJ american_scientific_journal-799 73 5 study study NOUN american_scientific_journal-799 73 6 we we PRON american_scientific_journal-799 73 7 have have AUX american_scientific_journal-799 73 8 used use VERB american_scientific_journal-799 73 9 the the DET american_scientific_journal-799 73 10 algorithm algorithm NOUN american_scientific_journal-799 73 11 given give VERB american_scientific_journal-799 73 12 in in ADP american_scientific_journal-799 73 13 [ [ X american_scientific_journal-799 73 14 10 10 NUM american_scientific_journal-799 73 15 ] ] PUNCT american_scientific_journal-799 73 16 , , PUNCT american_scientific_journal-799 73 17 as as SCONJ american_scientific_journal-799 73 18 it it PRON american_scientific_journal-799 73 19 is be AUX american_scientific_journal-799 73 20 conceptually conceptually ADV american_scientific_journal-799 73 21 similar similar ADJ american_scientific_journal-799 73 22 to to ADP american_scientific_journal-799 73 23 the the DET american_scientific_journal-799 73 24 proposed propose VERB american_scientific_journal-799 73 25 algorithm algorithm NOUN american_scientific_journal-799 73 26 . . PUNCT american_scientific_journal-799 74 1 figure figure NOUN american_scientific_journal-799 74 2 5 5 NUM american_scientific_journal-799 74 3 shows show VERB american_scientific_journal-799 74 4 the the DET american_scientific_journal-799 74 5 psnr psnr PROPN american_scientific_journal-799 74 6 comparison comparison NOUN american_scientific_journal-799 74 7 of of ADP american_scientific_journal-799 74 8 psnr psnr NOUN american_scientific_journal-799 74 9 of of ADP american_scientific_journal-799 74 10 reconstructed reconstructed ADJ american_scientific_journal-799 74 11 mp4 mp4 PROPN american_scientific_journal-799 74 12 for for ADP american_scientific_journal-799 74 13 reference reference NOUN american_scientific_journal-799 74 14 and and CCONJ american_scientific_journal-799 74 15 proposed propose VERB american_scientific_journal-799 74 16 algorithm algorithm NOUN american_scientific_journal-799 74 17 . . PUNCT american_scientific_journal-799 75 1 276 276 NUM american_scientific_journal-799 75 2 american american ADJ american_scientific_journal-799 75 3 scientific scientific ADJ american_scientific_journal-799 75 4 research research NOUN american_scientific_journal-799 75 5 journal journal NOUN american_scientific_journal-799 75 6 for for ADP american_scientific_journal-799 75 7 engineering engineering NOUN american_scientific_journal-799 75 8 , , PUNCT american_scientific_journal-799 75 9 technology technology NOUN american_scientific_journal-799 75 10 , , PUNCT american_scientific_journal-799 75 11 and and CCONJ american_scientific_journal-799 75 12 sciences science NOUN american_scientific_journal-799 75 13 ( ( PUNCT american_scientific_journal-799 75 14 asrjets asrjet NOUN american_scientific_journal-799 75 15 ) ) PUNCT american_scientific_journal-799 75 16 ( ( PUNCT american_scientific_journal-799 75 17 2015 2015 NUM american_scientific_journal-799 75 18 ) ) PUNCT american_scientific_journal-799 75 19 volume volume NOUN american_scientific_journal-799 75 20 14 14 NUM american_scientific_journal-799 75 21 , , PUNCT american_scientific_journal-799 75 22 no no DET american_scientific_journal-799 75 23 3 3 NUM american_scientific_journal-799 75 24 , , PUNCT american_scientific_journal-799 75 25 pp pp ADP american_scientific_journal-799 75 26 272 272 NUM american_scientific_journal-799 75 27 - - SYM american_scientific_journal-799 75 28 278 278 NUM american_scientific_journal-799 75 29 figure figure NOUN american_scientific_journal-799 75 30 2 2 NUM american_scientific_journal-799 75 31 : : PUNCT american_scientific_journal-799 75 32 input input NOUN american_scientific_journal-799 75 33 , , PUNCT american_scientific_journal-799 75 34 corrupted corrupted ADJ american_scientific_journal-799 75 35 and and CCONJ american_scientific_journal-799 75 36 recovered recover VERB american_scientific_journal-799 75 37 frame frame NOUN american_scientific_journal-799 75 38 of of ADP american_scientific_journal-799 75 39 video video NOUN american_scientific_journal-799 75 40 sequence sequence NOUN american_scientific_journal-799 75 41 coastguard coastguard NOUN american_scientific_journal-799 75 42 figure figure NOUN american_scientific_journal-799 75 43 3 3 NUM american_scientific_journal-799 75 44 : : PUNCT american_scientific_journal-799 75 45 input input NOUN american_scientific_journal-799 75 46 source source NOUN american_scientific_journal-799 75 47 frame frame NOUN american_scientific_journal-799 75 48 , , PUNCT american_scientific_journal-799 75 49 error error NOUN american_scientific_journal-799 75 50 frame frame NOUN american_scientific_journal-799 75 51 , , PUNCT american_scientific_journal-799 75 52 and and CCONJ american_scientific_journal-799 75 53 recovered recover VERB american_scientific_journal-799 75 54 frame frame NOUN american_scientific_journal-799 75 55 for for ADP american_scientific_journal-799 75 56 stefan stefan PROPN american_scientific_journal-799 75 57 figure figure VERB american_scientific_journal-799 75 58 4 4 NUM american_scientific_journal-799 75 59 : : PUNCT american_scientific_journal-799 75 60 input input NOUN american_scientific_journal-799 75 61 source source NOUN american_scientific_journal-799 75 62 frame frame NOUN american_scientific_journal-799 75 63 , , PUNCT american_scientific_journal-799 75 64 error error NOUN american_scientific_journal-799 75 65 frame frame NOUN american_scientific_journal-799 75 66 , , PUNCT american_scientific_journal-799 75 67 and and CCONJ american_scientific_journal-799 75 68 recovered recover VERB american_scientific_journal-799 75 69 frame frame NOUN american_scientific_journal-799 75 70 for for ADP american_scientific_journal-799 75 71 mp4 mp4 PROPN american_scientific_journal-799 75 72 video video NOUN american_scientific_journal-799 75 73 . . PUNCT american_scientific_journal-799 76 1 figure figure NOUN american_scientific_journal-799 76 2 5 5 NUM american_scientific_journal-799 76 3 : : PUNCT american_scientific_journal-799 76 4 psnr psnr NOUN american_scientific_journal-799 76 5 vs vs ADP american_scientific_journal-799 76 6 frame frame NOUN american_scientific_journal-799 76 7 number number NOUN american_scientific_journal-799 76 8 for for ADP american_scientific_journal-799 76 9 mp4 mp4 NOUN american_scientific_journal-799 76 10 sequence sequence NOUN american_scientific_journal-799 76 11 277 277 NUM american_scientific_journal-799 76 12 american american ADJ american_scientific_journal-799 76 13 scientific scientific ADJ american_scientific_journal-799 76 14 research research NOUN american_scientific_journal-799 76 15 journal journal NOUN american_scientific_journal-799 76 16 for for ADP american_scientific_journal-799 76 17 engineering engineering NOUN american_scientific_journal-799 76 18 , , PUNCT american_scientific_journal-799 76 19 technology technology NOUN american_scientific_journal-799 76 20 , , PUNCT american_scientific_journal-799 76 21 and and CCONJ american_scientific_journal-799 76 22 sciences science NOUN american_scientific_journal-799 76 23 ( ( PUNCT american_scientific_journal-799 76 24 asrjets asrjet NOUN american_scientific_journal-799 76 25 ) ) PUNCT american_scientific_journal-799 76 26 ( ( PUNCT american_scientific_journal-799 76 27 2015 2015 NUM american_scientific_journal-799 76 28 ) ) PUNCT american_scientific_journal-799 76 29 volume volume NOUN american_scientific_journal-799 76 30 14 14 NUM american_scientific_journal-799 76 31 , , PUNCT american_scientific_journal-799 76 32 no no DET american_scientific_journal-799 76 33 3 3 NUM american_scientific_journal-799 76 34 , , PUNCT american_scientific_journal-799 76 35 pp pp ADP american_scientific_journal-799 76 36 272 272 NUM american_scientific_journal-799 76 37 - - SYM american_scientific_journal-799 76 38 278 278 NUM american_scientific_journal-799 76 39 5 5 NUM american_scientific_journal-799 76 40 . . PUNCT american_scientific_journal-799 77 1 conclusion conclusion NOUN american_scientific_journal-799 77 2 and and CCONJ american_scientific_journal-799 77 3 future future ADJ american_scientific_journal-799 77 4 work work NOUN american_scientific_journal-799 77 5 in in ADP american_scientific_journal-799 77 6 this this DET american_scientific_journal-799 77 7 paper paper NOUN american_scientific_journal-799 77 8 , , PUNCT american_scientific_journal-799 77 9 we we PRON american_scientific_journal-799 77 10 propose propose VERB american_scientific_journal-799 77 11 a a DET american_scientific_journal-799 77 12 low low ADJ american_scientific_journal-799 77 13 complexity complexity NOUN american_scientific_journal-799 77 14 approach approach NOUN american_scientific_journal-799 77 15 for for ADP american_scientific_journal-799 77 16 spatial spatial ADJ american_scientific_journal-799 77 17 error error NOUN american_scientific_journal-799 77 18 concealment concealment NOUN american_scientific_journal-799 77 19 . . PUNCT american_scientific_journal-799 78 1 the the DET american_scientific_journal-799 78 2 proposed propose VERB american_scientific_journal-799 78 3 method method NOUN american_scientific_journal-799 78 4 exploits exploit VERB american_scientific_journal-799 78 5 the the DET american_scientific_journal-799 78 6 information information NOUN american_scientific_journal-799 78 7 present present ADJ american_scientific_journal-799 78 8 in in ADP american_scientific_journal-799 78 9 current current ADJ american_scientific_journal-799 78 10 frame frame NOUN american_scientific_journal-799 78 11 to to PART american_scientific_journal-799 78 12 estimate estimate VERB american_scientific_journal-799 78 13 pixel pixel NOUN american_scientific_journal-799 78 14 and and CCONJ american_scientific_journal-799 78 15 avoids avoid VERB american_scientific_journal-799 78 16 blocking block VERB american_scientific_journal-799 78 17 artifacts artifact NOUN american_scientific_journal-799 78 18 by by ADP american_scientific_journal-799 78 19 smoothing smooth VERB american_scientific_journal-799 78 20 filter filter NOUN american_scientific_journal-799 78 21 function function NOUN american_scientific_journal-799 78 22 . . PUNCT american_scientific_journal-799 79 1 we we PRON american_scientific_journal-799 79 2 have have AUX american_scientific_journal-799 79 3 applied apply VERB american_scientific_journal-799 79 4 the the DET american_scientific_journal-799 79 5 method method NOUN american_scientific_journal-799 79 6 on on ADP american_scientific_journal-799 79 7 qcif qcif PROPN american_scientific_journal-799 79 8 , , PUNCT american_scientific_journal-799 79 9 yuv yuv PROPN american_scientific_journal-799 79 10 and and CCONJ american_scientific_journal-799 79 11 mp4 mp4 PROPN american_scientific_journal-799 79 12 video video NOUN american_scientific_journal-799 79 13 sequence sequence NOUN american_scientific_journal-799 79 14 the the DET american_scientific_journal-799 79 15 proposed propose VERB american_scientific_journal-799 79 16 algorithm algorithm NOUN american_scientific_journal-799 79 17 gives give VERB american_scientific_journal-799 79 18 acceptable acceptable ADJ american_scientific_journal-799 79 19 psnr psnr NOUN american_scientific_journal-799 79 20 . . PUNCT american_scientific_journal-799 80 1 future future ADJ american_scientific_journal-799 80 2 work work NOUN american_scientific_journal-799 80 3 includes include VERB american_scientific_journal-799 80 4 using use VERB american_scientific_journal-799 80 5 spatial spatial ADJ american_scientific_journal-799 80 6 and and CCONJ american_scientific_journal-799 80 7 temporal temporal ADJ american_scientific_journal-799 80 8 information information NOUN american_scientific_journal-799 80 9 adaptively adaptively ADV american_scientific_journal-799 80 10 to to PART american_scientific_journal-799 80 11 reconstruct reconstruct VERB american_scientific_journal-799 80 12 lost lose VERB american_scientific_journal-799 80 13 pixel pixel PROPN american_scientific_journal-799 80 14 information information NOUN american_scientific_journal-799 80 15 . . PUNCT american_scientific_journal-799 81 1 references reference NOUN american_scientific_journal-799 81 2 [ [ X american_scientific_journal-799 81 3 1 1 X american_scientific_journal-799 81 4 ] ] X american_scientific_journal-799 81 5 y. y. PROPN american_scientific_journal-799 81 6 wang wang PROPN american_scientific_journal-799 81 7 , , PUNCT american_scientific_journal-799 81 8 s. s. PROPN american_scientific_journal-799 81 9 wenger wenger PROPN american_scientific_journal-799 81 10 , , PUNCT american_scientific_journal-799 81 11 j. j. PROPN american_scientific_journal-799 81 12 wen wen PROPN american_scientific_journal-799 81 13 and and CCONJ american_scientific_journal-799 81 14 a. a. NOUN american_scientific_journal-799 81 15 katsaggelos katsaggelo NOUN american_scientific_journal-799 81 16 , , PUNCT american_scientific_journal-799 81 17 β€œ " PUNCT american_scientific_journal-799 81 18 error error NOUN american_scientific_journal-799 81 19 resilient resilient ADJ american_scientific_journal-799 81 20 video video NOUN american_scientific_journal-799 81 21 coding code VERB american_scientific_journal-799 81 22 techniques technique NOUN american_scientific_journal-799 81 23 , , PUNCT american_scientific_journal-799 81 24 ” " PUNCT american_scientific_journal-799 81 25 ieee ieee NOUN american_scientific_journal-799 81 26 signal signal NOUN american_scientific_journal-799 81 27 processing processing NOUN american_scientific_journal-799 81 28 magazine magazine NOUN american_scientific_journal-799 81 29 , , PUNCT american_scientific_journal-799 81 30 pp pp ADJ american_scientific_journal-799 81 31 . . PUNCT american_scientific_journal-799 82 1 61 61 NUM american_scientific_journal-799 82 2 - - SYM american_scientific_journal-799 82 3 82 82 NUM american_scientific_journal-799 82 4 , , PUNCT american_scientific_journal-799 82 5 july july PROPN american_scientific_journal-799 82 6 2000 2000 NUM american_scientific_journal-799 82 7 . . PUNCT american_scientific_journal-799 83 1 [ [ X american_scientific_journal-799 83 2 2 2 NUM american_scientific_journal-799 83 3 ] ] X american_scientific_journal-799 83 4 m.e m.e PROPN american_scientific_journal-799 83 5 . . PROPN american_scientific_journal-799 83 6 al al PROPN american_scientific_journal-799 83 7 - - PUNCT american_scientific_journal-799 83 8 mualla mualla PROPN american_scientific_journal-799 83 9 , , PUNCT american_scientific_journal-799 83 10 n. n. PROPN american_scientific_journal-799 83 11 canagarajah canagarajah PROPN american_scientific_journal-799 83 12 and and CCONJ american_scientific_journal-799 83 13 d. d. PROPN american_scientific_journal-799 83 14 r. r. PROPN american_scientific_journal-799 83 15 bull bull PROPN american_scientific_journal-799 83 16 , , PUNCT american_scientific_journal-799 83 17 β€œ " PUNCT american_scientific_journal-799 83 18 temporal temporal ADJ american_scientific_journal-799 83 19 error error NOUN american_scientific_journal-799 83 20 concealment concealment NOUN american_scientific_journal-799 83 21 using use VERB american_scientific_journal-799 83 22 motion motion NOUN american_scientific_journal-799 83 23 field field NOUN american_scientific_journal-799 83 24 interpolation interpolation NOUN american_scientific_journal-799 83 25 , , PUNCT american_scientific_journal-799 83 26 ” " PUNCT american_scientific_journal-799 83 27 iee iee PROPN american_scientific_journal-799 83 28 electronic electronic ADJ american_scientific_journal-799 83 29 letters letter NOUN american_scientific_journal-799 83 30 , , PUNCT american_scientific_journal-799 83 31 pp pp ADV american_scientific_journal-799 83 32 . . PUNCT american_scientific_journal-799 84 1 215 215 NUM american_scientific_journal-799 84 2 - - SYM american_scientific_journal-799 84 3 217 217 NUM american_scientific_journal-799 84 4 , , PUNCT american_scientific_journal-799 84 5 feb feb PROPN american_scientific_journal-799 84 6 . . PROPN american_scientific_journal-799 84 7 1999 1999 NUM american_scientific_journal-799 84 8 . . PUNCT american_scientific_journal-799 85 1 [ [ X american_scientific_journal-799 85 2 3 3 NUM american_scientific_journal-799 85 3 ] ] X american_scientific_journal-799 85 4 m.e m.e PROPN american_scientific_journal-799 85 5 . . PROPN american_scientific_journal-799 85 6 al al PROPN american_scientific_journal-799 85 7 - - PUNCT american_scientific_journal-799 85 8 mualla mualla PROPN american_scientific_journal-799 85 9 , , PUNCT american_scientific_journal-799 85 10 n. n. PROPN american_scientific_journal-799 85 11 canagarajah canagarajah PROPN american_scientific_journal-799 85 12 and and CCONJ american_scientific_journal-799 85 13 d.r d.r PROPN american_scientific_journal-799 85 14 . . PROPN american_scientific_journal-799 85 15 bull bull PROPN american_scientific_journal-799 85 16 , , PUNCT american_scientific_journal-799 85 17 β€œ " PUNCT american_scientific_journal-799 85 18 multiple multiple ADJ american_scientific_journal-799 85 19 reference reference NOUN american_scientific_journal-799 85 20 temporal temporal ADJ american_scientific_journal-799 85 21 error error NOUN american_scientific_journal-799 85 22 concealment concealment NOUN american_scientific_journal-799 85 23 , , PUNCT american_scientific_journal-799 85 24 ” " PUNCT american_scientific_journal-799 85 25 proc proc NOUN american_scientific_journal-799 85 26 . . PUNCT american_scientific_journal-799 85 27 ieee ieee PROPN american_scientific_journal-799 85 28 iscas2001 iscas2001 PROPN american_scientific_journal-799 85 29 , , PUNCT american_scientific_journal-799 85 30 vol vol NOUN american_scientific_journal-799 85 31 . . PROPN american_scientific_journal-799 85 32 5 5 NUM american_scientific_journal-799 85 33 , , PUNCT american_scientific_journal-799 85 34 pp pp ADJ american_scientific_journal-799 85 35 . . PUNCT american_scientific_journal-799 85 36 149 149 NUM american_scientific_journal-799 85 37 - - SYM american_scientific_journal-799 85 38 152 152 NUM american_scientific_journal-799 85 39 . . PUNCT american_scientific_journal-799 86 1 [ [ X american_scientific_journal-799 86 2 4 4 NUM american_scientific_journal-799 86 3 ] ] X american_scientific_journal-799 86 4 s.h s.h PROPN american_scientific_journal-799 86 5 . . PROPN american_scientific_journal-799 86 6 lee lee PROPN american_scientific_journal-799 86 7 , , PUNCT american_scientific_journal-799 86 8 d.h d.h PROPN american_scientific_journal-799 86 9 . . PROPN american_scientific_journal-799 86 10 choi choi PROPN american_scientific_journal-799 86 11 and and CCONJ american_scientific_journal-799 86 12 c.s c.s PROPN american_scientific_journal-799 86 13 . . PROPN american_scientific_journal-799 86 14 hwang hwang PROPN american_scientific_journal-799 86 15 , , PUNCT american_scientific_journal-799 86 16 β€œ " PUNCT american_scientific_journal-799 86 17 error error NOUN american_scientific_journal-799 86 18 concealment concealment NOUN american_scientific_journal-799 86 19 using use VERB american_scientific_journal-799 86 20 affine affine NOUN american_scientific_journal-799 86 21 transform transform NOUN american_scientific_journal-799 86 22 for for ADP american_scientific_journal-799 86 23 h.263 h.263 ADJ american_scientific_journal-799 86 24 coded code VERB american_scientific_journal-799 86 25 video video NOUN american_scientific_journal-799 86 26 transmissions transmission NOUN american_scientific_journal-799 86 27 , , PUNCT american_scientific_journal-799 86 28 ” " PUNCT american_scientific_journal-799 86 29 electronics electronics NOUN american_scientific_journal-799 86 30 letters letter NOUN american_scientific_journal-799 86 31 , , PUNCT american_scientific_journal-799 86 32 37(4 37(4 PROPN american_scientific_journal-799 86 33 ) ) PUNCT american_scientific_journal-799 86 34 , , PUNCT american_scientific_journal-799 86 35 pp pp ADP american_scientific_journal-799 86 36 . . PUNCT american_scientific_journal-799 87 1 218 218 NUM american_scientific_journal-799 87 2 - - SYM american_scientific_journal-799 87 3 220 220 NUM american_scientific_journal-799 87 4 , , PUNCT american_scientific_journal-799 87 5 feb.2001 feb.2001 NUM american_scientific_journal-799 87 6 . . PUNCT american_scientific_journal-799 88 1 [ [ X american_scientific_journal-799 88 2 5 5 NUM american_scientific_journal-799 88 3 ] ] PUNCT american_scientific_journal-799 88 4 yu yu PROPN american_scientific_journal-799 88 5 chen chen PROPN american_scientific_journal-799 88 6 , , PUNCT american_scientific_journal-799 88 7 keman keman PROPN american_scientific_journal-799 88 8 yu yu PROPN american_scientific_journal-799 88 9 , , PUNCT american_scientific_journal-799 88 10 jiang jiang PROPN american_scientific_journal-799 88 11 li li PROPN american_scientific_journal-799 88 12 , , PUNCT american_scientific_journal-799 88 13 shipeng shipeng PROPN american_scientific_journal-799 88 14 li li PROPN american_scientific_journal-799 88 15 , , PUNCT american_scientific_journal-799 88 16 β€œ " PUNCT american_scientific_journal-799 88 17 an an DET american_scientific_journal-799 88 18 error error NOUN american_scientific_journal-799 88 19 concealment concealment NOUN american_scientific_journal-799 88 20 algorithm algorithm NOUN american_scientific_journal-799 88 21 for for ADP american_scientific_journal-799 88 22 entire entire ADJ american_scientific_journal-799 88 23 frame frame NOUN american_scientific_journal-799 88 24 loss loss NOUN american_scientific_journal-799 88 25 in in ADP american_scientific_journal-799 88 26 video video NOUN american_scientific_journal-799 88 27 transmission transmission NOUN american_scientific_journal-799 88 28 , , PUNCT american_scientific_journal-799 88 29 ” " PUNCT american_scientific_journal-799 88 30 [ [ X american_scientific_journal-799 88 31 6 6 NUM american_scientific_journal-799 88 32 ] ] X american_scientific_journal-799 88 33 bhalotra bhalotra PROPN american_scientific_journal-799 88 34 , , PUNCT american_scientific_journal-799 88 35 parul parul PROPN american_scientific_journal-799 88 36 s. s. PROPN american_scientific_journal-799 88 37 and and CCONJ american_scientific_journal-799 88 38 bhushan bhushan PROPN american_scientific_journal-799 88 39 d. d. PROPN american_scientific_journal-799 88 40 patil patil PROPN american_scientific_journal-799 88 41 , , PUNCT american_scientific_journal-799 88 42 β€œ " PUNCT american_scientific_journal-799 88 43 shot shoot VERB american_scientific_journal-799 88 44 boundary boundary ADJ american_scientific_journal-799 88 45 detection detection NOUN american_scientific_journal-799 88 46 using use VERB american_scientific_journal-799 88 47 radon radon PROPN american_scientific_journal-799 88 48 projection projection NOUN american_scientific_journal-799 88 49 method method NOUN american_scientific_journal-799 88 50 ” " PUNCT american_scientific_journal-799 88 51 , , PUNCT american_scientific_journal-799 88 52 international international ADJ american_scientific_journal-799 88 53 journal journal NOUN american_scientific_journal-799 88 54 on on ADP american_scientific_journal-799 88 55 signal signal NOUN american_scientific_journal-799 88 56 and and CCONJ american_scientific_journal-799 88 57 image image NOUN american_scientific_journal-799 88 58 processing processing NOUN american_scientific_journal-799 88 59 , , PUNCT american_scientific_journal-799 88 60 4.3(2013 4.3(2013 NUM american_scientific_journal-799 88 61 ) ) PUNCT american_scientific_journal-799 88 62 . . PUNCT american_scientific_journal-799 89 1 [ [ X american_scientific_journal-799 89 2 7 7 NUM american_scientific_journal-799 89 3 ] ] X american_scientific_journal-799 89 4 bhalotra bhalotra ADJ american_scientific_journal-799 89 5 , , PUNCT american_scientific_journal-799 89 6 parul parul PROPN american_scientific_journal-799 89 7 s. s. PROPN american_scientific_journal-799 89 8 and and CCONJ american_scientific_journal-799 89 9 bhushan bhushan PROPN american_scientific_journal-799 89 10 d. d. PROPN american_scientific_journal-799 89 11 patil patil PROPN american_scientific_journal-799 89 12 , , PUNCT american_scientific_journal-799 89 13 β€œ " PUNCT american_scientific_journal-799 89 14 video video NOUN american_scientific_journal-799 89 15 shot shoot VERB american_scientific_journal-799 89 16 boundary boundary ADJ american_scientific_journal-799 89 17 detection detection NOUN american_scientific_journal-799 89 18 using use VERB american_scientific_journal-799 89 19 finite finite PROPN american_scientific_journal-799 89 20 ridgelet ridgelet PROPN american_scientific_journal-799 89 21 transform transform NOUN american_scientific_journal-799 89 22 method method NOUN american_scientific_journal-799 89 23 ” " PUNCT american_scientific_journal-799 89 24 , , PUNCT american_scientific_journal-799 89 25 ict ict NOUN american_scientific_journal-799 89 26 and and CCONJ american_scientific_journal-799 89 27 annual annual ADJ american_scientific_journal-799 89 28 infrastructure infrastructure NOUN american_scientific_journal-799 89 29 : : PUNCT american_scientific_journal-799 89 30 processing processing NOUN american_scientific_journal-799 89 31 of of ADP american_scientific_journal-799 89 32 the the DET american_scientific_journal-799 89 33 48th 48th ADJ american_scientific_journal-799 89 34 annual annual ADJ american_scientific_journal-799 89 35 convention convention NOUN american_scientific_journal-799 89 36 of of ADP american_scientific_journal-799 89 37 computer computer NOUN american_scientific_journal-799 89 38 society society NOUN american_scientific_journal-799 89 39 of of ADP american_scientific_journal-799 89 40 india india PROPN american_scientific_journal-799 89 41 . . PUNCT american_scientific_journal-799 90 1 vol-11 vol-11 PROPN american_scientific_journal-799 90 2 , , PUNCT american_scientific_journal-799 90 3 springer springer NOUN american_scientific_journal-799 90 4 international international ADJ american_scientific_journal-799 90 5 publishing publishing NOUN american_scientific_journal-799 90 6 . . PUNCT american_scientific_journal-799 91 1 2014 2014 NUM american_scientific_journal-799 91 2 . . PUNCT american_scientific_journal-799 92 1 [ [ X american_scientific_journal-799 92 2 8 8 NUM american_scientific_journal-799 92 3 ] ] PUNCT american_scientific_journal-799 92 4 damien damien PROPN american_scientific_journal-799 92 5 garcia garcia PROPN american_scientific_journal-799 92 6 , , PUNCT american_scientific_journal-799 92 7 β€œ " PUNCT american_scientific_journal-799 92 8 robust robust ADJ american_scientific_journal-799 92 9 smoothing smoothing NOUN american_scientific_journal-799 92 10 of of ADP american_scientific_journal-799 92 11 gridded gridde VERB american_scientific_journal-799 92 12 data datum NOUN american_scientific_journal-799 92 13 in in ADP american_scientific_journal-799 92 14 one one NUM american_scientific_journal-799 92 15 and and CCONJ american_scientific_journal-799 92 16 higher high ADJ american_scientific_journal-799 92 17 dimensions dimension NOUN american_scientific_journal-799 92 18 with with ADP american_scientific_journal-799 92 19 missing miss VERB american_scientific_journal-799 92 20 values value NOUN american_scientific_journal-799 92 21 ” " PUNCT american_scientific_journal-799 92 22 , , PUNCT american_scientific_journal-799 92 23 computational computational ADJ american_scientific_journal-799 92 24 statistics statistic NOUN american_scientific_journal-799 92 25 & & CCONJ american_scientific_journal-799 92 26 data datum NOUN american_scientific_journal-799 92 27 analysis analysis NOUN american_scientific_journal-799 92 28 , , PUNCT american_scientific_journal-799 92 29 2010 2010 NUM american_scientific_journal-799 92 30 ; ; PUNCT american_scientific_journal-799 92 31 54:1167 54:1167 NUM american_scientific_journal-799 92 32 - - SYM american_scientific_journal-799 92 33 1178 1178 NUM american_scientific_journal-799 92 34 . . PUNCT american_scientific_journal-799 93 1 [ [ X american_scientific_journal-799 93 2 9 9 NUM american_scientific_journal-799 93 3 ] ] PUNCT american_scientific_journal-799 93 4 craven craven NOUN american_scientific_journal-799 93 5 , , PUNCT american_scientific_journal-799 93 6 p. p. NOUN american_scientific_journal-799 93 7 , , PUNCT american_scientific_journal-799 93 8 wahba wahba ADJ american_scientific_journal-799 93 9 , , PUNCT american_scientific_journal-799 93 10 g. g. PROPN american_scientific_journal-799 93 11 , , PUNCT american_scientific_journal-799 93 12 β€œ " PUNCT american_scientific_journal-799 93 13 smoothing smooth VERB american_scientific_journal-799 93 14 noisy noisy ADJ american_scientific_journal-799 93 15 data datum NOUN american_scientific_journal-799 93 16 with with ADP american_scientific_journal-799 93 17 spline spline NOUN american_scientific_journal-799 93 18 functions function NOUN american_scientific_journal-799 93 19 . . PUNCT american_scientific_journal-799 94 1 estimating estimate VERB american_scientific_journal-799 94 2 the the DET american_scientific_journal-799 94 3 correct correct ADJ american_scientific_journal-799 94 4 degree degree NOUN american_scientific_journal-799 94 5 of of ADP american_scientific_journal-799 94 6 smoothing smooth VERB american_scientific_journal-799 94 7 by by ADP american_scientific_journal-799 94 8 the the DET american_scientific_journal-799 94 9 method method NOUN american_scientific_journal-799 94 10 of of ADP american_scientific_journal-799 94 11 generalized generalized ADJ american_scientific_journal-799 94 12 crossvalidation crossvalidation NOUN american_scientific_journal-799 94 13 ” " PUNCT american_scientific_journal-799 94 14 , , PUNCT american_scientific_journal-799 94 15 numerischemathematik1978.31 numerischemathematik1978.31 PROPN american_scientific_journal-799 94 16 , , PUNCT american_scientific_journal-799 94 17 377_403 377_403 NOUN american_scientific_journal-799 94 18 [ [ X american_scientific_journal-799 94 19 10 10 NUM american_scientific_journal-799 94 20 ] ] X american_scientific_journal-799 94 21 branislav branislav PROPN american_scientific_journal-799 94 22 h. h. PROPN american_scientific_journal-799 94 23 , , PUNCT american_scientific_journal-799 94 24 jan jan PROPN american_scientific_journal-799 94 25 m. m. PROPN american_scientific_journal-799 94 26 and and CCONJ american_scientific_journal-799 94 27 stanislav stanislav PROPN american_scientific_journal-799 94 28 m. m. NOUN american_scientific_journal-799 94 29 , , PUNCT american_scientific_journal-799 94 30 β€œ " PUNCT american_scientific_journal-799 94 31 extended extend VERB american_scientific_journal-799 94 32 error error NOUN american_scientific_journal-799 94 33 concelmant concelmant NOUN american_scientific_journal-799 94 34 algorithm algorithm NOUN american_scientific_journal-799 94 35 for for ADP american_scientific_journal-799 94 36 intra intra ADJ american_scientific_journal-799 94 37 frame frame NOUN american_scientific_journal-799 94 38 in in ADP american_scientific_journal-799 94 39 h.264 h.264 NOUN american_scientific_journal-799 94 40 / / SYM american_scientific_journal-799 94 41 avc avc NOUN american_scientific_journal-799 94 42 ” " PUNCT american_scientific_journal-799 94 43 , , PUNCT american_scientific_journal-799 94 44 acta acta PROPN american_scientific_journal-799 94 45 electrotechnica electrotechnica PROPN american_scientific_journal-799 94 46 et et PROPN american_scientific_journal-799 94 47 informatica informatica PROPN american_scientific_journal-799 94 48 , , PUNCT american_scientific_journal-799 94 49 vol vol NOUN american_scientific_journal-799 94 50 . . PROPN american_scientific_journal-799 95 1 10 10 NUM american_scientific_journal-799 95 2 , , PUNCT american_scientific_journal-799 95 3 no no INTJ american_scientific_journal-799 95 4 . . NOUN american_scientific_journal-799 95 5 4 4 NUM american_scientific_journal-799 95 6 , , PUNCT american_scientific_journal-799 95 7 2010 2010 NUM american_scientific_journal-799 95 8 , , PUNCT american_scientific_journal-799 95 9 pp pp ADP american_scientific_journal-799 95 10 . . PUNCT american_scientific_journal-799 96 1 59–63 59–63 NUM american_scientific_journal-799 96 2 . . NOUN american_scientific_journal-799 96 3 278 278 NUM