id sid tid token lemma pos sc-1132 1 1 big big ADJ sc-1132 1 2 data datum NOUN sc-1132 1 3 in in ADP sc-1132 1 4 telecom telecom NOUN sc-1132 1 5 industry industry NOUN sc-1132 1 6 : : PUNCT sc-1132 1 7 effective effective ADJ sc-1132 1 8 predictive predictive ADJ sc-1132 1 9 techniques technique NOUN sc-1132 1 10 on on ADP sc-1132 1 11 cdrs cdr NOUN sc-1132 1 12 big big ADJ sc-1132 1 13 data datum NOUN sc-1132 1 14 in in ADP sc-1132 1 15 telecom telecom NOUN sc-1132 1 16 industry industry NOUN sc-1132 1 17 : : PUNCT sc-1132 1 18 effective effective ADJ sc-1132 1 19 predictive predictive ADJ sc-1132 1 20 techniques technique NOUN sc-1132 1 21 on on ADP sc-1132 1 22 cdrs cdrs PROPN sc-1132 1 23 sara sara NOUN sc-1132 1 24 elelimy elelimy PROPN sc-1132 1 25 and and CCONJ sc-1132 1 26 samir samir PROPN sc-1132 1 27 moustafa∗ moustafa∗ PROPN sc-1132 1 28 computational computational ADJ sc-1132 1 29 and and CCONJ sc-1132 1 30 data datum NOUN sc-1132 1 31 science science NOUN sc-1132 1 32 and and CCONJ sc-1132 1 33 engineering engineering NOUN sc-1132 1 34 , , PUNCT sc-1132 1 35 skolkovo skolkovo PROPN sc-1132 1 36 institute institute PROPN sc-1132 1 37 of of ADP sc-1132 1 38 science science PROPN sc-1132 1 39 and and CCONJ sc-1132 1 40 technology technology NOUN sc-1132 1 41 abstract abstract ADJ sc-1132 1 42 mobile mobile ADJ sc-1132 1 43 network network NOUN sc-1132 1 44 operators operator NOUN sc-1132 1 45 start start VERB sc-1132 1 46 to to PART sc-1132 1 47 face face VERB sc-1132 1 48 many many ADJ sc-1132 1 49 challenges challenge NOUN sc-1132 1 50 in in ADP sc-1132 1 51 the the DET sc-1132 1 52 digital digital ADJ sc-1132 1 53 era era NOUN sc-1132 1 54 , , PUNCT sc-1132 1 55 especially especially ADV sc-1132 1 56 with with ADP sc-1132 1 57 high high ADJ sc-1132 1 58 demands demand NOUN sc-1132 1 59 from from ADP sc-1132 1 60 customers customer NOUN sc-1132 1 61 . . PUNCT sc-1132 2 1 since since SCONJ sc-1132 2 2 the the DET sc-1132 2 3 mobile mobile ADJ sc-1132 2 4 network network NOUN sc-1132 2 5 operators operator NOUN sc-1132 2 6 have have AUX sc-1132 2 7 considered consider VERB sc-1132 2 8 a a DET sc-1132 2 9 source source NOUN sc-1132 2 10 of of ADP sc-1132 2 11 big big ADJ sc-1132 2 12 data datum NOUN sc-1132 2 13 traditional traditional ADJ sc-1132 2 14 techniques technique NOUN sc-1132 2 15 are be AUX sc-1132 2 16 not not PART sc-1132 2 17 effective effective ADJ sc-1132 2 18 with with ADP sc-1132 2 19 new new ADJ sc-1132 2 20 era era NOUN sc-1132 2 21 big big ADJ sc-1132 2 22 data datum NOUN sc-1132 2 23 , , PUNCT sc-1132 2 24 internet internet NOUN sc-1132 2 25 of of ADP sc-1132 2 26 things thing NOUN sc-1132 2 27 ( ( PUNCT sc-1132 2 28 iot iot NOUN sc-1132 2 29 ) ) PUNCT sc-1132 2 30 and and CCONJ sc-1132 2 31 5 5 NUM sc-1132 2 32 g g NOUN sc-1132 2 33 , , PUNCT sc-1132 2 34 as as ADP sc-1132 2 35 a a DET sc-1132 2 36 result result NOUN sc-1132 2 37 handling handle VERB sc-1132 2 38 effectively effectively ADV sc-1132 2 39 different different ADJ sc-1132 2 40 big big ADJ sc-1132 2 41 datasets dataset NOUN sc-1132 2 42 becomes become VERB sc-1132 2 43 a a DET sc-1132 2 44 vital vital ADJ sc-1132 2 45 task task NOUN sc-1132 2 46 for for ADP sc-1132 2 47 operators operator NOUN sc-1132 2 48 with with ADP sc-1132 2 49 the the DET sc-1132 2 50 continuous continuous ADJ sc-1132 2 51 growth growth NOUN sc-1132 2 52 of of ADP sc-1132 2 53 data datum NOUN sc-1132 2 54 and and CCONJ sc-1132 2 55 moving move VERB sc-1132 2 56 from from ADP sc-1132 2 57 long long ADJ sc-1132 2 58 term term NOUN sc-1132 2 59 evolution(lte evolution(lte NOUN sc-1132 2 60 ) ) PUNCT sc-1132 2 61 to to ADP sc-1132 2 62 5 5 NUM sc-1132 2 63 g g NOUN sc-1132 2 64 therefore therefore ADV sc-1132 2 65 , , PUNCT sc-1132 2 66 there there PRON sc-1132 2 67 is be VERB sc-1132 2 68 an an DET sc-1132 2 69 urgent urgent ADJ sc-1132 2 70 need need NOUN sc-1132 2 71 for for ADP sc-1132 2 72 sufficient sufficient ADJ sc-1132 2 73 big big ADJ sc-1132 2 74 data datum NOUN sc-1132 2 75 analytic analytic ADJ sc-1132 2 76 to to PART sc-1132 2 77 predict predict VERB sc-1132 2 78 future future ADJ sc-1132 2 79 demands demand NOUN sc-1132 2 80 , , PUNCT sc-1132 2 81 traffic traffic NOUN sc-1132 2 82 , , PUNCT sc-1132 2 83 and and CCONJ sc-1132 2 84 network network NOUN sc-1132 2 85 performance performance NOUN sc-1132 2 86 to to PART sc-1132 2 87 fulfill fulfill VERB sc-1132 2 88 the the DET sc-1132 2 89 requirements requirement NOUN sc-1132 2 90 of of ADP sc-1132 2 91 the the DET sc-1132 2 92 fifth fifth ADJ sc-1132 2 93 generation generation NOUN sc-1132 2 94 of of ADP sc-1132 2 95 mobile mobile ADJ sc-1132 2 96 network network NOUN sc-1132 2 97 technology technology NOUN sc-1132 2 98 . . PUNCT sc-1132 3 1 in in ADP sc-1132 3 2 this this DET sc-1132 3 3 paper paper NOUN sc-1132 3 4 , , PUNCT sc-1132 3 5 we we PRON sc-1132 3 6 introduce introduce VERB sc-1132 3 7 data datum NOUN sc-1132 3 8 science science NOUN sc-1132 3 9 techniques technique NOUN sc-1132 3 10 using use VERB sc-1132 3 11 machine machine NOUN sc-1132 3 12 learning learning NOUN sc-1132 3 13 and and CCONJ sc-1132 3 14 deep deep ADJ sc-1132 3 15 learning learning NOUN sc-1132 3 16 algorithms algorithm NOUN sc-1132 3 17 : : PUNCT sc-1132 3 18 the the DET sc-1132 3 19 auto auto NOUN sc-1132 3 20 - - PUNCT sc-1132 3 21 regressive regressive ADJ sc-1132 3 22 integrated integrated ADJ sc-1132 3 23 moving move VERB sc-1132 3 24 average(arima average(arima PROPN sc-1132 3 25 ) ) PUNCT sc-1132 3 26 bayesian bayesian NOUN sc-1132 3 27 - - PUNCT sc-1132 3 28 based base VERB sc-1132 3 29 curve curve NOUN sc-1132 3 30 fitting fitting ADJ sc-1132 3 31 , , PUNCT sc-1132 3 32 and and CCONJ sc-1132 3 33 recurrent recurrent ADJ sc-1132 3 34 neural neural ADJ sc-1132 3 35 network(rnn network(rnn NOUN sc-1132 3 36 ) ) PUNCT sc-1132 3 37 is be AUX sc-1132 3 38 employed employ VERB sc-1132 3 39 for for ADP sc-1132 3 40 a a DET sc-1132 3 41 data data NOUN sc-1132 3 42 - - PUNCT sc-1132 3 43 driven drive VERB sc-1132 3 44 application application NOUN sc-1132 3 45 to to ADP sc-1132 3 46 mobile mobile ADJ sc-1132 3 47 network network NOUN sc-1132 3 48 operators operator NOUN sc-1132 3 49 . . PUNCT sc-1132 4 1 the the DET sc-1132 4 2 main main ADJ sc-1132 4 3 framework framework NOUN sc-1132 4 4 included include VERB sc-1132 4 5 in in ADP sc-1132 4 6 models model NOUN sc-1132 4 7 is be AUX sc-1132 4 8 an an DET sc-1132 4 9 identification identification NOUN sc-1132 4 10 parameter parameter NOUN sc-1132 4 11 of of ADP sc-1132 4 12 each each DET sc-1132 4 13 model model NOUN sc-1132 4 14 , , PUNCT sc-1132 4 15 estimation estimation NOUN sc-1132 4 16 , , PUNCT sc-1132 4 17 prediction prediction NOUN sc-1132 4 18 , , PUNCT sc-1132 4 19 and and CCONJ sc-1132 4 20 final final ADJ sc-1132 4 21 data data NOUN sc-1132 4 22 - - PUNCT sc-1132 4 23 driven drive VERB sc-1132 4 24 application application NOUN sc-1132 4 25 of of ADP sc-1132 4 26 this this DET sc-1132 4 27 prediction prediction NOUN sc-1132 4 28 from from ADP sc-1132 4 29 business business NOUN sc-1132 4 30 and and CCONJ sc-1132 4 31 network network NOUN sc-1132 4 32 performance performance NOUN sc-1132 4 33 applications application NOUN sc-1132 4 34 . . PUNCT sc-1132 5 1 these these DET sc-1132 5 2 models model NOUN sc-1132 5 3 are be AUX sc-1132 5 4 applied apply VERB sc-1132 5 5 to to ADP sc-1132 5 6 telecom telecom NOUN sc-1132 5 7 italian italian ADJ sc-1132 5 8 big big ADJ sc-1132 5 9 data data NOUN sc-1132 5 10 challenge challenge NOUN sc-1132 5 11 call call NOUN sc-1132 5 12 detail detail NOUN sc-1132 5 13 records record NOUN sc-1132 5 14 ( ( PUNCT sc-1132 5 15 cdrs cdr NOUN sc-1132 5 16 ) ) PUNCT sc-1132 5 17 datasets dataset NOUN sc-1132 5 18 . . PUNCT sc-1132 6 1 the the DET sc-1132 6 2 performance performance NOUN sc-1132 6 3 of of ADP sc-1132 6 4 these these DET sc-1132 6 5 models model NOUN sc-1132 6 6 is be AUX sc-1132 6 7 found find VERB sc-1132 6 8 out out ADP sc-1132 6 9 using use VERB sc-1132 6 10 specific specific ADJ sc-1132 6 11 well well ADV sc-1132 6 12 - - PUNCT sc-1132 6 13 known know VERB sc-1132 6 14 evaluation evaluation NOUN sc-1132 6 15 criteria criterion NOUN sc-1132 6 16 that that PRON sc-1132 6 17 show show VERB sc-1132 6 18 that that SCONJ sc-1132 6 19 arima arima PROPN sc-1132 6 20 ( ( PUNCT sc-1132 6 21 machine machine NOUN sc-1132 6 22 learning learning NOUN sc-1132 6 23 - - PUNCT sc-1132 6 24 based base VERB sc-1132 6 25 model model NOUN sc-1132 6 26 ) ) PUNCT sc-1132 6 27 is be AUX sc-1132 6 28 more more ADV sc-1132 6 29 accurate accurate ADJ sc-1132 6 30 as as ADP sc-1132 6 31 a a DET sc-1132 6 32 predictive predictive ADJ sc-1132 6 33 model model NOUN sc-1132 6 34 in in ADP sc-1132 6 35 such such DET sc-1132 6 36 a a DET sc-1132 6 37 dataset dataset NOUN sc-1132 6 38 as as ADP sc-1132 6 39 the the DET sc-1132 6 40 rnn rnn NOUN sc-1132 6 41 ( ( PUNCT sc-1132 6 42 deep deep ADJ sc-1132 6 43 learning learning NOUN sc-1132 6 44 model model NOUN sc-1132 6 45 ) ) PUNCT sc-1132 6 46 . . PUNCT sc-1132 7 1 received receive VERB sc-1132 7 2 on on ADP sc-1132 7 3 20 20 NUM sc-1132 7 4 april april PROPN sc-1132 7 5 2020 2020 NUM sc-1132 7 6 ; ; PUNCT sc-1132 7 7 accepted accept VERB sc-1132 7 8 on on ADP sc-1132 7 9 29 29 NUM sc-1132 7 10 may may PROPN sc-1132 7 11 2020 2020 NUM sc-1132 7 12 ; ; PUNCT sc-1132 7 13 published publish VERB sc-1132 7 14 on on ADP sc-1132 7 15 04 04 NUM sc-1132 7 16 june june PROPN sc-1132 7 17 2020 2020 NUM sc-1132 7 18 keywords keyword NOUN sc-1132 7 19 : : PUNCT sc-1132 7 20 big big ADJ sc-1132 7 21 data datum NOUN sc-1132 7 22 analytics analytic NOUN sc-1132 7 23 , , PUNCT sc-1132 7 24 machine machine NOUN sc-1132 7 25 learning learning NOUN sc-1132 7 26 , , PUNCT sc-1132 7 27 cdrs cdr NOUN sc-1132 7 28 , , PUNCT sc-1132 7 29 5 5 NUM sc-1132 7 30 g. g. NOUN sc-1132 7 31 copyright copyright NOUN sc-1132 7 32 © © PROPN sc-1132 7 33 2020 2020 NUM sc-1132 7 34 sara sara PROPN sc-1132 7 35 elelimy elelimy PROPN sc-1132 7 36 et et PROPN sc-1132 7 37 al al PROPN sc-1132 7 38 . . PROPN sc-1132 7 39 , , PUNCT sc-1132 7 40 licensed license VERB sc-1132 7 41 to to ADP sc-1132 7 42 eai eai PROPN sc-1132 7 43 . . PUNCT sc-1132 8 1 this this PRON sc-1132 8 2 is be AUX sc-1132 8 3 an an DET sc-1132 8 4 open open ADJ sc-1132 8 5 access access NOUN sc-1132 8 6 article article NOUN sc-1132 8 7 distributed distribute VERB sc-1132 8 8 under under ADP sc-1132 8 9 the the DET sc-1132 8 10 terms term NOUN sc-1132 8 11 of of ADP sc-1132 8 12 the the DET sc-1132 8 13 creative creative ADJ sc-1132 8 14 commons common NOUN sc-1132 8 15 attribution attribution NOUN sc-1132 8 16 license license NOUN sc-1132 8 17 ( ( PUNCT sc-1132 8 18 http://creativecommons.org/licenses/by/3.0/ http://creativecommons.org/licenses/by/3.0/ PROPN sc-1132 8 19 ) ) PUNCT sc-1132 8 20 , , PUNCT sc-1132 8 21 which which PRON sc-1132 8 22 permits permit VERB sc-1132 8 23 unlimited unlimited ADJ sc-1132 8 24 use use NOUN sc-1132 8 25 , , PUNCT sc-1132 8 26 distribution distribution NOUN sc-1132 8 27 and and CCONJ sc-1132 8 28 reproduction reproduction NOUN sc-1132 8 29 in in ADP sc-1132 8 30 any any DET sc-1132 8 31 medium medium NOUN sc-1132 8 32 so so ADV sc-1132 8 33 long long ADV sc-1132 8 34 as as SCONJ sc-1132 8 35 the the DET sc-1132 8 36 original original ADJ sc-1132 8 37 work work NOUN sc-1132 8 38 is be AUX sc-1132 8 39 properly properly ADV sc-1132 8 40 cited cite VERB sc-1132 8 41 . . PUNCT sc-1132 9 1 doi:10.4108 doi:10.4108 PROPN sc-1132 9 2 / / SYM sc-1132 9 3 eai.13 eai.13 PROPN sc-1132 9 4 - - PUNCT sc-1132 9 5 7 7 NUM sc-1132 9 6 - - PUNCT sc-1132 9 7 2018.164919 2018.164919 NUM sc-1132 9 8 1 1 NUM sc-1132 9 9 . . PUNCT sc-1132 10 1 introduction introduction NOUN sc-1132 10 2 operators operator NOUN sc-1132 10 3 of of ADP sc-1132 10 4 mobile mobile ADJ sc-1132 10 5 networks network NOUN sc-1132 10 6 began begin VERB sc-1132 10 7 to to PART sc-1132 10 8 move move VERB sc-1132 10 9 to to ADP sc-1132 10 10 the the DET sc-1132 10 11 fifth fifth ADJ sc-1132 10 12 generation generation NOUN sc-1132 10 13 from from ADP sc-1132 10 14 the the DET sc-1132 10 15 fourth fourth ADJ sc-1132 10 16 generation generation NOUN sc-1132 10 17 , , PUNCT sc-1132 10 18 which which PRON sc-1132 10 19 is be AUX sc-1132 10 20 an an DET sc-1132 10 21 upcoming upcoming ADJ sc-1132 10 22 and and CCONJ sc-1132 10 23 promising promising ADJ sc-1132 10 24 solution solution NOUN sc-1132 10 25 for for ADP sc-1132 10 26 meeting meet VERB sc-1132 10 27 the the DET sc-1132 10 28 requirements requirement NOUN sc-1132 10 29 of of ADP sc-1132 10 30 wireless wireless ADJ sc-1132 10 31 broadband broadband NOUN sc-1132 10 32 . . PUNCT sc-1132 11 1 additionally additionally ADV sc-1132 11 2 , , PUNCT sc-1132 11 3 they they PRON sc-1132 11 4 have have AUX sc-1132 11 5 started start VERB sc-1132 11 6 looking look VERB sc-1132 11 7 for for ADP sc-1132 11 8 some some DET sc-1132 11 9 innovative innovative ADJ sc-1132 11 10 solutions solution NOUN sc-1132 11 11 for for ADP sc-1132 11 12 facing face VERB sc-1132 11 13 challenges challenge NOUN sc-1132 11 14 and and CCONJ sc-1132 11 15 providing provide VERB sc-1132 11 16 a a DET sc-1132 11 17 satiable satiable ADJ sc-1132 11 18 customer customer NOUN sc-1132 11 19 ∗corresponding ∗corresponde VERB sc-1132 11 20 author author NOUN sc-1132 11 21 . . PUNCT sc-1132 12 1 email email NOUN sc-1132 12 2 : : PUNCT sc-1132 12 3 samir.mohamed@skoltech.ru samir.mohamed@skoltech.ru PROPN sc-1132 12 4 experience experience NOUN sc-1132 12 5 with with ADP sc-1132 12 6 the the DET sc-1132 12 7 management management NOUN sc-1132 12 8 of of ADP sc-1132 12 9 the the DET sc-1132 12 10 complex complex ADJ sc-1132 12 11 network network NOUN sc-1132 12 12 by by ADP sc-1132 12 13 efficient efficient ADJ sc-1132 12 14 backhaul backhaul NOUN sc-1132 12 15 resource resource NOUN sc-1132 12 16 handing handing NOUN sc-1132 12 17 [ [ X sc-1132 12 18 1 1 NUM sc-1132 12 19 ] ] PUNCT sc-1132 12 20 . . PUNCT sc-1132 13 1 telecom telecom NOUN sc-1132 13 2 organizations organization NOUN sc-1132 13 3 and and CCONJ sc-1132 13 4 researchers researcher NOUN sc-1132 13 5 have have AUX sc-1132 13 6 been be AUX sc-1132 13 7 studying study VERB sc-1132 13 8 a a DET sc-1132 13 9 diversity diversity NOUN sc-1132 13 10 of of ADP sc-1132 13 11 techniques technique NOUN sc-1132 13 12 for for ADP sc-1132 13 13 big big ADJ sc-1132 13 14 data datum NOUN sc-1132 13 15 management management NOUN sc-1132 13 16 adequately adequately ADV sc-1132 13 17 for for ADP sc-1132 13 18 discovering discover VERB sc-1132 13 19 unknown unknown ADJ sc-1132 13 20 knowledge knowledge NOUN sc-1132 13 21 and and CCONJ sc-1132 13 22 patterns pattern NOUN sc-1132 13 23 from from ADP sc-1132 13 24 the the DET sc-1132 13 25 collected collect VERB sc-1132 13 26 information information NOUN sc-1132 13 27 obtained obtain VERB sc-1132 13 28 from from ADP sc-1132 13 29 operators operator NOUN sc-1132 13 30 and and CCONJ sc-1132 13 31 help help VERB sc-1132 13 32 organizations organization NOUN sc-1132 13 33 in in ADP sc-1132 13 34 providing provide VERB sc-1132 13 35 smart smart ADJ sc-1132 13 36 services service NOUN sc-1132 13 37 for for ADP sc-1132 13 38 achieving achieve VERB sc-1132 13 39 reduced reduce VERB sc-1132 13 40 expenditure expenditure NOUN sc-1132 13 41 and and CCONJ sc-1132 13 42 resources resource NOUN sc-1132 13 43 . . PUNCT sc-1132 14 1 1 1 NUM sc-1132 14 2 eai eai NOUN sc-1132 14 3 endorsed endorse VERB sc-1132 14 4 transactions transaction NOUN sc-1132 14 5 on on ADP sc-1132 14 6 smart smart ADJ sc-1132 14 7 cities city NOUN sc-1132 14 8 research research NOUN sc-1132 14 9 article article NOUN sc-1132 14 10 eai eai PROPN sc-1132 14 11 endorsed endorse VERB sc-1132 14 12 transactions transaction NOUN sc-1132 14 13 on on ADP sc-1132 14 14 smart smart ADJ sc-1132 14 15 cities city NOUN sc-1132 14 16 06 06 NUM sc-1132 14 17 2020 2020 NUM sc-1132 14 18 07 07 NUM sc-1132 14 19 2020 2020 NUM sc-1132 14 20 | | ADV sc-1132 14 21 volume volume NOUN sc-1132 14 22 4 4 NUM sc-1132 14 23 | | ADV sc-1132 14 24 issue issue VERB sc-1132 14 25 11 11 NUM sc-1132 14 26 | | ADV sc-1132 14 27 e1 e1 VERB sc-1132 14 28 http://creativecommons.org/licenses/by/3.0/ http://creativecommons.org/licenses/by/3.0/ PROPN sc-1132 14 29 mailto: > X sc-1132 14 31 with with ADP sc-1132 14 32 the the DET sc-1132 14 33 fast fast ADJ sc-1132 14 34 uptake uptake NOUN sc-1132 14 35 in in ADP sc-1132 14 36 mobile mobile ADJ sc-1132 14 37 applications application NOUN sc-1132 14 38 and and CCONJ sc-1132 14 39 services service NOUN sc-1132 14 40 , , PUNCT sc-1132 14 41 requesting request VERB sc-1132 14 42 demands demand NOUN sc-1132 14 43 for for ADP sc-1132 14 44 infrastructures infrastructure NOUN sc-1132 14 45 in in ADP sc-1132 14 46 wireless wireless ADJ sc-1132 14 47 network network NOUN sc-1132 14 48 . . PUNCT sc-1132 15 1 for for ADP sc-1132 15 2 5 5 NUM sc-1132 15 3 g g NOUN sc-1132 15 4 requirements requirement NOUN sc-1132 15 5 and and CCONJ sc-1132 15 6 kpis kpis PROPN sc-1132 15 7 are be AUX sc-1132 15 8 to to PART sc-1132 15 9 support support VERB sc-1132 15 10 exploding explode VERB sc-1132 15 11 in in ADP sc-1132 15 12 mobile mobile ADJ sc-1132 15 13 traffic traffic NOUN sc-1132 15 14 , , PUNCT sc-1132 15 15 provide provide VERB sc-1132 15 16 low low ADJ sc-1132 15 17 latency latency NOUN sc-1132 15 18 so so SCONJ sc-1132 15 19 this this DET sc-1132 15 20 raised raise VERB sc-1132 15 21 need need NOUN sc-1132 15 22 for for ADP sc-1132 15 23 real real ADJ sc-1132 15 24 - - PUNCT sc-1132 15 25 time time NOUN sc-1132 15 26 decision decision NOUN sc-1132 15 27 and and CCONJ sc-1132 15 28 network network NOUN sc-1132 15 29 resources resource NOUN sc-1132 15 30 management management NOUN sc-1132 15 31 and and CCONJ sc-1132 15 32 optimization optimization NOUN sc-1132 15 33 to to PART sc-1132 15 34 maximize maximize VERB sc-1132 15 35 and and CCONJ sc-1132 15 36 increase increase VERB sc-1132 15 37 customer customer NOUN sc-1132 15 38 satisfaction satisfaction NOUN sc-1132 15 39 and and CCONJ sc-1132 15 40 enhance enhance VERB sc-1132 15 41 user user NOUN sc-1132 15 42 experience experience NOUN sc-1132 15 43 . . PUNCT sc-1132 16 1 using use VERB sc-1132 16 2 traditions tradition NOUN sc-1132 16 3 methods method NOUN sc-1132 16 4 to to PART sc-1132 16 5 achieve achieve VERB sc-1132 16 6 these these DET sc-1132 16 7 requirements requirement NOUN sc-1132 16 8 and and CCONJ sc-1132 16 9 overcome overcome VERB sc-1132 16 10 different different ADJ sc-1132 16 11 problems problem NOUN sc-1132 16 12 become become VERB sc-1132 16 13 a a DET sc-1132 16 14 challenge challenge NOUN sc-1132 16 15 to to ADP sc-1132 16 16 telecoms telecom NOUN sc-1132 16 17 . . PUNCT sc-1132 17 1 tradition tradition NOUN sc-1132 17 2 techniques technique NOUN sc-1132 17 3 start start VERB sc-1132 17 4 to to PART sc-1132 17 5 be be AUX sc-1132 17 6 useless useless ADJ sc-1132 17 7 in in ADP sc-1132 17 8 this this DET sc-1132 17 9 area area NOUN sc-1132 17 10 so so SCONJ sc-1132 17 11 industry industry NOUN sc-1132 17 12 and and CCONJ sc-1132 17 13 academia academia NOUN sc-1132 17 14 start start VERB sc-1132 17 15 to to PART sc-1132 17 16 search search VERB sc-1132 17 17 and and CCONJ sc-1132 17 18 create create VERB sc-1132 17 19 more more ADV sc-1132 17 20 effective effective ADJ sc-1132 17 21 new new ADJ sc-1132 17 22 techniques technique NOUN sc-1132 17 23 to to PART sc-1132 17 24 deal deal VERB sc-1132 17 25 with with ADP sc-1132 17 26 this this DET sc-1132 17 27 tremendously tremendously ADV sc-1132 17 28 increase increase NOUN sc-1132 17 29 of of ADP sc-1132 17 30 data datum NOUN sc-1132 17 31 and and CCONJ sc-1132 17 32 raise raise VERB sc-1132 17 33 the the DET sc-1132 17 34 question question NOUN sc-1132 17 35 of of ADP sc-1132 17 36 how how SCONJ sc-1132 17 37 the the DET sc-1132 17 38 telecoms telecom NOUN sc-1132 17 39 deal deal VERB sc-1132 17 40 with with ADP sc-1132 17 41 : : PUNCT sc-1132 17 42 1 1 X sc-1132 17 43 . . X sc-1132 17 44 enormous enormous ADJ sc-1132 17 45 data datum NOUN sc-1132 17 46 sizes size NOUN sc-1132 17 47 ( ( PUNCT sc-1132 17 48 various various ADJ sc-1132 17 49 systems system NOUN sc-1132 17 50 generated generate VERB sc-1132 17 51 a a DET sc-1132 17 52 huge huge ADJ sc-1132 17 53 amount amount NOUN sc-1132 17 54 of of ADP sc-1132 17 55 log log NOUN sc-1132 17 56 data datum NOUN sc-1132 17 57 and and CCONJ sc-1132 17 58 reached reach VERB sc-1132 17 59 giga giga PROPN sc-1132 17 60 - - PUNCT sc-1132 17 61 tera tera PROPN sc-1132 17 62 byte byte NOUN sc-1132 17 63 ) ) PUNCT sc-1132 17 64 . . PUNCT sc-1132 18 1 2 2 X sc-1132 18 2 . . X sc-1132 18 3 different different ADJ sc-1132 18 4 sources source NOUN sc-1132 18 5 ( ( PUNCT sc-1132 18 6 generated generate VERB sc-1132 18 7 from from ADP sc-1132 18 8 different different ADJ sc-1132 18 9 sources source NOUN sc-1132 18 10 e.g. e.g. ADV sc-1132 18 11 , , PUNCT sc-1132 18 12 routers router NOUN sc-1132 18 13 , , PUNCT sc-1132 18 14 switches switch NOUN sc-1132 18 15 , , PUNCT sc-1132 18 16 applications application NOUN sc-1132 18 17 , , PUNCT sc-1132 18 18 operating operating NOUN sc-1132 18 19 systems system NOUN sc-1132 18 20 , , PUNCT sc-1132 18 21 etc etc X sc-1132 18 22 . . X sc-1132 18 23 ) ) PUNCT sc-1132 18 24 . . PUNCT sc-1132 19 1 3 3 X sc-1132 19 2 . . X sc-1132 19 3 heterogeneity heterogeneity NOUN sc-1132 19 4 ( ( PUNCT sc-1132 19 5 different different ADJ sc-1132 19 6 format format NOUN sc-1132 19 7 , , PUNCT sc-1132 19 8 structures structure NOUN sc-1132 19 9 , , PUNCT sc-1132 19 10 terms term NOUN sc-1132 19 11 of of ADP sc-1132 19 12 terminology terminology NOUN sc-1132 19 13 , , PUNCT sc-1132 19 14 etc etc X sc-1132 19 15 . . X sc-1132 19 16 ) ) PUNCT sc-1132 19 17 . . PUNCT sc-1132 20 1 these these DET sc-1132 20 2 questions question NOUN sc-1132 20 3 and and CCONJ sc-1132 20 4 challenges challenge NOUN sc-1132 20 5 are be AUX sc-1132 20 6 the the DET sc-1132 20 7 main main ADJ sc-1132 20 8 problems problem NOUN sc-1132 20 9 statement statement NOUN sc-1132 20 10 for for ADP sc-1132 20 11 this this DET sc-1132 20 12 work work NOUN sc-1132 20 13 , , PUNCT sc-1132 20 14 and and CCONJ sc-1132 20 15 how how SCONJ sc-1132 20 16 telecoms telecom NOUN sc-1132 20 17 benefit benefit VERB sc-1132 20 18 from from ADP sc-1132 20 19 applying apply VERB sc-1132 20 20 ml ml PROPN sc-1132 20 21 / / SYM sc-1132 20 22 dl dl PROPN sc-1132 20 23 on on ADP sc-1132 20 24 different different ADJ sc-1132 20 25 datasets dataset NOUN sc-1132 20 26 , , PUNCT sc-1132 20 27 and and CCONJ sc-1132 20 28 what what DET sc-1132 20 29 kind kind NOUN sc-1132 20 30 of of ADP sc-1132 20 31 application application NOUN sc-1132 20 32 can can AUX sc-1132 20 33 be be AUX sc-1132 20 34 achieved achieve VERB sc-1132 20 35 using use VERB sc-1132 20 36 these these DET sc-1132 20 37 techniques technique NOUN sc-1132 20 38 that that PRON sc-1132 20 39 are be AUX sc-1132 20 40 exiting exit VERB sc-1132 20 41 and and CCONJ sc-1132 20 42 traditional traditional ADJ sc-1132 20 43 ones one NOUN sc-1132 20 44 . . PUNCT sc-1132 21 1 in in ADP sc-1132 21 2 this this DET sc-1132 21 3 paper paper NOUN sc-1132 21 4 , , PUNCT sc-1132 21 5 we we PRON sc-1132 21 6 are be AUX sc-1132 21 7 investigating investigate VERB sc-1132 21 8 the the DET sc-1132 21 9 analysis analysis NOUN sc-1132 21 10 and and CCONJ sc-1132 21 11 application application NOUN sc-1132 21 12 - - PUNCT sc-1132 21 13 driven drive VERB sc-1132 21 14 by by ADP sc-1132 21 15 big big ADJ sc-1132 21 16 data datum NOUN sc-1132 21 17 in in ADP sc-1132 21 18 the the DET sc-1132 21 19 telecommunication telecommunication NOUN sc-1132 21 20 industry industry NOUN sc-1132 21 21 concerning concern VERB sc-1132 21 22 operators operator NOUN sc-1132 21 23 of of ADP sc-1132 21 24 mobile mobile ADJ sc-1132 21 25 networks network NOUN sc-1132 21 26 for for ADP sc-1132 21 27 the the DET sc-1132 21 28 fifth fifth ADJ sc-1132 21 29 generation generation NOUN sc-1132 21 30 and and CCONJ sc-1132 21 31 current current ADJ sc-1132 21 32 networks network NOUN sc-1132 21 33 in in ADP sc-1132 21 34 their their PRON sc-1132 21 35 operational operational ADJ sc-1132 21 36 and and CCONJ sc-1132 21 37 business business NOUN sc-1132 21 38 aspects aspect NOUN sc-1132 21 39 , , PUNCT sc-1132 21 40 implementing implement VERB sc-1132 21 41 different different ADJ sc-1132 21 42 ml ml NOUN sc-1132 21 43 / / SYM sc-1132 21 44 dl dl PROPN sc-1132 21 45 techniques technique NOUN sc-1132 21 46 driven drive VERB sc-1132 21 47 by by ADP sc-1132 21 48 big big ADJ sc-1132 21 49 data datum NOUN sc-1132 21 50 on on ADP sc-1132 21 51 data datum NOUN sc-1132 21 52 gathered gather VERB sc-1132 21 53 from from ADP sc-1132 21 54 a a DET sc-1132 21 55 telecommunication telecommunication NOUN sc-1132 21 56 network network NOUN sc-1132 21 57 and and CCONJ sc-1132 21 58 applying apply VERB sc-1132 21 59 different different ADJ sc-1132 21 60 models model NOUN sc-1132 21 61 of of ADP sc-1132 21 62 prediction prediction NOUN sc-1132 21 63 for for ADP sc-1132 21 64 predicting predict VERB sc-1132 21 65 traffic traffic NOUN sc-1132 21 66 . . PUNCT sc-1132 22 1 moreover moreover ADV sc-1132 22 2 , , PUNCT sc-1132 22 3 in in ADP sc-1132 22 4 the the DET sc-1132 22 5 end end NOUN sc-1132 22 6 , , PUNCT sc-1132 22 7 how how SCONJ sc-1132 22 8 different different ADJ sc-1132 22 9 results result NOUN sc-1132 22 10 and and CCONJ sc-1132 22 11 applications application NOUN sc-1132 22 12 are be AUX sc-1132 22 13 brought bring VERB sc-1132 22 14 by by ADP sc-1132 22 15 big big ADJ sc-1132 22 16 data datum NOUN sc-1132 22 17 analytic analytic ADJ sc-1132 22 18 in in ADP sc-1132 22 19 comparison comparison NOUN sc-1132 22 20 with with ADP sc-1132 22 21 traditional traditional ADJ sc-1132 22 22 methods method NOUN sc-1132 22 23 . . PUNCT sc-1132 23 1 also also ADV sc-1132 23 2 , , PUNCT sc-1132 23 3 it it PRON sc-1132 23 4 will will AUX sc-1132 23 5 be be AUX sc-1132 23 6 discussed discuss VERB sc-1132 23 7 how how SCONJ sc-1132 23 8 they they PRON sc-1132 23 9 are be AUX sc-1132 23 10 beneficial beneficial ADJ sc-1132 23 11 for for ADP sc-1132 23 12 business business NOUN sc-1132 23 13 and and CCONJ sc-1132 23 14 operational operational ADJ sc-1132 23 15 activities activity NOUN sc-1132 23 16 , , PUNCT sc-1132 23 17 companies company NOUN sc-1132 23 18 , , PUNCT sc-1132 23 19 and and CCONJ sc-1132 23 20 how how SCONJ sc-1132 23 21 this this PRON sc-1132 23 22 can can AUX sc-1132 23 23 be be AUX sc-1132 23 24 utilized utilize VERB sc-1132 23 25 and and CCONJ sc-1132 23 26 in in ADP sc-1132 23 27 which which PRON sc-1132 23 28 types type NOUN sc-1132 23 29 of of ADP sc-1132 23 30 applications application NOUN sc-1132 23 31 . . PUNCT sc-1132 24 1 2 2 X sc-1132 24 2 . . X sc-1132 24 3 analytic analytic ADJ sc-1132 24 4 tools tool NOUN sc-1132 24 5 and and CCONJ sc-1132 24 6 data datum NOUN sc-1132 24 7 sources source NOUN sc-1132 24 8 for for ADP sc-1132 24 9 telecoms telecom NOUN sc-1132 24 10 2.1 2.1 NUM sc-1132 24 11 . . PUNCT sc-1132 25 1 telecom telecom PROPN sc-1132 25 2 data data PROPN sc-1132 25 3 sources source NOUN sc-1132 25 4 operators operator NOUN sc-1132 25 5 of of ADP sc-1132 25 6 mobile mobile ADJ sc-1132 25 7 networks network NOUN sc-1132 25 8 form form VERB sc-1132 25 9 a a DET sc-1132 25 10 source source NOUN sc-1132 25 11 and and CCONJ sc-1132 25 12 carrier carrier NOUN sc-1132 25 13 of of ADP sc-1132 25 14 big big ADJ sc-1132 25 15 data datum NOUN sc-1132 25 16 because because SCONJ sc-1132 25 17 of of ADP sc-1132 25 18 the the DET sc-1132 25 19 penetration penetration NOUN sc-1132 25 20 of of ADP sc-1132 25 21 mobile mobile NOUN sc-1132 25 22 users user NOUN sc-1132 25 23 have have AUX sc-1132 25 24 increased increase VERB sc-1132 25 25 significantly significantly ADV sc-1132 25 26 [ [ X sc-1132 25 27 2 2 NUM sc-1132 25 28 ] ] PUNCT sc-1132 25 29 , , PUNCT sc-1132 25 30 and and CCONJ sc-1132 25 31 organizations organization NOUN sc-1132 25 32 utilized utilize VERB sc-1132 25 33 traditional traditional ADJ sc-1132 25 34 techniques technique NOUN sc-1132 25 35 before before ADP sc-1132 25 36 transactions transaction NOUN sc-1132 25 37 from from ADP sc-1132 25 38 the the DET sc-1132 25 39 analytic analytic NOUN sc-1132 25 40 of of ADP sc-1132 25 41 big big ADJ sc-1132 25 42 data datum NOUN sc-1132 25 43 . . PUNCT sc-1132 26 1 these these DET sc-1132 26 2 techniques technique NOUN sc-1132 26 3 pay pay VERB sc-1132 26 4 less less ADJ sc-1132 26 5 attention attention NOUN sc-1132 26 6 to to ADP sc-1132 26 7 operational operational ADJ sc-1132 26 8 data datum NOUN sc-1132 26 9 , , PUNCT sc-1132 26 10 and and CCONJ sc-1132 26 11 they they PRON sc-1132 26 12 do do AUX sc-1132 26 13 not not PART sc-1132 26 14 concentrate concentrate VERB sc-1132 26 15 significantly significantly ADV sc-1132 26 16 on on ADP sc-1132 26 17 transnational transnational ADJ sc-1132 26 18 data datum NOUN sc-1132 26 19 . . PUNCT sc-1132 27 1 the the DET sc-1132 27 2 analytic analytic NOUN sc-1132 27 3 of of ADP sc-1132 27 4 big big ADJ sc-1132 27 5 data datum NOUN sc-1132 27 6 is be AUX sc-1132 27 7 essential essential ADJ sc-1132 27 8 in in ADP sc-1132 27 9 several several ADJ sc-1132 27 10 ways way NOUN sc-1132 27 11 in in ADP sc-1132 27 12 comparison comparison NOUN sc-1132 27 13 with with ADP sc-1132 27 14 traditional traditional ADJ sc-1132 27 15 methods method NOUN sc-1132 27 16 . . PUNCT sc-1132 28 1 for for ADP sc-1132 28 2 instance instance NOUN sc-1132 28 3 , , PUNCT sc-1132 28 4 the the DET sc-1132 28 5 compressor compressor NOUN sc-1132 28 6 transmits transmit VERB sc-1132 28 7 data datum NOUN sc-1132 28 8 , , PUNCT sc-1132 28 9 and and CCONJ sc-1132 28 10 useful useful ADJ sc-1132 28 11 data datum NOUN sc-1132 28 12 are be AUX sc-1132 28 13 defined define VERB sc-1132 28 14 by by ADP sc-1132 28 15 the the DET sc-1132 28 16 analytic analytic NOUN sc-1132 28 17 of of ADP sc-1132 28 18 big big ADJ sc-1132 28 19 data datum NOUN sc-1132 28 20 [ [ X sc-1132 28 21 3 3 NUM sc-1132 28 22 ] ] PUNCT sc-1132 28 23 . . PUNCT sc-1132 29 1 in in ADP sc-1132 29 2 large large ADJ sc-1132 29 3 part part NOUN sc-1132 29 4 of of ADP sc-1132 29 5 an an DET sc-1132 29 6 application application NOUN sc-1132 29 7 , , PUNCT sc-1132 29 8 decision decision NOUN sc-1132 29 9 - - PUNCT sc-1132 29 10 making making NOUN sc-1132 29 11 in in ADP sc-1132 29 12 real real ADJ sc-1132 29 13 - - PUNCT sc-1132 29 14 time time NOUN sc-1132 29 15 is be AUX sc-1132 29 16 a a DET sc-1132 29 17 benefit benefit NOUN sc-1132 29 18 of of ADP sc-1132 29 19 using use VERB sc-1132 29 20 analytic analytic NOUN sc-1132 29 21 of of ADP sc-1132 29 22 big big ADJ sc-1132 29 23 data datum NOUN sc-1132 29 24 by by ADP sc-1132 29 25 monitoring monitor VERB sc-1132 29 26 the the DET sc-1132 29 27 development development NOUN sc-1132 29 28 and and CCONJ sc-1132 29 29 infrastructure infrastructure NOUN sc-1132 29 30 of of ADP sc-1132 29 31 network network NOUN sc-1132 29 32 performance performance NOUN sc-1132 29 33 . . PUNCT sc-1132 30 1 several several ADJ sc-1132 30 2 smart smart ADJ sc-1132 30 3 services service NOUN sc-1132 30 4 will will AUX sc-1132 30 5 be be AUX sc-1132 30 6 supported support VERB sc-1132 30 7 and and CCONJ sc-1132 30 8 provided provide VERB sc-1132 30 9 by by ADP sc-1132 30 10 mnos mno NOUN sc-1132 30 11 with with ADP sc-1132 30 12 the the DET sc-1132 30 13 analysis analysis NOUN sc-1132 30 14 of of ADP sc-1132 30 15 sources source NOUN sc-1132 30 16 and and CCONJ sc-1132 30 17 types type NOUN sc-1132 30 18 of of ADP sc-1132 30 19 data datum NOUN sc-1132 30 20 [ [ X sc-1132 30 21 4 4 NUM sc-1132 30 22 ] ] PUNCT sc-1132 30 23 . . PUNCT sc-1132 31 1 classifies classify VERB sc-1132 31 2 sources source NOUN sc-1132 31 3 of of ADP sc-1132 31 4 data datum NOUN sc-1132 31 5 for for ADP sc-1132 31 6 telecoms telecom NOUN sc-1132 31 7 as as ADP sc-1132 31 8 operator operator NOUN sc-1132 31 9 and and CCONJ sc-1132 31 10 subscriber subscriber NOUN sc-1132 31 11 data datum NOUN sc-1132 31 12 , , PUNCT sc-1132 31 13 external external ADJ sc-1132 31 14 and and CCONJ sc-1132 31 15 internal internal ADJ sc-1132 31 16 data datum NOUN sc-1132 31 17 sources source NOUN sc-1132 31 18 [ [ X sc-1132 31 19 3 3 NUM sc-1132 31 20 ] ] PUNCT sc-1132 31 21 , , PUNCT sc-1132 31 22 core core ADJ sc-1132 31 23 network network NOUN sc-1132 31 24 levels level NOUN sc-1132 31 25 , , PUNCT sc-1132 31 26 cell cell NOUN sc-1132 31 27 , , PUNCT sc-1132 31 28 subscriber subscriber NOUN sc-1132 31 29 , , PUNCT sc-1132 31 30 and and CCONJ sc-1132 31 31 kpi kpi ADJ sc-1132 31 32 deep deep ADJ sc-1132 31 33 classification classification NOUN sc-1132 31 34 for for ADP sc-1132 31 35 different different ADJ sc-1132 31 36 networks network NOUN sc-1132 32 1 [ [ X sc-1132 32 2 5 5 NUM sc-1132 32 3 ] ] PUNCT sc-1132 32 4 . . PUNCT sc-1132 33 1 when when SCONJ sc-1132 33 2 it it PRON sc-1132 33 3 comes come VERB sc-1132 33 4 to to ADP sc-1132 33 5 analytic analytic ADJ sc-1132 33 6 tools tool NOUN sc-1132 33 7 , , PUNCT sc-1132 33 8 some some PRON sc-1132 33 9 of of ADP sc-1132 33 10 the the DET sc-1132 33 11 main main ADJ sc-1132 33 12 tools tool NOUN sc-1132 33 13 , , PUNCT sc-1132 33 14 as as SCONJ sc-1132 33 15 defined define VERB sc-1132 33 16 by by ADP sc-1132 33 17 the the DET sc-1132 33 18 previous previous ADJ sc-1132 33 19 studies study NOUN sc-1132 33 20 , , PUNCT sc-1132 33 21 include include VERB sc-1132 33 22 methods method NOUN sc-1132 33 23 of of ADP sc-1132 33 24 machine machine NOUN sc-1132 33 25 learning learn VERB sc-1132 33 26 modeling modeling NOUN sc-1132 33 27 , , PUNCT sc-1132 33 28 data datum NOUN sc-1132 33 29 mining mining NOUN sc-1132 33 30 , , PUNCT sc-1132 33 31 and and CCONJ sc-1132 33 32 statistical statistical ADJ sc-1132 33 33 modeling modeling NOUN sc-1132 33 34 [ [ X sc-1132 33 35 6 6 NUM sc-1132 33 36 ] ] PUNCT sc-1132 33 37 . . PUNCT sc-1132 34 1 actually actually ADV sc-1132 34 2 , , PUNCT sc-1132 34 3 with with ADP sc-1132 34 4 current current ADJ sc-1132 34 5 development development NOUN sc-1132 34 6 and and CCONJ sc-1132 34 7 improvement improvement NOUN sc-1132 34 8 in in ADP sc-1132 34 9 data datum NOUN sc-1132 34 10 analytic analytic ADJ sc-1132 34 11 , , PUNCT sc-1132 34 12 networks network NOUN sc-1132 34 13 based base VERB sc-1132 34 14 on on ADP sc-1132 34 15 big big ADJ sc-1132 34 16 data datum NOUN sc-1132 34 17 have have AUX sc-1132 34 18 formed form VERB sc-1132 34 19 an an DET sc-1132 34 20 attractive attractive ADJ sc-1132 34 21 area area NOUN sc-1132 34 22 of of ADP sc-1132 34 23 research research NOUN sc-1132 34 24 for for ADP sc-1132 34 25 numerous numerous ADJ sc-1132 34 26 researchers researcher NOUN sc-1132 34 27 around around ADP sc-1132 34 28 the the DET sc-1132 34 29 globe globe NOUN sc-1132 35 1 [ [ X sc-1132 35 2 7 7 NUM sc-1132 35 3 ] ] PUNCT sc-1132 35 4 , , PUNCT sc-1132 35 5 [ [ X sc-1132 35 6 8 8 NUM sc-1132 35 7 ] ] PUNCT sc-1132 35 8 . . PUNCT sc-1132 36 1 additionally additionally ADV sc-1132 36 2 , , PUNCT sc-1132 36 3 in in ADP sc-1132 36 4 the the DET sc-1132 36 5 industrial industrial ADJ sc-1132 36 6 sector sector NOUN sc-1132 36 7 , , PUNCT sc-1132 36 8 researchers researcher NOUN sc-1132 36 9 recently recently ADV sc-1132 36 10 developed develop VERB sc-1132 36 11 and and CCONJ sc-1132 36 12 studied study VERB sc-1132 36 13 frameworks framework NOUN sc-1132 36 14 for for ADP sc-1132 36 15 big big ADJ sc-1132 36 16 data datum NOUN sc-1132 36 17 management management NOUN sc-1132 36 18 in in ADP sc-1132 36 19 an an DET sc-1132 36 20 efficient efficient ADJ sc-1132 36 21 manner manner NOUN sc-1132 36 22 in in ADP sc-1132 36 23 mobile mobile ADJ sc-1132 36 24 networks network NOUN sc-1132 36 25 . . PUNCT sc-1132 37 1 2.2 2.2 NUM sc-1132 37 2 . . PUNCT sc-1132 37 3 contribution contribution NOUN sc-1132 37 4 of of ADP sc-1132 37 5 cdrs cdr NOUN sc-1132 37 6 or or CCONJ sc-1132 37 7 call call VERB sc-1132 37 8 details detail NOUN sc-1132 37 9 records record NOUN sc-1132 37 10 in in ADP sc-1132 37 11 mobile mobile ADJ sc-1132 37 12 operators operator NOUN sc-1132 37 13 , , PUNCT sc-1132 37 14 cdrs cdr NOUN sc-1132 37 15 were be AUX sc-1132 37 16 considered consider VERB sc-1132 37 17 essential essential ADJ sc-1132 37 18 in in ADP sc-1132 37 19 for for ADP sc-1132 37 20 finical finical ADJ sc-1132 37 21 aspects aspect NOUN sc-1132 37 22 . . PUNCT sc-1132 38 1 however however ADV sc-1132 38 2 , , PUNCT sc-1132 38 3 in in ADP sc-1132 38 4 the the DET sc-1132 38 5 period period NOUN sc-1132 38 6 of of ADP sc-1132 38 7 big big ADJ sc-1132 38 8 data datum NOUN sc-1132 38 9 , , PUNCT sc-1132 38 10 applications application NOUN sc-1132 38 11 driven drive VERB sc-1132 38 12 by by ADP sc-1132 38 13 it it PRON sc-1132 38 14 are be AUX sc-1132 38 15 obtaining obtain VERB sc-1132 38 16 attention attention NOUN sc-1132 38 17 by by ADP sc-1132 38 18 researchers researcher NOUN sc-1132 38 19 in in ADP sc-1132 38 20 industrial industrial ADJ sc-1132 38 21 and and CCONJ sc-1132 38 22 scientific scientific ADJ sc-1132 38 23 aspects aspect NOUN sc-1132 38 24 because because SCONJ sc-1132 38 25 datasets dataset NOUN sc-1132 38 26 of of ADP sc-1132 38 27 cdrs cdr NOUN sc-1132 38 28 are be AUX sc-1132 38 29 full full ADJ sc-1132 38 30 of of ADP sc-1132 38 31 information information NOUN sc-1132 38 32 associated associate VERB sc-1132 38 33 with with ADP sc-1132 38 34 communication communication NOUN sc-1132 38 35 among among ADP sc-1132 38 36 numerous numerous ADJ sc-1132 38 37 users user NOUN sc-1132 38 38 along along ADP sc-1132 38 39 with with ADP sc-1132 38 40 how how SCONJ sc-1132 38 41 , , PUNCT sc-1132 38 42 when when SCONJ sc-1132 38 43 , , PUNCT sc-1132 38 44 and and CCONJ sc-1132 38 45 with with ADP sc-1132 38 46 whom whom PRON sc-1132 38 47 they they PRON sc-1132 38 48 are be AUX sc-1132 38 49 communicating communicate VERB sc-1132 38 50 . . PUNCT sc-1132 39 1 the the DET sc-1132 39 2 analysis analysis NOUN sc-1132 39 3 of of ADP sc-1132 39 4 cdrs cdr NOUN sc-1132 39 5 datasets dataset NOUN sc-1132 39 6 has have AUX sc-1132 39 7 become become VERB sc-1132 39 8 quite quite DET sc-1132 39 9 a a DET sc-1132 39 10 significant significant ADJ sc-1132 39 11 and and CCONJ sc-1132 39 12 exciting exciting ADJ sc-1132 39 13 research research NOUN sc-1132 39 14 area area NOUN sc-1132 39 15 [ [ X sc-1132 39 16 9 9 X sc-1132 39 17 ] ] PUNCT sc-1132 39 18 because because SCONJ sc-1132 39 19 2 2 NUM sc-1132 39 20 sara sara NOUN sc-1132 39 21 elelimy elelimy NOUN sc-1132 39 22 and and CCONJ sc-1132 39 23 samir samir PROPN sc-1132 39 24 moustafa moustafa PROPN sc-1132 39 25 eai eai PROPN sc-1132 39 26 endorsed endorse VERB sc-1132 39 27 transactions transaction NOUN sc-1132 39 28 on on ADP sc-1132 39 29 smart smart ADJ sc-1132 39 30 cities city NOUN sc-1132 39 31 06 06 NUM sc-1132 39 32 2020 2020 NUM sc-1132 39 33 07 07 NUM sc-1132 39 34 2020 2020 NUM sc-1132 39 35 | | ADV sc-1132 39 36 volume volume NOUN sc-1132 39 37 4 4 NUM sc-1132 39 38 | | ADV sc-1132 39 39 issue issue VERB sc-1132 39 40 11 11 NUM sc-1132 39 41 | | ADV sc-1132 39 42 e1 e1 VERB sc-1132 39 43 numerous numerous ADJ sc-1132 39 44 uses use NOUN sc-1132 39 45 associated associate VERB sc-1132 39 46 with with ADP sc-1132 39 47 these these DET sc-1132 39 48 datasets dataset NOUN sc-1132 39 49 provided provide VERB sc-1132 39 50 by by ADP sc-1132 39 51 it it PRON sc-1132 39 52 for for ADP sc-1132 39 53 different different ADJ sc-1132 39 54 purposes purpose NOUN sc-1132 39 55 of of ADP sc-1132 39 56 research research NOUN sc-1132 39 57 resulting result VERB sc-1132 39 58 in in ADP sc-1132 39 59 the the DET sc-1132 39 60 improvement improvement NOUN sc-1132 39 61 of of ADP sc-1132 39 62 dataset dataset ADJ sc-1132 39 63 management management NOUN sc-1132 39 64 techniques technique NOUN sc-1132 39 65 , , PUNCT sc-1132 39 66 development development NOUN sc-1132 39 67 of of ADP sc-1132 39 68 analytic analytic ADJ sc-1132 39 69 techniques technique NOUN sc-1132 39 70 , , PUNCT sc-1132 39 71 and and CCONJ sc-1132 39 72 analysis analysis NOUN sc-1132 39 73 types type NOUN sc-1132 39 74 from from ADP sc-1132 39 75 several several ADJ sc-1132 39 76 perspectives perspective NOUN sc-1132 39 77 with with ADP sc-1132 39 78 the the DET sc-1132 39 79 use use NOUN sc-1132 39 80 of of ADP sc-1132 39 81 bigdata bigdata NOUN sc-1132 39 82 methods method NOUN sc-1132 39 83 . . PUNCT sc-1132 40 1 when when SCONJ sc-1132 40 2 it it PRON sc-1132 40 3 comes come VERB sc-1132 40 4 to to ADP sc-1132 40 5 telecom telecom NOUN sc-1132 40 6 operators operator NOUN sc-1132 40 7 , , PUNCT sc-1132 40 8 orange orange PROPN sc-1132 40 9 is be AUX sc-1132 40 10 recognized recognize VERB sc-1132 40 11 as as ADP sc-1132 40 12 one one NUM sc-1132 40 13 of of ADP sc-1132 40 14 the the DET sc-1132 40 15 biggest big ADJ sc-1132 40 16 , , PUNCT sc-1132 40 17 and and CCONJ sc-1132 40 18 the the DET sc-1132 40 19 first first ADJ sc-1132 40 20 challenge challenge NOUN sc-1132 40 21 , , PUNCT sc-1132 40 22 " " PUNCT sc-1132 40 23 d4d d4d ADJ sc-1132 40 24 challenge challenge NOUN sc-1132 40 25 " " PUNCT sc-1132 40 26 was be AUX sc-1132 40 27 launched launch VERB sc-1132 40 28 in in ADP sc-1132 40 29 2013 2013 NUM sc-1132 40 30 . . PUNCT sc-1132 41 1 they they PRON sc-1132 41 2 invited invite VERB sc-1132 41 3 different different ADJ sc-1132 41 4 candidates candidate NOUN sc-1132 41 5 through through ADP sc-1132 41 6 this this DET sc-1132 41 7 challenge challenge NOUN sc-1132 41 8 from from ADP sc-1132 41 9 around around ADP sc-1132 41 10 the the DET sc-1132 41 11 globe.addition globe.addition NOUN sc-1132 41 12 to to ADP sc-1132 41 13 it it PRON sc-1132 41 14 , , PUNCT sc-1132 41 15 and and CCONJ sc-1132 41 16 access access NOUN sc-1132 41 17 was be AUX sc-1132 41 18 provided provide VERB sc-1132 41 19 to to ADP sc-1132 41 20 massive massive ADJ sc-1132 41 21 datasets dataset NOUN sc-1132 41 22 of of ADP sc-1132 41 23 cdrs cdr NOUN sc-1132 41 24 for for ADP sc-1132 41 25 developing develop VERB sc-1132 41 26 objectives objective NOUN sc-1132 41 27 of of ADP sc-1132 41 28 their their PRON sc-1132 41 29 customer customer NOUN sc-1132 41 30 satisfaction satisfaction NOUN sc-1132 41 31 and and CCONJ sc-1132 41 32 infrastructures infrastructure NOUN sc-1132 41 33 as as ADP sc-1132 41 34 a a DET sc-1132 41 35 source source NOUN sc-1132 41 36 of of ADP sc-1132 41 37 gaining gain VERB sc-1132 41 38 more more ADJ sc-1132 41 39 revenues revenue NOUN sc-1132 41 40 . . PUNCT sc-1132 42 1 successful successful ADJ sc-1132 42 2 outcomes outcome NOUN sc-1132 42 3 have have AUX sc-1132 42 4 resulted result VERB sc-1132 42 5 in in ADP sc-1132 42 6 scientific scientific ADJ sc-1132 42 7 work work NOUN sc-1132 42 8 , , PUNCT sc-1132 42 9 which which PRON sc-1132 42 10 encouraged encourage VERB sc-1132 42 11 the the DET sc-1132 42 12 organization organization NOUN sc-1132 42 13 to to PART sc-1132 42 14 launch launch VERB sc-1132 42 15 a a DET sc-1132 42 16 second second ADJ sc-1132 42 17 challenge challenge NOUN sc-1132 42 18 during during ADP sc-1132 42 19 the the DET sc-1132 42 20 mobile mobile ADJ sc-1132 42 21 conference conference NOUN sc-1132 42 22 of of ADP sc-1132 42 23 net net NOUN sc-1132 42 24 in in ADP sc-1132 42 25 april april PROPN sc-1132 42 26 2015 2015 NUM sc-1132 43 1 [ [ X sc-1132 43 2 9 9 NUM sc-1132 43 3 ] ] PUNCT sc-1132 43 4 . . PUNCT sc-1132 44 1 in in ADP sc-1132 44 2 europe europe PROPN sc-1132 44 3 , , PUNCT sc-1132 44 4 telecom telecom PROPN sc-1132 44 5 italian italian PROPN sc-1132 44 6 is be AUX sc-1132 44 7 also also ADV sc-1132 44 8 a a DET sc-1132 44 9 recognized recognize VERB sc-1132 44 10 mobile mobile ADJ sc-1132 44 11 operator operator NOUN sc-1132 44 12 that that PRON sc-1132 44 13 faces face VERB sc-1132 44 14 the the DET sc-1132 44 15 same same ADJ sc-1132 44 16 challenges challenge NOUN sc-1132 44 17 of of ADP sc-1132 44 18 big big ADJ sc-1132 44 19 data datum NOUN sc-1132 44 20 , , PUNCT sc-1132 44 21 and2014 and2014 NOUN sc-1132 44 22 , , PUNCT sc-1132 44 23 big big ADJ sc-1132 44 24 data datum NOUN sc-1132 44 25 challenge challenge NOUN sc-1132 44 26 ’s ’s PART sc-1132 44 27 first first ADJ sc-1132 44 28 edition edition NOUN sc-1132 44 29 was be AUX sc-1132 44 30 launched launch VERB sc-1132 44 31 by by ADP sc-1132 44 32 its its PRON sc-1132 44 33 [ [ X sc-1132 44 34 10 10 NUM sc-1132 44 35 ] ] PUNCT sc-1132 44 36 . . PUNCT sc-1132 45 1 3 3 X sc-1132 45 2 . . X sc-1132 45 3 techniques technique NOUN sc-1132 45 4 and and CCONJ sc-1132 45 5 methodology methodology NOUN sc-1132 45 6 in in ADP sc-1132 45 7 the the DET sc-1132 45 8 analysis analysis NOUN sc-1132 45 9 of of ADP sc-1132 45 10 these these DET sc-1132 45 11 datasets dataset NOUN sc-1132 45 12 , , PUNCT sc-1132 45 13 different different ADJ sc-1132 45 14 techniques technique NOUN sc-1132 45 15 and and CCONJ sc-1132 45 16 methods method NOUN sc-1132 45 17 are be AUX sc-1132 45 18 utilized utilize VERB sc-1132 45 19 . . PUNCT sc-1132 46 1 some some PRON sc-1132 46 2 of of ADP sc-1132 46 3 the the DET sc-1132 46 4 techniques technique NOUN sc-1132 46 5 utilized utilize VERB sc-1132 46 6 in in ADP sc-1132 46 7 this this DET sc-1132 46 8 work work NOUN sc-1132 46 9 include include VERB sc-1132 46 10 data datum NOUN sc-1132 46 11 visualization visualization NOUN sc-1132 46 12 , , PUNCT sc-1132 46 13 prediction prediction NOUN sc-1132 46 14 , , PUNCT sc-1132 46 15 and and CCONJ sc-1132 46 16 clustering clustering NOUN sc-1132 46 17 . . PUNCT sc-1132 47 1 we we PRON sc-1132 47 2 followed follow VERB sc-1132 47 3 the the DET sc-1132 47 4 framework framework NOUN sc-1132 47 5 for for ADP sc-1132 47 6 obtaining obtain VERB sc-1132 47 7 the the DET sc-1132 47 8 optimum optimum ADJ sc-1132 47 9 outcomes outcome NOUN sc-1132 47 10 from from ADP sc-1132 47 11 datasets dataset NOUN sc-1132 47 12 . . PUNCT sc-1132 48 1 pre pre ADJ sc-1132 48 2 - - ADJ sc-1132 48 3 processing processing NOUN sc-1132 48 4 is be AUX sc-1132 48 5 the the DET sc-1132 48 6 first first ADJ sc-1132 48 7 step step NOUN sc-1132 48 8 , , PUNCT sc-1132 48 9 and and CCONJ sc-1132 48 10 it it PRON sc-1132 48 11 is be AUX sc-1132 48 12 considered consider VERB sc-1132 48 13 an an DET sc-1132 48 14 essential essential ADJ sc-1132 48 15 step step NOUN sc-1132 48 16 while while SCONJ sc-1132 48 17 using use VERB sc-1132 48 18 massive massive ADJ sc-1132 48 19 data datum NOUN sc-1132 48 20 , , PUNCT sc-1132 48 21 and and CCONJ sc-1132 48 22 in in ADP sc-1132 48 23 understanding understand VERB sc-1132 48 24 the the DET sc-1132 48 25 hidden hidden ADJ sc-1132 48 26 patterns pattern NOUN sc-1132 48 27 existing exist VERB sc-1132 48 28 in in ADP sc-1132 48 29 the the DET sc-1132 48 30 data datum NOUN sc-1132 48 31 . . PUNCT sc-1132 49 1 the the DET sc-1132 49 2 next next ADJ sc-1132 49 3 step step NOUN sc-1132 49 4 is be AUX sc-1132 49 5 concerned concern VERB sc-1132 49 6 with with ADP sc-1132 49 7 defining define VERB sc-1132 49 8 analysis analysis NOUN sc-1132 49 9 type type NOUN sc-1132 49 10 and and CCONJ sc-1132 49 11 necessary necessary ADJ sc-1132 49 12 tools tool NOUN sc-1132 49 13 for for ADP sc-1132 49 14 it it PRON sc-1132 49 15 , , PUNCT sc-1132 49 16 the the DET sc-1132 49 17 application application NOUN sc-1132 49 18 type type NOUN sc-1132 49 19 is be AUX sc-1132 49 20 driven drive VERB sc-1132 49 21 by by ADP sc-1132 49 22 it it PRON sc-1132 49 23 , , PUNCT sc-1132 49 24 and and CCONJ sc-1132 49 25 which which DET sc-1132 49 26 type type NOUN sc-1132 49 27 of of ADP sc-1132 49 28 information information NOUN sc-1132 49 29 might might AUX sc-1132 49 30 be be AUX sc-1132 49 31 needed need VERB sc-1132 49 32 for for ADP sc-1132 49 33 it it PRON sc-1132 49 34 . . PUNCT sc-1132 50 1 finally finally ADV sc-1132 50 2 , , PUNCT sc-1132 50 3 based base VERB sc-1132 50 4 on on ADP sc-1132 50 5 the the DET sc-1132 50 6 results result NOUN sc-1132 50 7 , , PUNCT sc-1132 50 8 the the DET sc-1132 50 9 best good ADJ sc-1132 50 10 applications application NOUN sc-1132 50 11 are be AUX sc-1132 50 12 determined determine VERB sc-1132 50 13 for for ADP sc-1132 50 14 this this DET sc-1132 50 15 analysis analysis NOUN sc-1132 50 16 . . PUNCT sc-1132 51 1 3.1 3.1 NUM sc-1132 51 2 . . PUNCT sc-1132 51 3 data datum NOUN sc-1132 51 4 set set VERB sc-1132 51 5 millions million NOUN sc-1132 51 6 of of ADP sc-1132 51 7 records record NOUN sc-1132 51 8 are be AUX sc-1132 51 9 included include VERB sc-1132 51 10 in in ADP sc-1132 51 11 a a DET sc-1132 51 12 dataset dataset NOUN sc-1132 51 13 between between ADP sc-1132 51 14 december december PROPN sc-1132 51 15 and and CCONJ sc-1132 51 16 november november PROPN sc-1132 51 17 2013 2013 NUM sc-1132 51 18 . . PUNCT sc-1132 52 1 in in ADP sc-1132 52 2 2014 2014 NUM sc-1132 52 3 , , PUNCT sc-1132 52 4 these these DET sc-1132 52 5 datasets dataset NOUN sc-1132 52 6 were be AUX sc-1132 52 7 a a DET sc-1132 52 8 component component NOUN sc-1132 52 9 of of ADP sc-1132 52 10 the the DET sc-1132 52 11 big big ADJ sc-1132 52 12 data data NOUN sc-1132 52 13 challenge challenge NOUN sc-1132 52 14 of of ADP sc-1132 52 15 telecom telecom PROPN sc-1132 52 16 italian italian PROPN sc-1132 52 17 . . PUNCT sc-1132 53 1 it it PRON sc-1132 53 2 was be AUX sc-1132 53 3 quite quite ADV sc-1132 53 4 ironic ironic ADJ sc-1132 53 5 and and CCONJ sc-1132 53 6 included include VERB sc-1132 53 7 different different ADJ sc-1132 53 8 types type NOUN sc-1132 53 9 of of ADP sc-1132 53 10 telecommunications telecommunication NOUN sc-1132 53 11 , , PUNCT sc-1132 53 12 including include VERB sc-1132 53 13 electricity electricity NOUN sc-1132 53 14 data datum NOUN sc-1132 53 15 , , PUNCT sc-1132 53 16 weather weather NOUN sc-1132 53 17 forecasting forecasting NOUN sc-1132 53 18 , , PUNCT sc-1132 53 19 news news NOUN sc-1132 53 20 , , PUNCT sc-1132 53 21 and and CCONJ sc-1132 53 22 social social ADJ sc-1132 53 23 networking networking NOUN sc-1132 53 24 . . PUNCT sc-1132 54 1 telecom telecom PROPN sc-1132 54 2 italian italian PROPN sc-1132 54 3 has have AUX sc-1132 54 4 formed form VERB sc-1132 54 5 an an DET sc-1132 54 6 original original ADJ sc-1132 54 7 dataset dataset NOUN sc-1132 54 8 with with ADP sc-1132 54 9 the the DET sc-1132 54 10 connotation connotation NOUN sc-1132 54 11 of of ADP sc-1132 54 12 some some DET sc-1132 54 13 specific specific ADJ sc-1132 54 14 labs lab NOUN sc-1132 54 15 . . PUNCT sc-1132 55 1 the the DET sc-1132 55 2 institutes institute NOUN sc-1132 55 3 included include VERB sc-1132 55 4 in in ADP sc-1132 55 5 them they PRON sc-1132 55 6 are be AUX sc-1132 55 7 : : PUNCT sc-1132 55 8 • • NUM sc-1132 55 9 fondazione fondazione NOUN sc-1132 55 10 bruno bruno PROPN sc-1132 55 11 kessler kessler PROPN sc-1132 55 12 . . PUNCT sc-1132 56 1 • • INTJ sc-1132 56 2 eit eit PROPN sc-1132 56 3 ict ict PROPN sc-1132 56 4 labs lab NOUN sc-1132 56 5 . . PUNCT sc-1132 57 1 • • NUM sc-1132 57 2 trento trento PROPN sc-1132 57 3 and and CCONJ sc-1132 57 4 trento trento PROPN sc-1132 57 5 rise rise PROPN sc-1132 57 6 institute institute PROPN sc-1132 57 7 . . PUNCT sc-1132 58 1 • • PROPN sc-1132 58 2 milan milan PROPN sc-1132 58 3 polytechnic polytechnic PROPN sc-1132 58 4 university university PROPN sc-1132 58 5 . . PUNCT sc-1132 59 1 • • NUM sc-1132 59 2 mit mit NOUN sc-1132 59 3 media medium NOUN sc-1132 59 4 labs lab NOUN sc-1132 59 5 . . PUNCT sc-1132 60 1 before before SCONJ sc-1132 60 2 the the DET sc-1132 60 3 first first ADJ sc-1132 60 4 dataset dataset NOUN sc-1132 60 5 is be AUX sc-1132 60 6 released release VERB sc-1132 60 7 , , PUNCT sc-1132 60 8 the the DET sc-1132 60 9 attention attention NOUN sc-1132 60 10 of of ADP sc-1132 60 11 partakers partaker NOUN sc-1132 60 12 is be AUX sc-1132 60 13 considered consider VERB sc-1132 60 14 . . PUNCT sc-1132 61 1 the the DET sc-1132 61 2 demand demand NOUN sc-1132 61 3 is be AUX sc-1132 61 4 nevertheless nevertheless ADV sc-1132 61 5 being be AUX sc-1132 61 6 increased increase VERB sc-1132 61 7 at at ADP sc-1132 61 8 the the DET sc-1132 61 9 competition competition NOUN sc-1132 61 10 ’s ’s PART sc-1132 61 11 end end NOUN sc-1132 61 12 for for ADP sc-1132 61 13 datasets dataset NOUN sc-1132 61 14 , , PUNCT sc-1132 61 15 which which PRON sc-1132 61 16 has have AUX sc-1132 61 17 become become VERB sc-1132 61 18 an an DET sc-1132 61 19 initiative initiative NOUN sc-1132 61 20 or or CCONJ sc-1132 61 21 measure measure NOUN sc-1132 61 22 towards towards ADP sc-1132 61 23 " " PUNCT sc-1132 61 24 open open VERB sc-1132 61 25 big big ADJ sc-1132 61 26 data datum NOUN sc-1132 61 27 . . PUNCT sc-1132 61 28 " " PUNCT sc-1132 62 1 datasets dataset NOUN sc-1132 62 2 , , PUNCT sc-1132 62 3 following follow VERB sc-1132 62 4 [ [ X sc-1132 62 5 10 10 NUM sc-1132 62 6 ] ] PUNCT sc-1132 62 7 , , PUNCT sc-1132 62 8 were be AUX sc-1132 62 9 freely freely ADV sc-1132 62 10 published publish VERB sc-1132 62 11 for for ADP sc-1132 62 12 improving improve VERB sc-1132 62 13 the the DET sc-1132 62 14 dataset dataset NOUN sc-1132 62 15 used use VERB sc-1132 62 16 in in ADP sc-1132 62 17 the the DET sc-1132 62 18 society society NOUN sc-1132 62 19 . . PUNCT sc-1132 63 1 telecom telecom PROPN sc-1132 63 2 italian italian PROPN sc-1132 63 3 generated generate VERB sc-1132 63 4 a a DET sc-1132 63 5 dataset dataset NOUN sc-1132 63 6 that that PRON sc-1132 63 7 is be AUX sc-1132 63 8 a a DET sc-1132 63 9 consequence consequence NOUN sc-1132 63 10 of of ADP sc-1132 63 11 evaluation evaluation NOUN sc-1132 63 12 or or CCONJ sc-1132 63 13 calculation calculation NOUN sc-1132 63 14 upon upon SCONJ sc-1132 63 15 the the DET sc-1132 63 16 call call NOUN sc-1132 63 17 detail detail NOUN sc-1132 63 18 records record NOUN sc-1132 63 19 for for ADP sc-1132 63 20 subscribers subscriber NOUN sc-1132 63 21 of of ADP sc-1132 63 22 milano milano PROPN sc-1132 63 23 city city PROPN sc-1132 63 24 . . PUNCT sc-1132 64 1 cdrs cdrs PROPN sc-1132 64 2 record record NOUN sc-1132 64 3 user user NOUN sc-1132 64 4 activities activity NOUN sc-1132 64 5 for for ADP sc-1132 64 6 billing billing NOUN sc-1132 64 7 and and CCONJ sc-1132 64 8 network network NOUN sc-1132 64 9 management management NOUN sc-1132 64 10 , , PUNCT sc-1132 64 11 but but CCONJ sc-1132 64 12 our our PRON sc-1132 64 13 research research NOUN sc-1132 64 14 focuses focus VERB sc-1132 64 15 on on ADP sc-1132 64 16 the the DET sc-1132 64 17 use use NOUN sc-1132 64 18 of of ADP sc-1132 64 19 dataset dataset NOUN sc-1132 64 20 for for ADP sc-1132 64 21 different different ADJ sc-1132 64 22 applications application NOUN sc-1132 64 23 rather rather ADV sc-1132 64 24 than than ADP sc-1132 64 25 utilizing utilize VERB sc-1132 64 26 it it PRON sc-1132 64 27 for for ADP sc-1132 64 28 traditional traditional ADJ sc-1132 64 29 activity activity NOUN sc-1132 64 30 . . PUNCT sc-1132 65 1 information information NOUN sc-1132 65 2 included include VERB sc-1132 65 3 in in ADP sc-1132 65 4 dataset dataset NOUN sc-1132 65 5 described describe VERB sc-1132 65 6 in in ADP sc-1132 65 7 [ [ X sc-1132 65 8 10 10 NUM sc-1132 65 9 ] ] PUNCT sc-1132 65 10 , , PUNCT sc-1132 65 11 it it PRON sc-1132 65 12 consists consist VERB sc-1132 65 13 of of ADP sc-1132 65 14 main main ADJ sc-1132 65 15 eight eight NUM sc-1132 65 16 variables variable NOUN sc-1132 65 17 : : PUNCT sc-1132 65 18 • • NUM sc-1132 65 19 square square NOUN sc-1132 65 20 i i PROPN sc-1132 65 21 d d PROPN sc-1132 65 22 : : PUNCT sc-1132 65 23 the the DET sc-1132 65 24 square square PROPN sc-1132 65 25 i i PROPN sc-1132 65 26 d d PROPN sc-1132 65 27 , , PUNCT sc-1132 65 28 which which PRON sc-1132 65 29 is be AUX sc-1132 65 30 the the DET sc-1132 65 31 portion portion NOUN sc-1132 65 32 of of ADP sc-1132 65 33 milan milan PROPN sc-1132 65 34 grid grid PROPN sc-1132 65 35 . . PUNCT sc-1132 66 1 • • NUM sc-1132 66 2 time time NOUN sc-1132 66 3 interval interval NOUN sc-1132 66 4 : : PUNCT sc-1132 66 5 the the DET sc-1132 66 6 start start NOUN sc-1132 66 7 of of ADP sc-1132 66 8 the the DET sc-1132 66 9 time time NOUN sc-1132 66 10 interval interval NOUN sc-1132 66 11 can can AUX sc-1132 66 12 be be AUX sc-1132 66 13 stated state VERB sc-1132 66 14 as as ADP sc-1132 66 15 the the DET sc-1132 66 16 number number NOUN sc-1132 66 17 of of ADP sc-1132 66 18 milliseconds millisecond NOUN sc-1132 66 19 passed pass VERB sc-1132 66 20 till till SCONJ sc-1132 66 21 1st 1st ADJ sc-1132 66 22 january january PROPN sc-1132 66 23 1970 1970 NUM sc-1132 66 24 from from ADP sc-1132 66 25 the the DET sc-1132 66 26 unix unix PROPN sc-1132 66 27 epoch epoch NOUN sc-1132 66 28 at at ADP sc-1132 66 29 utc utc PROPN sc-1132 66 30 . . PROPN sc-1132 66 31 in in ADP sc-1132 66 32 addition addition NOUN sc-1132 66 33 , , PUNCT sc-1132 66 34 of of ADP sc-1132 66 35 10 10 NUM sc-1132 66 36 minutes minute NOUN sc-1132 66 37 ( ( PUNCT sc-1132 66 38 600000 600000 NUM sc-1132 66 39 milliseconds millisecond NOUN sc-1132 66 40 ) ) PUNCT sc-1132 66 41 to to ADP sc-1132 66 42 this this DET sc-1132 66 43 value value NOUN sc-1132 66 44 , , PUNCT sc-1132 66 45 the the DET sc-1132 66 46 time time NOUN sc-1132 66 47 interval interval NOUN sc-1132 66 48 can can AUX sc-1132 66 49 be be AUX sc-1132 66 50 achieved achieve VERB sc-1132 66 51 . . PUNCT sc-1132 67 1 • • NUM sc-1132 67 2 country country NOUN sc-1132 67 3 code code NOUN sc-1132 67 4 : : PUNCT sc-1132 67 5 it it PRON sc-1132 67 6 is be AUX sc-1132 67 7 the the DET sc-1132 67 8 local local ADJ sc-1132 67 9 code code NOUN sc-1132 67 10 of of ADP sc-1132 67 11 a a DET sc-1132 67 12 country country NOUN sc-1132 67 13 for for ADP sc-1132 67 14 phones phone NOUN sc-1132 67 15 . . PUNCT sc-1132 68 1 • • NUM sc-1132 68 2 sms sms NOUN sc-1132 68 3 - - PUNCT sc-1132 68 4 in in ADP sc-1132 68 5 activity activity NOUN sc-1132 68 6 : : PUNCT sc-1132 68 7 the the DET sc-1132 68 8 sms sms NOUN sc-1132 68 9 activity activity NOUN sc-1132 68 10 is be AUX sc-1132 68 11 receiving receive VERB sc-1132 68 12 the the DET sc-1132 68 13 inside inside ADJ sc-1132 68 14 square square NOUN sc-1132 69 1 i i PROPN sc-1132 69 2 d d PROPN sc-1132 69 3 throughout throughout ADP sc-1132 69 4 the the DET sc-1132 69 5 time time NOUN sc-1132 69 6 interval interval NOUN sc-1132 69 7 • • NUM sc-1132 69 8 sms sms PROPN sc-1132 69 9 - - PUNCT sc-1132 69 10 out out ADP sc-1132 69 11 activity activity NOUN sc-1132 69 12 : : PUNCT sc-1132 69 13 the the DET sc-1132 69 14 sms sms NOUN sc-1132 69 15 activity activity NOUN sc-1132 69 16 is be AUX sc-1132 69 17 sending send VERB sc-1132 69 18 the the DET sc-1132 69 19 inside inside ADJ sc-1132 69 20 square square NOUN sc-1132 69 21 i i PROPN sc-1132 69 22 d d PROPN sc-1132 69 23 throughout throughout ADP sc-1132 69 24 the the DET sc-1132 69 25 time time NOUN sc-1132 69 26 interval interval NOUN sc-1132 69 27 . . PUNCT sc-1132 70 1 • • NUM sc-1132 70 2 call call VERB sc-1132 70 3 - - PUNCT sc-1132 70 4 in in ADP sc-1132 70 5 activity activity NOUN sc-1132 70 6 : : PUNCT sc-1132 70 7 the the DET sc-1132 70 8 calls call NOUN sc-1132 70 9 activity activity NOUN sc-1132 70 10 is be AUX sc-1132 70 11 receiving receive VERB sc-1132 70 12 the the DET sc-1132 70 13 inside inside ADJ sc-1132 70 14 square square NOUN sc-1132 71 1 i i PROPN sc-1132 71 2 d d PROPN sc-1132 71 3 throughout throughout ADP sc-1132 71 4 the the DET sc-1132 71 5 time time NOUN sc-1132 71 6 interval interval NOUN sc-1132 71 7 . . PUNCT sc-1132 72 1 • • NUM sc-1132 72 2 calls call NOUN sc-1132 72 3 - - PUNCT sc-1132 72 4 out out ADP sc-1132 72 5 activity activity NOUN sc-1132 72 6 : : PUNCT sc-1132 72 7 the the DET sc-1132 72 8 sms sms NOUN sc-1132 72 9 activity activity NOUN sc-1132 72 10 is be AUX sc-1132 72 11 issuing issue VERB sc-1132 72 12 the the DET sc-1132 72 13 inside inside ADJ sc-1132 72 14 square square NOUN sc-1132 73 1 i i PROPN sc-1132 73 2 d d PROPN sc-1132 73 3 throughout throughout ADP sc-1132 73 4 the the DET sc-1132 73 5 time time NOUN sc-1132 73 6 interval interval NOUN sc-1132 73 7 . . PUNCT sc-1132 74 1 3 3 NUM sc-1132 74 2 big big ADJ sc-1132 74 3 data datum NOUN sc-1132 74 4 in in ADP sc-1132 74 5 telecom telecom NOUN sc-1132 74 6 industry industry NOUN sc-1132 74 7 : : PUNCT sc-1132 74 8 effective effective ADJ sc-1132 74 9 predictive predictive ADJ sc-1132 74 10 techniques technique NOUN sc-1132 74 11 on on ADP sc-1132 74 12 cdrs cdrs PROPN sc-1132 74 13 eai eai PROPN sc-1132 74 14 endorsed endorse VERB sc-1132 74 15 transactions transaction NOUN sc-1132 74 16 on on ADP sc-1132 74 17 smart smart ADJ sc-1132 74 18 cities city NOUN sc-1132 74 19 06 06 NUM sc-1132 74 20 2020 2020 NUM sc-1132 74 21 07 07 NUM sc-1132 74 22 2020 2020 NUM sc-1132 74 23 | | ADV sc-1132 74 24 volume volume NOUN sc-1132 74 25 4 4 NUM sc-1132 74 26 | | ADV sc-1132 74 27 issue issue VERB sc-1132 74 28 11 11 NUM sc-1132 74 29 | | NOUN sc-1132 74 30 e1 e1 VERB sc-1132 74 31 • • NOUN sc-1132 74 32 internet internet NOUN sc-1132 74 33 traffic traffic NOUN sc-1132 74 34 activity activity NOUN sc-1132 74 35 : : PUNCT sc-1132 74 36 the the DET sc-1132 74 37 internet internet NOUN sc-1132 74 38 traffic traffic NOUN sc-1132 74 39 activity activity NOUN sc-1132 74 40 is be AUX sc-1132 74 41 issuing issue VERB sc-1132 74 42 the the DET sc-1132 74 43 inside inside ADJ sc-1132 74 44 square square NOUN sc-1132 75 1 i i PROPN sc-1132 75 2 d d PROPN sc-1132 75 3 throughout throughout ADP sc-1132 75 4 the the DET sc-1132 75 5 time time NOUN sc-1132 75 6 interval interval NOUN sc-1132 75 7 and and CCONJ sc-1132 75 8 by by ADP sc-1132 75 9 the the DET sc-1132 75 10 state state NOUN sc-1132 75 11 of of ADP sc-1132 75 12 the the DET sc-1132 75 13 user user NOUN sc-1132 75 14 all all DET sc-1132 75 15 these these DET sc-1132 75 16 activities activity NOUN sc-1132 75 17 are be AUX sc-1132 75 18 recognized recognize VERB sc-1132 75 19 from from ADP sc-1132 75 20 the the DET sc-1132 75 21 country country NOUN sc-1132 75 22 code code NOUN sc-1132 75 23 . . PUNCT sc-1132 76 1 we we PRON sc-1132 76 2 have have VERB sc-1132 76 3 a a DET sc-1132 76 4 few few ADJ sc-1132 76 5 types type NOUN sc-1132 76 6 of of ADP sc-1132 76 7 call call NOUN sc-1132 76 8 detail detail NOUN sc-1132 76 9 records record NOUN sc-1132 76 10 for for ADP sc-1132 76 11 generating generate VERB sc-1132 76 12 the the DET sc-1132 76 13 datasets dataset NOUN sc-1132 76 14 which which PRON sc-1132 76 15 are be AUX sc-1132 76 16 related relate VERB sc-1132 76 17 to to ADP sc-1132 76 18 these these DET sc-1132 76 19 activities activity NOUN sc-1132 76 20 : : PUNCT sc-1132 76 21 before before SCONJ sc-1132 76 22 the the DET sc-1132 76 23 first first ADJ sc-1132 76 24 data data NOUN sc-1132 76 25 - - PUNCT sc-1132 76 26 set set NOUN sc-1132 76 27 is be AUX sc-1132 76 28 released release VERB sc-1132 76 29 , , PUNCT sc-1132 76 30 the the DET sc-1132 76 31 attention attention NOUN sc-1132 76 32 of of ADP sc-1132 76 33 partakers partaker NOUN sc-1132 76 34 is be AUX sc-1132 76 35 considered consider VERB sc-1132 76 36 . . PUNCT sc-1132 77 1 the the DET sc-1132 77 2 demand demand NOUN sc-1132 77 3 is be AUX sc-1132 77 4 nevertheless nevertheless ADV sc-1132 77 5 being be AUX sc-1132 77 6 increased increase VERB sc-1132 77 7 at at ADP sc-1132 77 8 the the DET sc-1132 77 9 competition competition NOUN sc-1132 77 10 ’s ’s PART sc-1132 77 11 end end NOUN sc-1132 77 12 for for ADP sc-1132 77 13 data data NOUN sc-1132 77 14 - - PUNCT sc-1132 77 15 sets set NOUN sc-1132 77 16 , , PUNCT sc-1132 77 17 which which PRON sc-1132 77 18 has have AUX sc-1132 77 19 become become VERB sc-1132 77 20 an an DET sc-1132 77 21 initiative initiative NOUN sc-1132 77 22 or or CCONJ sc-1132 77 23 measure measure NOUN sc-1132 77 24 towards towards ADP sc-1132 77 25 " " PUNCT sc-1132 77 26 open open VERB sc-1132 77 27 big big ADJ sc-1132 77 28 data datum NOUN sc-1132 77 29 . . PUNCT sc-1132 77 30 " " PUNCT sc-1132 78 1 datasets dataset NOUN sc-1132 78 2 , , PUNCT sc-1132 78 3 following follow VERB sc-1132 78 4 [ [ X sc-1132 78 5 10 10 NUM sc-1132 78 6 ] ] PUNCT sc-1132 78 7 , , PUNCT sc-1132 78 8 were be AUX sc-1132 78 9 freely freely ADV sc-1132 78 10 published publish VERB sc-1132 78 11 for for ADP sc-1132 78 12 improving improve VERB sc-1132 78 13 the the DET sc-1132 78 14 dataset dataset NOUN sc-1132 78 15 used use VERB sc-1132 78 16 in in ADP sc-1132 78 17 the the DET sc-1132 78 18 society society NOUN sc-1132 78 19 . . PUNCT sc-1132 79 1 information information NOUN sc-1132 79 2 included include VERB sc-1132 79 3 in in ADP sc-1132 79 4 dataset dataset NOUN sc-1132 79 5 described describe VERB sc-1132 79 6 in in ADP sc-1132 79 7 [ [ X sc-1132 79 8 10 10 NUM sc-1132 79 9 ] ] PUNCT sc-1132 79 10 , , PUNCT sc-1132 79 11 it it PRON sc-1132 79 12 consists consist VERB sc-1132 79 13 of of ADP sc-1132 79 14 main main ADJ sc-1132 79 15 eight eight NUM sc-1132 79 16 variables variable NOUN sc-1132 79 17 : : PUNCT sc-1132 79 18 • • NUM sc-1132 79 19 received receive VERB sc-1132 79 20 sms sm NOUN sc-1132 79 21 : : PUNCT sc-1132 79 22 every every DET sc-1132 79 23 time time NOUN sc-1132 79 24 when when SCONJ sc-1132 79 25 a a DET sc-1132 79 26 user user NOUN sc-1132 79 27 receives receive VERB sc-1132 79 28 an an DET sc-1132 79 29 sms sm NOUN sc-1132 79 30 . . PUNCT sc-1132 80 1 • • NUM sc-1132 80 2 sent send VERB sc-1132 80 3 sms sm NOUN sc-1132 80 4 : : PUNCT sc-1132 80 5 every every DET sc-1132 80 6 time time NOUN sc-1132 80 7 when when SCONJ sc-1132 80 8 a a DET sc-1132 80 9 user user NOUN sc-1132 80 10 sent send VERB sc-1132 80 11 an an DET sc-1132 80 12 sms sm NOUN sc-1132 80 13 . . PUNCT sc-1132 81 1 • • NUM sc-1132 81 2 incoming incoming ADJ sc-1132 81 3 call call NOUN sc-1132 81 4 : : PUNCT sc-1132 81 5 every every DET sc-1132 81 6 time time NOUN sc-1132 81 7 when when SCONJ sc-1132 81 8 a a DET sc-1132 81 9 user user NOUN sc-1132 81 10 receives receive VERB sc-1132 81 11 a a DET sc-1132 81 12 call call NOUN sc-1132 81 13 . . PUNCT sc-1132 82 1 • • NUM sc-1132 82 2 outgoing outgoing ADJ sc-1132 82 3 call call NOUN sc-1132 82 4 : : PUNCT sc-1132 82 5 every every DET sc-1132 82 6 time time NOUN sc-1132 82 7 when when SCONJ sc-1132 82 8 a a DET sc-1132 82 9 user user NOUN sc-1132 82 10 issued issue VERB sc-1132 82 11 a a DET sc-1132 82 12 call call NOUN sc-1132 82 13 . . PUNCT sc-1132 83 1 • • NUM sc-1132 83 2 internet internet NOUN sc-1132 83 3 : : PUNCT sc-1132 83 4 every every DET sc-1132 83 5 time time NOUN sc-1132 83 6 when when SCONJ sc-1132 83 7 a a DET sc-1132 83 8 user user NOUN sc-1132 83 9 starts start VERB sc-1132 83 10 or or CCONJ sc-1132 83 11 end end VERB sc-1132 83 12 an an DET sc-1132 83 13 internet internet NOUN sc-1132 83 14 connection connection NOUN sc-1132 83 15 . . PUNCT sc-1132 84 1 throughout throughout ADP sc-1132 84 2 the the DET sc-1132 84 3 similar similar ADJ sc-1132 84 4 internet internet NOUN sc-1132 84 5 connection connection NOUN sc-1132 84 6 one one NUM sc-1132 84 7 of of ADP sc-1132 84 8 the the DET sc-1132 84 9 below below ADJ sc-1132 84 10 restrictions restriction NOUN sc-1132 84 11 is be AUX sc-1132 84 12 reached reach VERB sc-1132 84 13 : : PUNCT sc-1132 84 14 • • NUM sc-1132 84 15 15 15 NUM sc-1132 84 16 minutes minute NOUN sc-1132 84 17 after after ADP sc-1132 84 18 producing produce VERB sc-1132 84 19 the the DET sc-1132 84 20 final final ADJ sc-1132 84 21 cdr cdr NOUN sc-1132 84 22 • • NUM sc-1132 84 23 5 5 NUM sc-1132 84 24 mb mb NOUN sc-1132 84 25 after after ADP sc-1132 84 26 producing produce VERB sc-1132 84 27 the the DET sc-1132 84 28 final final ADJ sc-1132 84 29 cdr cdr NOUN sc-1132 84 30 this this DET sc-1132 84 31 data data NOUN sc-1132 84 32 - - PUNCT sc-1132 84 33 set set NOUN sc-1132 84 34 was be AUX sc-1132 84 35 formed form VERB sc-1132 84 36 by by ADP sc-1132 84 37 accumulating accumulate VERB sc-1132 84 38 the the DET sc-1132 84 39 above above ADJ sc-1132 84 40 stated stated ADJ sc-1132 84 41 records record NOUN sc-1132 84 42 , , PUNCT sc-1132 84 43 to to PART sc-1132 84 44 deliver deliver VERB sc-1132 84 45 internet internet NOUN sc-1132 84 46 traffic traffic NOUN sc-1132 84 47 , , PUNCT sc-1132 84 48 smss smss PROPN sc-1132 84 49 and and CCONJ sc-1132 84 50 calls call VERB sc-1132 84 51 activities activity NOUN sc-1132 84 52 . . PUNCT sc-1132 85 1 the the DET sc-1132 85 2 level level NOUN sc-1132 85 3 of of ADP sc-1132 85 4 collaboration collaboration NOUN sc-1132 85 5 between between ADP sc-1132 85 6 users user NOUN sc-1132 85 7 and and CCONJ sc-1132 85 8 mobile mobile ADJ sc-1132 85 9 network network NOUN sc-1132 85 10 is be AUX sc-1132 85 11 calculated calculate VERB sc-1132 85 12 through through ADP sc-1132 85 13 this this PRON sc-1132 85 14 . . PUNCT sc-1132 86 1 for for ADP sc-1132 86 2 instance instance NOUN sc-1132 86 3 , , PUNCT sc-1132 86 4 more more ADJ sc-1132 86 5 sms sm NOUN sc-1132 86 6 sending send VERB sc-1132 86 7 by by ADP sc-1132 86 8 a a DET sc-1132 86 9 user user NOUN sc-1132 86 10 results result NOUN sc-1132 86 11 in in ADP sc-1132 86 12 more more ADJ sc-1132 86 13 activity activity NOUN sc-1132 86 14 of of ADP sc-1132 86 15 the the DET sc-1132 86 16 smss smss PROPN sc-1132 86 17 sent send VERB sc-1132 86 18 by by ADP sc-1132 86 19 the the DET sc-1132 86 20 user user NOUN sc-1132 86 21 . . PUNCT sc-1132 87 1 the the DET sc-1132 87 2 smss smss PROPN sc-1132 87 3 and and CCONJ sc-1132 87 4 calls call VERB sc-1132 87 5 activities activity NOUN sc-1132 87 6 are be AUX sc-1132 87 7 having have VERB sc-1132 87 8 the the DET sc-1132 87 9 similar similar ADJ sc-1132 87 10 scale scale NOUN sc-1132 87 11 of of ADP sc-1132 87 12 sizes size NOUN sc-1132 87 13 “ " PUNCT sc-1132 87 14 therefor therefor ADP sc-1132 87 15 they they PRON sc-1132 87 16 are be AUX sc-1132 87 17 analogous analogous ADJ sc-1132 87 18 to to ADP sc-1132 87 19 each each DET sc-1132 87 20 other other ADJ sc-1132 87 21 ” " PUNCT sc-1132 87 22 . . PUNCT sc-1132 88 1 according accord VERB sc-1132 88 2 to to ADP sc-1132 88 3 ( ( PUNCT sc-1132 88 4 data datum NOUN sc-1132 88 5 telecom telecom NOUN sc-1132 88 6 , , PUNCT sc-1132 88 7 2014 2014 NUM sc-1132 88 8 ) ) PUNCT sc-1132 88 9 , , PUNCT sc-1132 88 10 data datum NOUN sc-1132 88 11 - - PUNCT sc-1132 88 12 sets set NOUN sc-1132 88 13 are be AUX sc-1132 88 14 combined combine VERB sc-1132 88 15 in in ADP sc-1132 88 16 four four NUM sc-1132 88 17 - - PUNCT sc-1132 88 18 sided sided ADJ sc-1132 88 19 cells cell NOUN sc-1132 88 20 gird gird VERB sc-1132 88 21 , , PUNCT sc-1132 88 22 as as SCONJ sc-1132 88 23 shown show VERB sc-1132 88 24 in in ADP sc-1132 88 25 figure figure NOUN sc-1132 88 26 1 1 NUM sc-1132 88 27 . . PUNCT sc-1132 88 28 figure figure NOUN sc-1132 88 29 1 1 NUM sc-1132 88 30 . . PUNCT sc-1132 89 1 “ " PUNCT sc-1132 89 2 the the DET sc-1132 89 3 area area NOUN sc-1132 89 4 of of ADP sc-1132 89 5 a a DET sc-1132 89 6 milan milan PROPN sc-1132 89 7 is be AUX sc-1132 89 8 composed compose VERB sc-1132 89 9 of of ADP sc-1132 89 10 a a DET sc-1132 89 11 grid grid NOUN sc-1132 89 12 overlay overlay NOUN sc-1132 89 13 , , PUNCT sc-1132 89 14 which which PRON sc-1132 89 15 is be AUX sc-1132 89 16 1,000 1,000 NUM sc-1132 89 17 squares square NOUN sc-1132 89 18 having have VERB sc-1132 89 19 the the DET sc-1132 89 20 size size NOUN sc-1132 89 21 of of ADP sc-1132 89 22 235 235 NUM sc-1132 89 23 * * SYM sc-1132 89 24 235 235 NUM sc-1132 89 25 meters meter NOUN sc-1132 89 26 . . PUNCT sc-1132 89 27 ” " PUNCT sc-1132 90 1 the the DET sc-1132 90 2 grid grid NOUN sc-1132 90 3 is be AUX sc-1132 90 4 probable probable ADJ sc-1132 90 5 with with ADP sc-1132 90 6 wgs84 wgs84 PROPN sc-1132 90 7 ( ( PUNCT sc-1132 90 8 epsg:4326 epsg:4326 NOUN sc-1132 90 9 ) ) PUNCT sc-1132 90 10 standard standard ADJ sc-1132 90 11 3.2 3.2 NUM sc-1132 90 12 . . PUNCT sc-1132 91 1 methods method NOUN sc-1132 91 2 and and CCONJ sc-1132 91 3 models model NOUN sc-1132 91 4 in in ADP sc-1132 91 5 these these DET sc-1132 91 6 sections section NOUN sc-1132 91 7 , , PUNCT sc-1132 91 8 the the DET sc-1132 91 9 adopted adopt VERB sc-1132 91 10 methods method NOUN sc-1132 91 11 are be AUX sc-1132 91 12 explained explain VERB sc-1132 91 13 : : PUNCT sc-1132 91 14 • • NUM sc-1132 91 15 data data NOUN sc-1132 91 16 visualization visualization NOUN sc-1132 91 17 : : PUNCT sc-1132 91 18 using use VERB sc-1132 91 19 the the DET sc-1132 91 20 right right ADJ sc-1132 91 21 type type NOUN sc-1132 91 22 of of ADP sc-1132 91 23 visualization visualization NOUN sc-1132 91 24 brings bring VERB sc-1132 91 25 insight insight NOUN sc-1132 91 26 into into ADP sc-1132 91 27 the the DET sc-1132 91 28 data datum NOUN sc-1132 91 29 analysis analysis NOUN sc-1132 91 30 process process NOUN sc-1132 91 31 . . PUNCT sc-1132 92 1 explanatory explanatory ADJ sc-1132 92 2 data datum NOUN sc-1132 92 3 analysis(eda analysis(eda PROPN sc-1132 92 4 ) ) PUNCT sc-1132 92 5 executed execute VERB sc-1132 92 6 in in ADP sc-1132 92 7 a a DET sc-1132 92 8 proper proper ADJ sc-1132 92 9 order order NOUN sc-1132 92 10 to to PART sc-1132 92 11 study study VERB sc-1132 92 12 and and CCONJ sc-1132 92 13 expound expound VERB sc-1132 92 14 the the DET sc-1132 92 15 dataset dataset NOUN sc-1132 92 16 . . PUNCT sc-1132 93 1 the the DET sc-1132 93 2 aim aim NOUN sc-1132 93 3 of of ADP sc-1132 93 4 conducted conduct VERB sc-1132 93 5 data datum NOUN sc-1132 93 6 analysis analysis NOUN sc-1132 93 7 , , PUNCT sc-1132 93 8 to to PART sc-1132 93 9 discover discover VERB sc-1132 93 10 the the DET sc-1132 93 11 restriction restriction NOUN sc-1132 93 12 of of ADP sc-1132 93 13 data datum NOUN sc-1132 93 14 , , PUNCT sc-1132 93 15 data datum NOUN sc-1132 93 16 patterns pattern NOUN sc-1132 93 17 , , PUNCT sc-1132 93 18 and and CCONJ sc-1132 93 19 which which DET sc-1132 93 20 unavailable unavailable ADJ sc-1132 93 21 or or CCONJ sc-1132 93 22 missing missing ADJ sc-1132 93 23 variables variable NOUN sc-1132 93 24 . . PUNCT sc-1132 94 1 • • NOUN sc-1132 94 2 clustering clustering NOUN sc-1132 94 3 : : PUNCT sc-1132 94 4 clustering clustering NOUN sc-1132 94 5 procedures procedure NOUN sc-1132 94 6 , , PUNCT sc-1132 94 7 in in ADP sc-1132 94 8 the the DET sc-1132 94 9 data data NOUN sc-1132 94 10 mining mining NOUN sc-1132 94 11 field field NOUN sc-1132 94 12 , , PUNCT sc-1132 94 13 constitute constitute VERB sc-1132 94 14 some some DET sc-1132 94 15 important important ADJ sc-1132 94 16 methods method NOUN sc-1132 94 17 [ [ X sc-1132 94 18 11 11 NUM sc-1132 94 19 ] ] PUNCT sc-1132 94 20 due due ADP sc-1132 94 21 to to ADP sc-1132 94 22 their their PRON sc-1132 94 23 significant significant ADJ sc-1132 94 24 - - PUNCT sc-1132 94 25 high high ADJ sc-1132 94 26 abilities ability NOUN sc-1132 94 27 for for ADP sc-1132 94 28 deducing deduce VERB sc-1132 94 29 connections connection NOUN sc-1132 94 30 among among ADP sc-1132 94 31 different different ADJ sc-1132 94 32 data datum NOUN sc-1132 94 33 objects object NOUN sc-1132 94 34 . . PUNCT sc-1132 95 1 scientists scientist NOUN sc-1132 95 2 have have AUX sc-1132 95 3 primarily primarily ADV sc-1132 95 4 utilized utilize VERB sc-1132 95 5 them they PRON sc-1132 95 6 for for ADP sc-1132 95 7 investigating investigate VERB sc-1132 95 8 datasets dataset NOUN sc-1132 95 9 for for ADP sc-1132 95 10 the the DET sc-1132 95 11 tracing tracing NOUN sc-1132 95 12 of of ADP sc-1132 95 13 mobile mobile NOUN sc-1132 95 14 . . PUNCT sc-1132 96 1 on on ADP sc-1132 96 2 different different ADJ sc-1132 96 3 networks network NOUN sc-1132 96 4 acquired acquire VERB sc-1132 96 5 from from ADP sc-1132 96 6 mobile mobile ADJ sc-1132 96 7 networks network NOUN sc-1132 96 8 , , PUNCT sc-1132 96 9 k k NOUN sc-1132 96 10 - - PUNCT sc-1132 96 11 means means NOUN sc-1132 96 12 is be AUX sc-1132 96 13 implemented implement VERB sc-1132 96 14 the the DET sc-1132 96 15 most most ADJ sc-1132 96 16 , , PUNCT sc-1132 96 17 and and CCONJ sc-1132 96 18 in in ADP sc-1132 96 19 other other ADJ sc-1132 96 20 works work NOUN sc-1132 96 21 , , PUNCT sc-1132 96 22 including include VERB sc-1132 96 23 [ [ X sc-1132 96 24 12 12 NUM sc-1132 96 25 ] ] PUNCT sc-1132 96 26 and and CCONJ sc-1132 96 27 [ [ X sc-1132 96 28 13 13 NUM sc-1132 96 29 ] ] PUNCT sc-1132 96 30 , , PUNCT sc-1132 96 31 it it PRON sc-1132 96 32 provides provide VERB sc-1132 96 33 satisfactory satisfactory ADJ sc-1132 96 34 results result NOUN sc-1132 96 35 . . PUNCT sc-1132 97 1 the the DET sc-1132 97 2 techniques technique NOUN sc-1132 97 3 of of ADP sc-1132 97 4 clustering clustering NOUN sc-1132 97 5 are be AUX sc-1132 97 6 accepted accept VERB sc-1132 97 7 , , PUNCT sc-1132 97 8 either either CCONJ sc-1132 97 9 a a DET sc-1132 97 10 separated separate VERB sc-1132 97 11 approach approach NOUN sc-1132 97 12 or or CCONJ sc-1132 97 13 hierarchical hierarchical ADJ sc-1132 97 14 approaches approach NOUN sc-1132 97 15 . . PUNCT sc-1132 98 1 hierarchical hierarchical ADJ sc-1132 98 2 techniques technique NOUN sc-1132 98 3 arrange arrange NOUN sc-1132 98 4 items item NOUN sc-1132 98 5 into into ADP sc-1132 98 6 a a DET sc-1132 98 7 4 4 NUM sc-1132 98 8 sara sara NOUN sc-1132 98 9 elelimy elelimy NOUN sc-1132 98 10 and and CCONJ sc-1132 98 11 samir samir PROPN sc-1132 98 12 moustafa moustafa PROPN sc-1132 98 13 eai eai PROPN sc-1132 98 14 endorsed endorse VERB sc-1132 98 15 transactions transaction NOUN sc-1132 98 16 on on ADP sc-1132 98 17 smart smart ADJ sc-1132 98 18 cities city NOUN sc-1132 98 19 06 06 NUM sc-1132 98 20 2020 2020 NUM sc-1132 98 21 07 07 NUM sc-1132 98 22 2020 2020 NUM sc-1132 98 23 | | ADV sc-1132 98 24 volume volume NOUN sc-1132 98 25 4 4 NUM sc-1132 98 26 | | ADV sc-1132 98 27 issue issue VERB sc-1132 98 28 11 11 NUM sc-1132 98 29 | | NOUN sc-1132 98 30 e1 e1 NOUN sc-1132 98 31 figure figure NOUN sc-1132 98 32 2 2 NUM sc-1132 98 33 . . PUNCT sc-1132 98 34 diagrams diagram NOUN sc-1132 98 35 to to PART sc-1132 98 36 show show VERB sc-1132 98 37 the the DET sc-1132 98 38 explanatory explanatory ADJ sc-1132 98 39 data datum NOUN sc-1132 98 40 analysis(eda analysis(eda ADJ sc-1132 98 41 ) ) PUNCT sc-1132 98 42 relations relation NOUN sc-1132 98 43 . . PUNCT sc-1132 99 1 hierarchical hierarchical ADJ sc-1132 99 2 structure structure NOUN sc-1132 99 3 , , PUNCT sc-1132 99 4 which which PRON sc-1132 99 5 can can AUX sc-1132 99 6 visually visually ADV sc-1132 99 7 be be AUX sc-1132 99 8 represented represent VERB sc-1132 99 9 diagrammatically diagrammatically ADV sc-1132 99 10 . . PUNCT sc-1132 100 1 hierarchical hierarchical ADJ sc-1132 100 2 algorithms algorithm NOUN sc-1132 100 3 can can AUX sc-1132 100 4 follow follow VERB sc-1132 100 5 an an DET sc-1132 100 6 organized organized ADJ sc-1132 100 7 method method NOUN sc-1132 100 8 or or CCONJ sc-1132 100 9 separated separate VERB sc-1132 100 10 one one NUM sc-1132 100 11 . . PUNCT sc-1132 101 1 however however ADV sc-1132 101 2 , , PUNCT sc-1132 101 3 partitioned partition VERB sc-1132 101 4 clustering cluster VERB sc-1132 101 5 algorithms algorithm NOUN sc-1132 101 6 e.g. e.g. ADV sc-1132 101 7 , , PUNCT sc-1132 101 8 isodata isodata NOUN sc-1132 101 9 and and CCONJ sc-1132 101 10 kmeans kmean NOUN sc-1132 101 11 , , PUNCT sc-1132 101 12 directly directly ADV sc-1132 101 13 group group NOUN sc-1132 101 14 objects object NOUN sc-1132 101 15 into into ADP sc-1132 101 16 numbers number NOUN sc-1132 101 17 of of ADP sc-1132 101 18 categories category NOUN sc-1132 101 19 k.a k.a VERB sc-1132 101 20 relevant relevant ADJ sc-1132 101 21 comment comment NOUN sc-1132 101 22 is be AUX sc-1132 101 23 that that SCONJ sc-1132 101 24 hierarchical hierarchical ADJ sc-1132 101 25 algorithms algorithm NOUN sc-1132 101 26 can can AUX sc-1132 101 27 also also ADV sc-1132 101 28 be be AUX sc-1132 101 29 used use VERB sc-1132 101 30 in in ADP sc-1132 101 31 categorizing categorize VERB sc-1132 101 32 objects object NOUN sc-1132 101 33 into into ADP sc-1132 101 34 a a DET sc-1132 101 35 definite definite ADJ sc-1132 101 36 number number NOUN sc-1132 101 37 of of ADP sc-1132 101 38 categories category NOUN sc-1132 101 39 , , PUNCT sc-1132 101 40 which which PRON sc-1132 101 41 can can AUX sc-1132 101 42 be be AUX sc-1132 101 43 finished finish VERB sc-1132 101 44 by by ADP sc-1132 101 45 ending end VERB sc-1132 101 46 the the DET sc-1132 101 47 algorithm algorithm NOUN sc-1132 101 48 at at ADP sc-1132 101 49 the the DET sc-1132 101 50 required require VERB sc-1132 101 51 point point NOUN sc-1132 101 52 / / SYM sc-1132 101 53 level level NOUN sc-1132 101 54 . . PUNCT sc-1132 102 1 in in ADP sc-1132 102 2 all all DET sc-1132 102 3 instances instance NOUN sc-1132 102 4 , , PUNCT sc-1132 102 5 there there PRON sc-1132 102 6 is be VERB sc-1132 102 7 no no DET sc-1132 102 8 stipulated stipulate VERB sc-1132 102 9 rule rule NOUN sc-1132 102 10 to to PART sc-1132 102 11 determine determine VERB sc-1132 102 12 the the DET sc-1132 102 13 definite definite ADJ sc-1132 102 14 number number NOUN sc-1132 102 15 of of ADP sc-1132 102 16 categories category NOUN sc-1132 102 17 , , PUNCT sc-1132 102 18 the the DET sc-1132 102 19 decision decision NOUN sc-1132 102 20 still still ADV sc-1132 102 21 remains remains AUX sc-1132 102 22 either either CCONJ sc-1132 102 23 ascertained ascertain VERB sc-1132 102 24 definitely definitely ADV sc-1132 102 25 relying rely VERB sc-1132 102 26 on on ADP sc-1132 102 27 the the DET sc-1132 102 28 accordance accordance NOUN sc-1132 102 29 to to ADP sc-1132 102 30 certain certain ADJ sc-1132 102 31 clustering clustering ADJ sc-1132 102 32 quality quality NOUN sc-1132 102 33 measures measure NOUN sc-1132 102 34 or or CCONJ sc-1132 102 35 knowledge knowledge NOUN sc-1132 102 36 about about ADP sc-1132 102 37 the the DET sc-1132 102 38 data datum NOUN sc-1132 102 39 . . PUNCT sc-1132 103 1 innercluster innercluster ADJ sc-1132 103 2 distances distance NOUN sc-1132 103 3 . . PUNCT sc-1132 104 1 • • NUM sc-1132 104 2 standardization standardization NOUN sc-1132 104 3 : : PUNCT sc-1132 104 4 standardizing standardize VERB sc-1132 104 5 a a DET sc-1132 104 6 vector vector NOUN sc-1132 104 7 most most ADV sc-1132 104 8 often often ADV sc-1132 104 9 means mean VERB sc-1132 104 10 subtracting subtract VERB sc-1132 104 11 a a DET sc-1132 104 12 measure measure NOUN sc-1132 104 13 of of ADP sc-1132 104 14 location location NOUN sc-1132 104 15 and and CCONJ sc-1132 104 16 dividing dividing NOUN sc-1132 104 17 by by ADP sc-1132 104 18 a a DET sc-1132 104 19 measure measure NOUN sc-1132 104 20 of of ADP sc-1132 104 21 scale scale NOUN sc-1132 104 22 . . PUNCT sc-1132 105 1 for for ADP sc-1132 105 2 example example NOUN sc-1132 105 3 , , PUNCT sc-1132 105 4 if if SCONJ sc-1132 105 5 the the DET sc-1132 105 6 vector vector NOUN sc-1132 105 7 contains contain VERB sc-1132 105 8 random random ADJ sc-1132 105 9 values value NOUN sc-1132 105 10 with with ADP sc-1132 105 11 a a DET sc-1132 105 12 gaussian gaussian ADJ sc-1132 105 13 distribution distribution NOUN sc-1132 105 14 , , PUNCT sc-1132 105 15 you you PRON sc-1132 105 16 might might AUX sc-1132 105 17 subtract subtract VERB sc-1132 105 18 the the DET sc-1132 105 19 mean mean NOUN sc-1132 105 20 and and CCONJ sc-1132 105 21 divide divide VERB sc-1132 105 22 by by ADP sc-1132 105 23 the the DET sc-1132 105 24 standard standard ADJ sc-1132 105 25 deviation deviation NOUN sc-1132 105 26 , , PUNCT sc-1132 105 27 thereby thereby ADV sc-1132 105 28 obtaining obtain VERB sc-1132 105 29 a a DET sc-1132 105 30 “ " PUNCT sc-1132 105 31 standard standard ADJ sc-1132 105 32 normal normal ADJ sc-1132 105 33 ” " PUNCT sc-1132 105 34 random random ADJ sc-1132 105 35 variable variable NOUN sc-1132 105 36 with with ADP sc-1132 105 37 mean mean PROPN sc-1132 105 38 0 0 NUM sc-1132 105 39 and and CCONJ sc-1132 105 40 standard standard ADJ sc-1132 105 41 deviation deviation NOUN sc-1132 105 42 1 1 NUM sc-1132 105 43 , , PUNCT sc-1132 105 44 so so ADV sc-1132 105 45 standardizing standardize VERB sc-1132 105 46 the the DET sc-1132 105 47 internet internet NOUN sc-1132 105 48 traffic traffic NOUN sc-1132 105 49 before before ADP sc-1132 105 50 modeling modeling NOUN sc-1132 105 51 will will AUX sc-1132 105 52 help help VERB sc-1132 105 53 in in ADP sc-1132 105 54 prediction prediction NOUN sc-1132 105 55 . . PUNCT sc-1132 106 1 table table NOUN sc-1132 106 2 1 1 NUM sc-1132 106 3 . . PUNCT sc-1132 106 4 show show VERB sc-1132 106 5 the the DET sc-1132 106 6 arima arima PROPN sc-1132 106 7 model model NOUN sc-1132 106 8 parameters parameter NOUN sc-1132 106 9 . . PUNCT sc-1132 107 1 white white ADJ sc-1132 107 2 noise noise NOUN sc-1132 107 3 arima(0,0,0 arima(0,0,0 NOUN sc-1132 107 4 ) ) PUNCT sc-1132 107 5 random random ADJ sc-1132 107 6 walk walk NOUN sc-1132 107 7 arima(0,1,0 arima(0,1,0 PROPN sc-1132 107 8 ) ) PUNCT sc-1132 107 9 with with ADP sc-1132 107 10 no no DET sc-1132 107 11 constant constant ADJ sc-1132 107 12 random random ADJ sc-1132 107 13 walk walk NOUN sc-1132 107 14 with with ADP sc-1132 107 15 drift drift NOUN sc-1132 107 16 arima(0,1,0 arima(0,1,0 PROPN sc-1132 107 17 ) ) PUNCT sc-1132 107 18 with with ADP sc-1132 107 19 constant constant ADJ sc-1132 107 20 auto auto NOUN sc-1132 107 21 - - PUNCT sc-1132 107 22 regression regression NOUN sc-1132 107 23 arima(p,0,0 arima(p,0,0 NOUN sc-1132 107 24 ) ) PUNCT sc-1132 107 25 moving move VERB sc-1132 107 26 average average ADJ sc-1132 107 27 arima(0,0,q arima(0,0,q NOUN sc-1132 107 28 ) ) PUNCT sc-1132 107 29 • • NUM sc-1132 107 30 prediction prediction NOUN sc-1132 107 31 : : PUNCT sc-1132 107 32 for for ADP sc-1132 107 33 mobile mobile ADJ sc-1132 107 34 operators operator NOUN sc-1132 107 35 , , PUNCT sc-1132 107 36 it it PRON sc-1132 107 37 is be AUX sc-1132 107 38 considered consider VERB sc-1132 107 39 necessary necessary ADJ sc-1132 107 40 in in ADP sc-1132 107 41 making make VERB sc-1132 107 42 decisions decision NOUN sc-1132 107 43 associated associate VERB sc-1132 107 44 with with ADP sc-1132 107 45 network network NOUN sc-1132 107 46 optimization optimization NOUN sc-1132 107 47 , , PUNCT sc-1132 107 48 and and CCONJ sc-1132 107 49 as as ADP sc-1132 107 50 a a DET sc-1132 107 51 part part NOUN sc-1132 107 52 of of ADP sc-1132 107 53 ml ml PROPN sc-1132 107 54 . . PUNCT sc-1132 108 1 arima arima PROPN sc-1132 108 2 model model NOUN sc-1132 108 3 is be AUX sc-1132 108 4 one one NUM sc-1132 108 5 of of ADP sc-1132 108 6 the the DET sc-1132 108 7 most most ADV sc-1132 108 8 renowned renowned ADJ sc-1132 108 9 algorithms algorithm NOUN sc-1132 108 10 of of ADP sc-1132 108 11 prediction prediction NOUN sc-1132 108 12 , , PUNCT sc-1132 108 13 as as SCONJ sc-1132 108 14 explained explain VERB sc-1132 108 15 in in ADP sc-1132 108 16 [ [ X sc-1132 108 17 14 14 NUM sc-1132 108 18 ] ] PUNCT sc-1132 108 19 . . PUNCT sc-1132 109 1 it it PRON sc-1132 109 2 is be AUX sc-1132 109 3 significant significant ADJ sc-1132 109 4 for for ADP sc-1132 109 5 time time NOUN sc-1132 109 6 series series PROPN sc-1132 109 7 data datum NOUN sc-1132 109 8 in in ADP sc-1132 109 9 both both CCONJ sc-1132 109 10 static static ADJ sc-1132 109 11 and and CCONJ sc-1132 109 12 practical practical ADJ sc-1132 109 13 manner manner NOUN sc-1132 109 14 . . PUNCT sc-1132 110 1 yt yt PROPN sc-1132 111 1 = = PUNCT sc-1132 111 2 c c PROPN sc-1132 112 1 + + NUM sc-1132 112 2 p∑ p∑ NOUN sc-1132 112 3 i=1 i=1 PROPN sc-1132 112 4 ϕiyt−i ϕiyt−i PROPN sc-1132 112 5 + + CCONJ sc-1132 112 6 εi εi INTJ sc-1132 112 7 ( ( PUNCT sc-1132 112 8 1 1 NUM sc-1132 112 9 ) ) PUNCT sc-1132 112 10 the the DET sc-1132 112 11 following follow VERB sc-1132 112 12 are be AUX sc-1132 112 13 special special ADJ sc-1132 112 14 models model NOUN sc-1132 112 15 from from ADP sc-1132 112 16 arima arima PROPN sc-1132 112 17 : : PUNCT sc-1132 112 18 yt−i yt−i PROPN sc-1132 112 19 and and CCONJ sc-1132 112 20 εi εi NOUN sc-1132 112 21 are be AUX sc-1132 112 22 respectively respectively ADV sc-1132 112 23 the the DET sc-1132 112 24 actual actual ADJ sc-1132 112 25 value value NOUN sc-1132 112 26 and and CCONJ sc-1132 112 27 the the DET sc-1132 112 28 random random ADJ sc-1132 112 29 error error NOUN sc-1132 112 30 at at ADP sc-1132 112 31 the the DET sc-1132 112 32 time time NOUN sc-1132 112 33 t t PROPN sc-1132 112 34 , , PUNCT sc-1132 112 35 ϕi(i ϕi(i X sc-1132 112 36 = = NOUN sc-1132 112 37 1 1 NUM sc-1132 112 38 , , PUNCT sc-1132 112 39 2 2 NUM sc-1132 112 40 , , PUNCT sc-1132 112 41 3 3 NUM sc-1132 112 42 , , PUNCT sc-1132 112 43 . . PUNCT sc-1132 112 44 . . PUNCT sc-1132 113 1 . . PUNCT sc-1132 114 1 , , PUNCT sc-1132 114 2 p p X sc-1132 114 3 ) ) PUNCT sc-1132 114 4 are be AUX sc-1132 114 5 the the DET sc-1132 114 6 model model NOUN sc-1132 114 7 parameter parameter NOUN sc-1132 114 8 and and CCONJ sc-1132 114 9 is be AUX sc-1132 114 10 a a DET sc-1132 114 11 constant constant ADJ sc-1132 114 12 , , PUNCT sc-1132 114 13 the the DET sc-1132 114 14 integer integer NOUN sc-1132 114 15 is be AUX sc-1132 114 16 known know VERB sc-1132 114 17 as as ADP sc-1132 114 18 the the DET sc-1132 114 19 order order NOUN sc-1132 114 20 of of ADP sc-1132 114 21 the the DET sc-1132 114 22 model model NOUN sc-1132 114 23 [ [ X sc-1132 114 24 15 15 NUM sc-1132 114 25 ] ] PUNCT sc-1132 114 26 . . PUNCT sc-1132 115 1 rnn rnn PROPN sc-1132 115 2 model model NOUN sc-1132 115 3 is be AUX sc-1132 115 4 another another DET sc-1132 115 5 adopted adopted ADJ sc-1132 115 6 model model NOUN sc-1132 115 7 , , PUNCT sc-1132 115 8 model model NOUN sc-1132 115 9 with with ADP sc-1132 115 10 many many ADJ sc-1132 115 11 layers layer NOUN sc-1132 115 12 on on ADP sc-1132 115 13 the the DET sc-1132 115 14 basis basis NOUN sc-1132 115 15 of of ADP sc-1132 115 16 short short ADJ sc-1132 115 17 and and CCONJ sc-1132 115 18 long long ADJ sc-1132 115 19 - - PUNCT sc-1132 115 20 term term NOUN sc-1132 115 21 memory memory NOUN sc-1132 115 22 is be AUX sc-1132 115 23 referred refer VERB sc-1132 115 24 to to ADP sc-1132 115 25 as as SCONJ sc-1132 115 26 lstm lstm ADJ sc-1132 115 27 . . PUNCT sc-1132 116 1 a a DET sc-1132 116 2 common common ADJ sc-1132 116 3 lstm lstm ADJ sc-1132 116 4 unit unit NOUN sc-1132 116 5 is be AUX sc-1132 116 6 composed compose VERB sc-1132 116 7 of of ADP sc-1132 116 8 a a DET sc-1132 116 9 cell cell NOUN sc-1132 116 10 , , PUNCT sc-1132 116 11 an an DET sc-1132 116 12 input input NOUN sc-1132 116 13 gate gate NOUN sc-1132 116 14 , , PUNCT sc-1132 116 15 an an DET sc-1132 116 16 output output NOUN sc-1132 116 17 gate gate NOUN sc-1132 116 18 , , PUNCT sc-1132 116 19 and and CCONJ sc-1132 116 20 a a DET sc-1132 116 21 forget forget NOUN sc-1132 116 22 gate gate NOUN sc-1132 116 23 . . PUNCT sc-1132 117 1 the the DET sc-1132 117 2 cell cell NOUN sc-1132 117 3 remembers remember VERB sc-1132 117 4 values value NOUN sc-1132 117 5 over over ADP sc-1132 117 6 arbitrary arbitrary ADJ sc-1132 117 7 time time NOUN sc-1132 117 8 intervals interval NOUN sc-1132 117 9 , , PUNCT sc-1132 117 10 and and CCONJ sc-1132 117 11 the the DET sc-1132 117 12 three three NUM sc-1132 117 13 gates gate NOUN sc-1132 117 14 regulate regulate VERB sc-1132 117 15 the the DET sc-1132 117 16 flow flow NOUN sc-1132 117 17 of of ADP sc-1132 117 18 information information NOUN sc-1132 117 19 into into ADP sc-1132 117 20 and and CCONJ sc-1132 117 21 out out ADP sc-1132 117 22 of of ADP sc-1132 117 23 the the DET sc-1132 117 24 cell cell NOUN sc-1132 118 1 [ [ X sc-1132 118 2 16 16 NUM sc-1132 118 3 ] ] PUNCT sc-1132 118 4 . . PUNCT sc-1132 119 1 it it PRON sc-1132 119 2 consists consist VERB sc-1132 119 3 5 5 NUM sc-1132 119 4 big big ADJ sc-1132 119 5 data datum NOUN sc-1132 119 6 in in ADP sc-1132 119 7 telecom telecom NOUN sc-1132 119 8 industry industry NOUN sc-1132 119 9 : : PUNCT sc-1132 119 10 effective effective ADJ sc-1132 119 11 predictive predictive ADJ sc-1132 119 12 techniques technique NOUN sc-1132 119 13 on on ADP sc-1132 119 14 cdrs cdrs PROPN sc-1132 119 15 eai eai PROPN sc-1132 119 16 endorsed endorse VERB sc-1132 119 17 transactions transaction NOUN sc-1132 119 18 on on ADP sc-1132 119 19 smart smart ADJ sc-1132 119 20 cities city NOUN sc-1132 119 21 06 06 NUM sc-1132 119 22 2020 2020 NUM sc-1132 119 23 07 07 NUM sc-1132 119 24 2020 2020 NUM sc-1132 119 25 | | ADV sc-1132 119 26 volume volume NOUN sc-1132 119 27 4 4 NUM sc-1132 119 28 | | ADV sc-1132 119 29 issue issue VERB sc-1132 119 30 11 11 NUM sc-1132 119 31 | | NOUN sc-1132 119 32 e1 e1 VERB sc-1132 119 33 outputs output NOUN sc-1132 119 34 to to ADP sc-1132 119 35 next next ADJ sc-1132 119 36 layer layer NOUN sc-1132 119 37 ymc ymc PROPN sc-1132 119 38 ( ( PUNCT sc-1132 119 39 τ τ PROPN sc-1132 119 40 + + CCONJ sc-1132 119 41 1 1 X sc-1132 119 42 ) ) PUNCT sc-1132 119 43 youtm(τ youtm(τ NOUN sc-1132 119 44 + + NOUN sc-1132 119 45 1 1 X sc-1132 119 46 ) ) PUNCT sc-1132 119 47 output output NOUN sc-1132 119 48 gating gate VERB sc-1132 119 49 h(x h(x PROPN sc-1132 119 50 ) ) PUNCT sc-1132 119 51 smc smc PROPN sc-1132 119 52 ( ( PUNCT sc-1132 119 53 τ τ PROPN sc-1132 119 54 ) ) PUNCT sc-1132 119 55 smc smc PROPN sc-1132 119 56 ( ( PUNCT sc-1132 119 57 τ τ PROPN sc-1132 119 58 + + PROPN sc-1132 119 59 1 1 X sc-1132 119 60 ) ) PUNCT sc-1132 119 61 cec cec PROPN sc-1132 119 62 1.0 1.0 NUM sc-1132 119 63 memorising memorising NOUN sc-1132 119 64 yinm(τ yinm(τ NOUN sc-1132 119 65 + + CCONJ sc-1132 119 66 1 1 X sc-1132 119 67 ) ) PUNCT sc-1132 119 68 input input NOUN sc-1132 119 69 gating gate VERB sc-1132 119 70 g(x g(x NOUN sc-1132 119 71 ) ) PUNCT sc-1132 119 72 yv(τ yv(τ NUM sc-1132 119 73 ) ) PUNCT sc-1132 119 74 yi(τ yi(τ NOUN sc-1132 120 1 + + CCONJ sc-1132 120 2 1 1 X sc-1132 120 3 ) ) PUNCT sc-1132 120 4 figure figure NOUN sc-1132 120 5 3 3 NUM sc-1132 120 6 . . PUNCT sc-1132 121 1 a a DET sc-1132 121 2 standard standard ADJ sc-1132 121 3 term term NOUN sc-1132 121 4 short short ADJ sc-1132 121 5 memory memory NOUN sc-1132 121 6 ( ( PUNCT sc-1132 121 7 lstm lstm NOUN sc-1132 121 8 ) ) PUNCT sc-1132 121 9 memory memory NOUN sc-1132 121 10 block block NOUN sc-1132 121 11 , , PUNCT sc-1132 121 12 and and CCONJ sc-1132 121 13 the the DET sc-1132 121 14 cell cell NOUN sc-1132 121 15 output output NOUN sc-1132 121 16 is be AUX sc-1132 121 17 calculated calculate VERB sc-1132 121 18 by by ADP sc-1132 121 19 multiplying multiply VERB sc-1132 121 20 the the DET sc-1132 121 21 cell cell NOUN sc-1132 121 22 state state NOUN sc-1132 121 23 by by ADP sc-1132 121 24 the the DET sc-1132 121 25 activation activation NOUN sc-1132 121 26 of of ADP sc-1132 121 27 the the DET sc-1132 121 28 output output NOUN sc-1132 121 29 gate gate NOUN sc-1132 121 30 . . PUNCT sc-1132 122 1 of of ADP sc-1132 122 2 memory memory NOUN sc-1132 122 3 blocks block NOUN sc-1132 122 4 , , PUNCT sc-1132 122 5 and and CCONJ sc-1132 122 6 it it PRON sc-1132 122 7 can can AUX sc-1132 122 8 be be AUX sc-1132 122 9 trained train VERB sc-1132 122 10 with with ADP sc-1132 122 11 the the DET sc-1132 122 12 use use NOUN sc-1132 122 13 of of ADP sc-1132 122 14 black black ADJ sc-1132 122 15 propagation propagation NOUN sc-1132 122 16 . . PUNCT sc-1132 123 1 in in ADP sc-1132 123 2 this this DET sc-1132 123 3 model model NOUN sc-1132 123 4 , , PUNCT sc-1132 123 5 the the DET sc-1132 123 6 issue issue NOUN sc-1132 123 7 of of ADP sc-1132 123 8 the the DET sc-1132 123 9 gradient gradient NOUN sc-1132 123 10 is be AUX sc-1132 123 11 gradually gradually ADV sc-1132 123 12 decreased decrease VERB sc-1132 123 13 [ [ X sc-1132 123 14 17 17 NUM sc-1132 123 15 ] ] PUNCT sc-1132 123 16 . . PUNCT sc-1132 124 1 ft ft PRON sc-1132 124 2 = = PROPN sc-1132 124 3 σ σ PROPN sc-1132 124 4 ( ( PUNCT sc-1132 124 5 xt xt ADP sc-1132 124 6 ∗uf ∗uf PUNCT sc-1132 124 7 + + PROPN sc-1132 124 8 ht−1 ht−1 NOUN sc-1132 124 9 ∗wf ∗wf NOUN sc-1132 124 10 ) ) PUNCT sc-1132 124 11 ( ( PUNCT sc-1132 124 12 2 2 X sc-1132 124 13 ) ) PUNCT sc-1132 124 14 ct ct NOUN sc-1132 124 15 = = NOUN sc-1132 124 16 tanh(xt tanh(xt ADP sc-1132 124 17 ∗uc ∗uc PUNCT sc-1132 124 18 + + ADJ sc-1132 124 19 ht−1 ht−1 NOUN sc-1132 124 20 ∗wc ∗wc NOUN sc-1132 124 21 ) ) PUNCT sc-1132 124 22 ( ( PUNCT sc-1132 124 23 3 3 X sc-1132 124 24 ) ) PUNCT sc-1132 124 25 it it PRON sc-1132 125 1 = = SYM sc-1132 125 2 σ σ PROPN sc-1132 125 3 ( ( PUNCT sc-1132 125 4 xt xt PROPN sc-1132 125 5 ∗ui ∗ui PUNCT sc-1132 126 1 + + ADJ sc-1132 126 2 ht−1 ht−1 PROPN sc-1132 126 3 ∗wi ∗wi NOUN sc-1132 126 4 ) ) PUNCT sc-1132 126 5 ( ( PUNCT sc-1132 126 6 4 4 X sc-1132 126 7 ) ) PUNCT sc-1132 126 8 ot ot NOUN sc-1132 126 9 = = PROPN sc-1132 126 10 σ σ PROPN sc-1132 126 11 ( ( PUNCT sc-1132 126 12 xt xt ADP sc-1132 126 13 ∗uo ∗uo VERB sc-1132 126 14 + + NUM sc-1132 126 15 ht−1 ht−1 PROPN sc-1132 126 16 ∗wo ∗wo NOUN sc-1132 126 17 ) ) PUNCT sc-1132 126 18 ( ( PUNCT sc-1132 126 19 5 5 X sc-1132 126 20 ) ) PUNCT sc-1132 126 21 figure figure NOUN sc-1132 126 22 4 4 NUM sc-1132 126 23 . . PUNCT sc-1132 126 24 daily daily ADJ sc-1132 126 25 activity activity NOUN sc-1132 126 26 . . PUNCT sc-1132 127 1 ct ct X sc-1132 127 2 = = PUNCT sc-1132 127 3 ft ft PROPN sc-1132 127 4 ∗ ∗ NOUN sc-1132 127 5 ct−1 ct−1 NOUN sc-1132 128 1 + + CCONJ sc-1132 128 2 it it PRON sc-1132 128 3 ∗ ∗ X sc-1132 128 4 ct ct PROPN sc-1132 129 1 ( ( PUNCT sc-1132 129 2 6 6 NUM sc-1132 129 3 ) ) PUNCT sc-1132 129 4 ht ht NOUN sc-1132 129 5 = = PUNCT sc-1132 129 6 ot ot PROPN sc-1132 129 7 ∗ ∗ NOUN sc-1132 129 8 tanh(ct tanh(ct NOUN sc-1132 129 9 ) ) PUNCT sc-1132 129 10 ( ( PUNCT sc-1132 129 11 7 7 NUM sc-1132 129 12 ) ) PUNCT sc-1132 129 13 xt xt NOUN sc-1132 130 1 = = NOUN sc-1132 130 2 input input NOUN sc-1132 130 3 vector vector NOUN sc-1132 130 4 , , PUNCT sc-1132 130 5 ht−1 ht−1 PROPN sc-1132 130 6 = = PUNCT sc-1132 130 7 previous previous ADJ sc-1132 130 8 cell cell NOUN sc-1132 130 9 output output NOUN sc-1132 130 10 ct−1 ct−1 NOUN sc-1132 130 11 = = NOUN sc-1132 130 12 previous previous ADJ sc-1132 130 13 cell cell NOUN sc-1132 130 14 memory memory NOUN sc-1132 130 15 , , PUNCT sc-1132 130 16 ht= ht= ADJ sc-1132 130 17 current current ADJ sc-1132 130 18 cell cell NOUN sc-1132 130 19 output output NOUN sc-1132 130 20 , , PUNCT sc-1132 130 21 ct ct NOUN sc-1132 130 22 = = SYM sc-1132 130 23 current current ADJ sc-1132 130 24 cell cell NOUN sc-1132 130 25 memory memory NOUN sc-1132 130 26 . . PUNCT sc-1132 131 1 w w X sc-1132 131 2 , , PUNCT sc-1132 131 3 u u NOUN sc-1132 131 4 = = NOUN sc-1132 131 5 weight weight NOUN sc-1132 131 6 vectors vector NOUN sc-1132 131 7 for for ADP sc-1132 131 8 forget forget PROPN sc-1132 131 9 gate gate PROPN sc-1132 131 10 ( ( PUNCT sc-1132 131 11 ft ft NOUN sc-1132 131 12 ) ) PUNCT sc-1132 131 13 , , PUNCT sc-1132 131 14 candidate candidate NOUN sc-1132 131 15 ( ( PUNCT sc-1132 131 16 c),i c),i PROPN sc-1132 131 17 / / SYM sc-1132 131 18 p p NOUN sc-1132 131 19 gate gate NOUN sc-1132 131 20 ( ( PUNCT sc-1132 131 21 i i NOUN sc-1132 131 22 ) ) PUNCT sc-1132 131 23 and and CCONJ sc-1132 131 24 o o NOUN sc-1132 131 25 / / SYM sc-1132 131 26 p(o p(o NOUN sc-1132 131 27 ) ) PUNCT sc-1132 132 1 [ [ X sc-1132 132 2 18 18 NUM sc-1132 132 3 ] ] PUNCT sc-1132 132 4 . . PUNCT sc-1132 133 1 both both CCONJ sc-1132 133 2 arima arima PROPN sc-1132 133 3 and and CCONJ sc-1132 133 4 rnn rnn NOUN sc-1132 133 5 are be AUX sc-1132 133 6 performed perform VERB sc-1132 133 7 in in ADP sc-1132 133 8 a a DET sc-1132 133 9 better well ADJ sc-1132 133 10 manner manner NOUN sc-1132 133 11 in in ADP sc-1132 133 12 comparison comparison NOUN sc-1132 133 13 with with ADP sc-1132 133 14 others other NOUN sc-1132 133 15 for for ADP sc-1132 133 16 time time NOUN sc-1132 133 17 series series PROPN sc-1132 133 18 prediction prediction NOUN sc-1132 133 19 [ [ X sc-1132 133 20 19 19 NUM sc-1132 133 21 ] ] PUNCT sc-1132 133 22 . . PUNCT sc-1132 134 1 3.3 3.3 NUM sc-1132 134 2 . . PUNCT sc-1132 135 1 analysis analysis NOUN sc-1132 135 2 of of ADP sc-1132 135 3 data datum NOUN sc-1132 135 4 and and CCONJ sc-1132 135 5 prediction prediction NOUN sc-1132 135 6 process process NOUN sc-1132 135 7 generally generally ADV sc-1132 135 8 , , PUNCT sc-1132 135 9 the the DET sc-1132 135 10 base base NOUN sc-1132 135 11 of of ADP sc-1132 135 12 our our PRON sc-1132 135 13 analysis analysis NOUN sc-1132 135 14 is be AUX sc-1132 135 15 the the DET sc-1132 135 16 data data NOUN sc-1132 135 17 - - PUNCT sc-1132 135 18 intensive intensive ADJ sc-1132 135 19 approach approach NOUN sc-1132 135 20 , , PUNCT sc-1132 135 21 and and CCONJ sc-1132 135 22 different different ADJ sc-1132 135 23 techniques technique NOUN sc-1132 135 24 of of ADP sc-1132 135 25 machine machine NOUN sc-1132 135 26 learning learning NOUN sc-1132 135 27 are be AUX sc-1132 135 28 applied apply VERB sc-1132 135 29 on on ADP sc-1132 135 30 datasets dataset NOUN sc-1132 135 31 of of ADP sc-1132 135 32 cdrs cdr NOUN sc-1132 135 33 because because SCONJ sc-1132 135 34 it it PRON sc-1132 135 35 contributes contribute VERB sc-1132 135 36 to to ADP sc-1132 135 37 the the DET sc-1132 135 38 value value NOUN sc-1132 135 39 of of ADP sc-1132 135 40 both both DET sc-1132 135 41 business business NOUN sc-1132 135 42 and and CCONJ sc-1132 135 43 scientific scientific ADJ sc-1132 135 44 aspects aspect NOUN sc-1132 135 45 . . PUNCT sc-1132 136 1 three three NUM sc-1132 136 2 analyses analysis NOUN sc-1132 136 3 have have AUX sc-1132 136 4 been be AUX sc-1132 136 5 performed perform VERB sc-1132 136 6 in in ADP sc-1132 136 7 our our PRON sc-1132 136 8 work work NOUN sc-1132 136 9 : : PUNCT sc-1132 136 10 first first ADJ sc-1132 136 11 analysis analysis NOUN sc-1132 136 12 : : PUNCT sc-1132 136 13 the the DET sc-1132 136 14 highest high ADJ sc-1132 136 15 daily daily ADJ sc-1132 136 16 activity activity NOUN sc-1132 136 17 is be AUX sc-1132 136 18 identified identify VERB sc-1132 136 19 in in ADP sc-1132 136 20 this this DET sc-1132 136 21 analysis analysis NOUN sc-1132 136 22 during during ADP sc-1132 136 23 a a DET sc-1132 136 24 specific specific ADJ sc-1132 136 25 day day NOUN sc-1132 136 26 . . PUNCT sc-1132 137 1 in in ADP sc-1132 137 2 addition addition NOUN sc-1132 137 3 to to ADP sc-1132 137 4 it it PRON sc-1132 137 5 , , PUNCT sc-1132 137 6 peak peak VERB sc-1132 137 7 hours hour NOUN sc-1132 137 8 within within ADP sc-1132 137 9 a a DET sc-1132 137 10 day day NOUN sc-1132 137 11 are be AUX sc-1132 137 12 also also ADV sc-1132 137 13 identified identify VERB sc-1132 137 14 . . PUNCT sc-1132 138 1 the the DET sc-1132 138 2 first first ADJ sc-1132 138 3 analysis analysis NOUN sc-1132 138 4 ’s ’s PART sc-1132 138 5 results result NOUN sc-1132 138 6 were be AUX sc-1132 138 7 derived derive VERB sc-1132 138 8 concerning concern VERB sc-1132 138 9 total total ADJ sc-1132 138 10 and and CCONJ sc-1132 138 11 time time NOUN sc-1132 138 12 activity activity NOUN sc-1132 138 13 , , PUNCT sc-1132 138 14 while while SCONJ sc-1132 138 15 peak peak NOUN sc-1132 138 16 hours hour NOUN sc-1132 138 17 are be AUX sc-1132 138 18 11 11 NUM sc-1132 138 19 , , PUNCT sc-1132 138 20 10 10 NUM sc-1132 138 21 , , PUNCT sc-1132 138 22 and and CCONJ sc-1132 138 23 9 9 NUM sc-1132 138 24 am am NOUN sc-1132 138 25 , , PUNCT sc-1132 138 26 while while SCONJ sc-1132 138 27 3 3 NUM sc-1132 138 28 am be AUX sc-1132 138 29 is be AUX sc-1132 138 30 not not PART sc-1132 138 31 a a DET sc-1132 138 32 peak peak NOUN sc-1132 138 33 activity activity NOUN sc-1132 138 34 hour hour NOUN sc-1132 138 35 . . PUNCT sc-1132 139 1 in in ADP sc-1132 139 2 business business NOUN sc-1132 139 3 aspects aspect NOUN sc-1132 139 4 and and CCONJ sc-1132 139 5 network network NOUN sc-1132 139 6 development development NOUN sc-1132 139 7 , , PUNCT sc-1132 139 8 this this DET sc-1132 139 9 result result NOUN sc-1132 139 10 is be AUX sc-1132 139 11 quite quite ADV sc-1132 139 12 beneficial beneficial ADJ sc-1132 139 13 because because SCONJ sc-1132 139 14 it it PRON sc-1132 139 15 will will AUX sc-1132 139 16 aid aid VERB sc-1132 139 17 in in ADP sc-1132 139 18 the the DET sc-1132 139 19 identification identification NOUN sc-1132 139 20 of of ADP sc-1132 139 21 which which PRON sc-1132 139 22 areas area NOUN sc-1132 139 23 needs need VERB sc-1132 139 24 to to PART sc-1132 139 25 be be AUX sc-1132 139 26 developed develop VERB sc-1132 139 27 or or CCONJ sc-1132 139 28 requires require VERB sc-1132 139 29 more more ADJ sc-1132 139 30 resources resource NOUN sc-1132 139 31 . . PUNCT sc-1132 140 1 it it PRON sc-1132 140 2 will will AUX sc-1132 140 3 also also ADV sc-1132 140 4 help help VERB sc-1132 140 5 in in ADP sc-1132 140 6 determined determine VERB sc-1132 140 7 which which DET sc-1132 140 8 country country NOUN sc-1132 140 9 code code NOUN sc-1132 140 10 or or CCONJ sc-1132 140 11 square square ADJ sc-1132 140 12 grid grid NOUN sc-1132 140 13 develops develop VERB sc-1132 140 14 more more ADJ sc-1132 140 15 traffic traffic NOUN sc-1132 140 16 due due ADJ sc-1132 140 17 to to ADP sc-1132 140 18 which which PRON sc-1132 140 19 companies company NOUN sc-1132 140 20 gain gain VERB sc-1132 140 21 more more ADJ sc-1132 140 22 revenues revenue NOUN sc-1132 140 23 by by ADP sc-1132 140 24 targeting target VERB sc-1132 140 25 customers customer NOUN sc-1132 140 26 based base VERB sc-1132 140 27 on on ADP sc-1132 140 28 their their PRON sc-1132 140 29 geo geo NOUN sc-1132 140 30 - - PUNCT sc-1132 140 31 location location NOUN sc-1132 140 32 . . PUNCT sc-1132 141 1 additionally additionally ADV sc-1132 141 2 , , PUNCT sc-1132 141 3 with with ADP sc-1132 141 4 resource resource NOUN sc-1132 141 5 management management NOUN sc-1132 141 6 , , PUNCT sc-1132 141 7 it it PRON sc-1132 141 8 decreases decrease VERB sc-1132 141 9 its its PRON sc-1132 141 10 costs cost NOUN sc-1132 141 11 and and CCONJ sc-1132 141 12 expenses expense NOUN sc-1132 141 13 . . PUNCT sc-1132 142 1 6 6 NUM sc-1132 142 2 sara sara NOUN sc-1132 142 3 elelimy elelimy PROPN sc-1132 142 4 and and CCONJ sc-1132 142 5 samir samir PROPN sc-1132 142 6 moustafa moustafa PROPN sc-1132 142 7 eai eai PROPN sc-1132 142 8 endorsed endorse VERB sc-1132 142 9 transactions transaction NOUN sc-1132 142 10 on on ADP sc-1132 142 11 smart smart ADJ sc-1132 142 12 cities city NOUN sc-1132 142 13 06 06 NUM sc-1132 142 14 2020 2020 NUM sc-1132 142 15 07 07 NUM sc-1132 142 16 2020 2020 NUM sc-1132 142 17 | | ADV sc-1132 142 18 volume volume NOUN sc-1132 142 19 4 4 NUM sc-1132 142 20 | | ADV sc-1132 142 21 issue issue VERB sc-1132 142 22 11 11 NUM sc-1132 142 23 | | NOUN sc-1132 142 24 e1 e1 NOUN sc-1132 142 25 figure figure NOUN sc-1132 142 26 5 5 NUM sc-1132 142 27 . . PUNCT sc-1132 142 28 analysis analysis NOUN sc-1132 142 29 of of ADP sc-1132 142 30 residuals residual NOUN sc-1132 142 31 second second ADJ sc-1132 142 32 analysis analysis NOUN sc-1132 142 33 : : PUNCT sc-1132 142 34 this this DET sc-1132 142 35 analysis analysis NOUN sc-1132 142 36 compares compare VERB sc-1132 142 37 and and CCONJ sc-1132 142 38 illustrates illustrate VERB sc-1132 142 39 the the DET sc-1132 142 40 weekly weekly ADJ sc-1132 142 41 usage usage NOUN sc-1132 142 42 of of ADP sc-1132 142 43 the the DET sc-1132 142 44 internet internet NOUN sc-1132 142 45 in in ADP sc-1132 142 46 november november PROPN sc-1132 142 47 for for ADP sc-1132 142 48 three three NUM sc-1132 142 49 i i PROPN sc-1132 142 50 d d PROPN sc-1132 142 51 cells cell NOUN sc-1132 142 52 portraying portray VERB sc-1132 142 53 different different ADJ sc-1132 142 54 areas area NOUN sc-1132 142 55 for for ADP sc-1132 142 56 categories category NOUN sc-1132 142 57 in in ADP sc-1132 142 58 the the DET sc-1132 142 59 city city NOUN sc-1132 142 60 of of ADP sc-1132 142 61 milan milan PROPN sc-1132 142 62 . . PUNCT sc-1132 143 1 it it PRON sc-1132 143 2 also also ADV sc-1132 143 3 included include VERB sc-1132 143 4 nightlife nightlife NOUN sc-1132 143 5 area area NOUN sc-1132 143 6 , , PUNCT sc-1132 143 7 university university NOUN sc-1132 143 8 area area NOUN sc-1132 143 9 , , PUNCT sc-1132 143 10 and and CCONJ sc-1132 143 11 downtown downtown NOUN sc-1132 143 12 area area NOUN sc-1132 143 13 . . PUNCT sc-1132 144 1 it it PRON sc-1132 144 2 was be AUX sc-1132 144 3 indicated indicate VERB sc-1132 144 4 by by ADP sc-1132 144 5 the the DET sc-1132 144 6 results result NOUN sc-1132 144 7 that that PRON sc-1132 144 8 the the DET sc-1132 144 9 downtown downtown NOUN sc-1132 144 10 area area NOUN sc-1132 144 11 ’s ’s PART sc-1132 144 12 peak peak NOUN sc-1132 144 13 is be AUX sc-1132 144 14 earlier early ADJ sc-1132 144 15 than than ADP sc-1132 144 16 that that PRON sc-1132 144 17 of of ADP sc-1132 144 18 nightlife nightlife NOUN sc-1132 144 19 , , PUNCT sc-1132 144 20 phone phone NOUN sc-1132 144 21 calls call NOUN sc-1132 144 22 are be AUX sc-1132 144 23 less less ADJ sc-1132 144 24 in in ADP sc-1132 144 25 universities university NOUN sc-1132 144 26 area area NOUN sc-1132 144 27 on on ADP sc-1132 144 28 the the DET sc-1132 144 29 weekends weekend NOUN sc-1132 144 30 , , PUNCT sc-1132 144 31 and and CCONJ sc-1132 144 32 a a DET sc-1132 144 33 decrease decrease NOUN sc-1132 144 34 was be AUX sc-1132 144 35 experienced experience VERB sc-1132 144 36 in in ADP sc-1132 144 37 the the DET sc-1132 144 38 volume volume NOUN sc-1132 144 39 of of ADP sc-1132 144 40 calls call NOUN sc-1132 144 41 . . PUNCT sc-1132 145 1 in in ADP sc-1132 145 2 optimization optimization NOUN sc-1132 145 3 and and CCONJ sc-1132 145 4 resource resource NOUN sc-1132 145 5 allocation allocation NOUN sc-1132 145 6 , , PUNCT sc-1132 145 7 these these DET sc-1132 145 8 observations observation NOUN sc-1132 145 9 will will AUX sc-1132 145 10 help help VERB sc-1132 145 11 by by ADP sc-1132 145 12 defining define VERB sc-1132 145 13 which which DET sc-1132 145 14 area area NOUN sc-1132 145 15 is be AUX sc-1132 145 16 fully fully ADV sc-1132 145 17 loaded load VERB sc-1132 145 18 and and CCONJ sc-1132 145 19 at at ADP sc-1132 145 20 what what DET sc-1132 145 21 time time NOUN sc-1132 145 22 , , PUNCT sc-1132 145 23 and and CCONJ sc-1132 145 24 it it PRON sc-1132 145 25 can can AUX sc-1132 145 26 help help VERB sc-1132 145 27 in in ADP sc-1132 145 28 defining define VERB sc-1132 145 29 temporary temporary ADJ sc-1132 145 30 solutions solution NOUN sc-1132 145 31 for for ADP sc-1132 145 32 different different ADJ sc-1132 145 33 peak peak NOUN sc-1132 145 34 hours hour NOUN sc-1132 145 35 , , PUNCT sc-1132 145 36 such such ADJ sc-1132 145 37 as as ADP sc-1132 145 38 the the DET sc-1132 145 39 deployment deployment NOUN sc-1132 145 40 of of ADP sc-1132 145 41 pico pico NOUN sc-1132 145 42 cell cell NOUN sc-1132 145 43 . . PUNCT sc-1132 146 1 certain certain ADJ sc-1132 146 2 tests test NOUN sc-1132 146 3 were be AUX sc-1132 146 4 carried carry VERB sc-1132 146 5 out out ADP sc-1132 146 6 on on ADP sc-1132 146 7 the the DET sc-1132 146 8 dataset dataset NOUN sc-1132 146 9 to to PART sc-1132 146 10 identify identify VERB sc-1132 146 11 and and CCONJ sc-1132 146 12 select select VERB sc-1132 146 13 the the DET sc-1132 146 14 proper proper ADJ sc-1132 146 15 and and CCONJ sc-1132 146 16 effective effective ADJ sc-1132 146 17 models model NOUN sc-1132 146 18 for for ADP sc-1132 146 19 time time NOUN sc-1132 146 20 series series PROPN sc-1132 146 21 data data PROPN sc-1132 146 22 . . PUNCT sc-1132 147 1 it it PRON sc-1132 147 2 is be AUX sc-1132 147 3 essential essential ADJ sc-1132 147 4 to to PART sc-1132 147 5 discover discover VERB sc-1132 147 6 trends trend NOUN sc-1132 147 7 , , PUNCT sc-1132 147 8 seasonality seasonality NOUN sc-1132 147 9 , , PUNCT sc-1132 147 10 and and CCONJ sc-1132 147 11 stationary stationary NOUN sc-1132 147 12 of of ADP sc-1132 147 13 data datum NOUN sc-1132 147 14 . . PUNCT sc-1132 148 1 residuals residual NOUN sc-1132 148 2 analysis analysis NOUN sc-1132 148 3 provides provide VERB sc-1132 148 4 an an DET sc-1132 148 5 indication indication NOUN sc-1132 148 6 if if SCONJ sc-1132 148 7 data datum NOUN sc-1132 148 8 is be AUX sc-1132 148 9 statistically statistically ADV sc-1132 148 10 stationary stationary ADJ sc-1132 148 11 if if SCONJ sc-1132 148 12 the the DET sc-1132 148 13 data datum NOUN sc-1132 148 14 is be AUX sc-1132 148 15 truly truly ADV sc-1132 148 16 random random ADJ sc-1132 148 17 noise noise NOUN sc-1132 148 18 , , PUNCT sc-1132 148 19 it it PRON sc-1132 148 20 can can AUX sc-1132 148 21 be be AUX sc-1132 148 22 classified classify VERB sc-1132 148 23 as as ADP sc-1132 148 24 statistically statistically ADV sc-1132 148 25 stationary stationary ADJ sc-1132 148 26 from from ADP sc-1132 148 27 figure figure NOUN sc-1132 148 28 5 5 NUM sc-1132 148 29 . . PUNCT sc-1132 149 1 another another DET sc-1132 149 2 testing testing NOUN sc-1132 149 3 method method NOUN sc-1132 149 4 is be AUX sc-1132 149 5 the the DET sc-1132 149 6 dickey dickey NOUN sc-1132 149 7 - - PUNCT sc-1132 149 8 fuller full ADJ sc-1132 149 9 stationary stationary ADJ sc-1132 149 10 test test NOUN sc-1132 149 11 , , PUNCT sc-1132 149 12 which which PRON sc-1132 149 13 is be AUX sc-1132 149 14 a a DET sc-1132 149 15 quantitative quantitative ADJ sc-1132 149 16 test test NOUN sc-1132 149 17 for for ADP sc-1132 149 18 residuals residual NOUN sc-1132 149 19 analysis analysis NOUN sc-1132 149 20 ; ; PUNCT sc-1132 149 21 its its PRON sc-1132 149 22 null null ADJ sc-1132 149 23 hypotheses hypothesis NOUN sc-1132 149 24 represent represent VERB sc-1132 149 25 that that SCONJ sc-1132 149 26 residual residual ADJ sc-1132 149 27 is be AUX sc-1132 149 28 not not PART sc-1132 149 29 statically statically ADV sc-1132 149 30 stationary stationary ADJ sc-1132 149 31 . . PUNCT sc-1132 150 1 findings finding NOUN sc-1132 150 2 and and CCONJ sc-1132 150 3 results result NOUN sc-1132 150 4 showed show VERB sc-1132 150 5 that that SCONJ sc-1132 150 6 the the DET sc-1132 150 7 test test NOUN sc-1132 150 8 statics statics NOUN sc-1132 150 9 is be AUX sc-1132 150 10 about about ADP sc-1132 150 11 -7 -7 PUNCT sc-1132 150 12 , , PUNCT sc-1132 150 13 confirmed confirm VERB sc-1132 150 14 that that SCONJ sc-1132 150 15 residuals residual NOUN sc-1132 150 16 are be AUX sc-1132 150 17 statistically statistically ADV sc-1132 150 18 stationary stationary ADJ sc-1132 150 19 . . PUNCT sc-1132 151 1 third third ADJ sc-1132 151 2 analysis analysis NOUN sc-1132 151 3 : : PUNCT sc-1132 151 4 in in ADP sc-1132 151 5 this this DET sc-1132 151 6 analysis analysis NOUN sc-1132 151 7 , , PUNCT sc-1132 151 8 three three NUM sc-1132 151 9 methods method NOUN sc-1132 151 10 are be AUX sc-1132 151 11 implemented implement VERB sc-1132 151 12 for for ADP sc-1132 151 13 prediction prediction NOUN sc-1132 151 14 and and CCONJ sc-1132 151 15 modeling modeling NOUN sc-1132 151 16 based base VERB sc-1132 151 17 on on ADP sc-1132 151 18 table table NOUN sc-1132 151 19 2 2 NUM sc-1132 151 20 . . PUNCT sc-1132 151 21 statistical statistical ADJ sc-1132 151 22 tests test NOUN sc-1132 151 23 to to PART sc-1132 151 24 show show VERB sc-1132 151 25 dickey dickey ADJ sc-1132 151 26 - - PUNCT sc-1132 151 27 fuller full ADJ sc-1132 151 28 stationary stationary ADJ sc-1132 151 29 test test NOUN sc-1132 151 30 . . PUNCT sc-1132 152 1 result result NOUN sc-1132 152 2 of of ADP sc-1132 152 3 dickey dickey NOUN sc-1132 152 4 - - PUNCT sc-1132 152 5 fuller full ADJ sc-1132 152 6 test test NOUN sc-1132 152 7 : : PUNCT sc-1132 152 8 test test NOUN sc-1132 152 9 statistic statistic NOUN sc-1132 152 10 -7.405407e+00 -7.405407e+00 PROPN sc-1132 152 11 p p NOUN sc-1132 152 12 - - PUNCT sc-1132 152 13 value value NOUN sc-1132 152 14 7.367220e-11 7.367220e-11 NUM sc-1132 152 15 # # NOUN sc-1132 152 16 lags lag NOUN sc-1132 152 17 used use VERB sc-1132 152 18 1.000000e+00 1.000000e+00 NUM sc-1132 152 19 number number NOUN sc-1132 152 20 of of ADP sc-1132 152 21 observation observation NOUN sc-1132 152 22 used use VERB sc-1132 152 23 1.660000e+02 1.660000e+02 NUM sc-1132 152 24 critical critical ADJ sc-1132 152 25 values(1 values(1 PROPN sc-1132 152 26 % % NOUN sc-1132 152 27 ) ) PUNCT sc-1132 153 1 -3.470370e+00 -3.470370e+00 NOUN sc-1132 153 2 critical critical ADJ sc-1132 153 3 values(5 values(5 PROPN sc-1132 153 4 % % NOUN sc-1132 153 5 ) ) PUNCT sc-1132 154 1 -2.879114e+00 -2.879114e+00 VERB sc-1132 154 2 critical critical ADJ sc-1132 154 3 values(10 values(10 ADJ sc-1132 154 4 % % NOUN sc-1132 154 5 ) ) PUNCT sc-1132 155 1 -2.576139e+00 -2.576139e+00 NOUN sc-1132 155 2 figure figure VERB sc-1132 155 3 6 6 NUM sc-1132 155 4 . . PUNCT sc-1132 156 1 arima arima PROPN sc-1132 156 2 hourly hourly ADJ sc-1132 156 3 prediction prediction NOUN sc-1132 156 4 of of ADP sc-1132 156 5 internet internet NOUN sc-1132 156 6 traffic traffic NOUN sc-1132 156 7 for for ADP sc-1132 156 8 cell cell NOUN sc-1132 156 9 i i PROPN sc-1132 156 10 d d PROPN sc-1132 156 11 4456 4456 NUM sc-1132 156 12 internet internet NOUN sc-1132 156 13 usage usage NOUN sc-1132 156 14 . . PUNCT sc-1132 157 1 arima arima PROPN sc-1132 157 2 model model NOUN sc-1132 157 3 is be AUX sc-1132 157 4 the the DET sc-1132 157 5 first first ADJ sc-1132 157 6 one one NUM sc-1132 157 7 , , PUNCT sc-1132 157 8 lstm lstm NOUN sc-1132 157 9 is be AUX sc-1132 157 10 the the DET sc-1132 157 11 second second ADJ sc-1132 157 12 model model NOUN sc-1132 157 13 , , PUNCT sc-1132 157 14 and and CCONJ sc-1132 157 15 the the DET sc-1132 157 16 last last ADJ sc-1132 157 17 model model NOUN sc-1132 157 18 is be AUX sc-1132 157 19 developed develop VERB sc-1132 157 20 on on ADP sc-1132 157 21 the the DET sc-1132 157 22 model model NOUN sc-1132 157 23 which which PRON sc-1132 157 24 was be AUX sc-1132 157 25 utilized utilize VERB sc-1132 157 26 in in ADP sc-1132 157 27 the the DET sc-1132 157 28 kaggle kaggle ADJ sc-1132 157 29 competition competition NOUN sc-1132 157 30 . . PUNCT sc-1132 158 1 this this DET sc-1132 158 2 model model NOUN sc-1132 158 3 was be AUX sc-1132 158 4 validated validate VERB sc-1132 158 5 on on ADP sc-1132 158 6 different different ADJ sc-1132 158 7 types type NOUN sc-1132 158 8 of of ADP sc-1132 158 9 data datum NOUN sc-1132 158 10 weekly weekly ADV sc-1132 158 11 for for ADP sc-1132 158 12 determining determine VERB sc-1132 158 13 if if SCONJ sc-1132 158 14 modeling modeling NOUN sc-1132 158 15 for for ADP sc-1132 158 16 a a DET sc-1132 158 17 week week NOUN sc-1132 158 18 is be AUX sc-1132 158 19 efficient efficient ADJ sc-1132 158 20 enough enough ADV sc-1132 158 21 for for ADP sc-1132 158 22 having have VERB sc-1132 158 23 similar similar ADJ sc-1132 158 24 results result NOUN sc-1132 158 25 and and CCONJ sc-1132 158 26 whether whether SCONJ sc-1132 158 27 it it PRON sc-1132 158 28 can can AUX sc-1132 158 29 be be AUX sc-1132 158 30 implemented implement VERB sc-1132 158 31 on on ADP sc-1132 158 32 datasets dataset NOUN sc-1132 158 33 that that PRON sc-1132 158 34 are be AUX sc-1132 158 35 collected collect VERB sc-1132 158 36 at at ADP sc-1132 158 37 different different ADJ sc-1132 158 38 time time NOUN sc-1132 158 39 intervals interval NOUN sc-1132 158 40 . . PUNCT sc-1132 159 1 • • NUM sc-1132 159 2 arima arima PROPN sc-1132 159 3 for for ADP sc-1132 159 4 the the DET sc-1132 159 5 datasets dataset NOUN sc-1132 159 6 of of ADP sc-1132 159 7 one one NUM sc-1132 159 8 week week NOUN sc-1132 159 9 , , PUNCT sc-1132 159 10 the the DET sc-1132 159 11 applied apply VERB sc-1132 159 12 model model NOUN sc-1132 159 13 is be AUX sc-1132 159 14 arima arima PROPN sc-1132 159 15 ( ( PUNCT sc-1132 159 16 2 2 NUM sc-1132 159 17 , , PUNCT sc-1132 159 18 1 1 NUM sc-1132 159 19 , , PUNCT sc-1132 159 20 0 0 NUM sc-1132 159 21 ) ) PUNCT sc-1132 159 22 . . PUNCT sc-1132 160 1 three three NUM sc-1132 160 2 i i PROPN sc-1132 160 3 d d PROPN sc-1132 160 4 cells cell NOUN sc-1132 160 5 will will AUX sc-1132 160 6 be be AUX sc-1132 160 7 focused focus VERB sc-1132 160 8 upon upon SCONJ sc-1132 160 9 first first ADV sc-1132 160 10 for for ADP sc-1132 160 11 the the DET sc-1132 160 12 central central ADJ sc-1132 160 13 regions region NOUN sc-1132 160 14 , , PUNCT sc-1132 160 15 and and CCONJ sc-1132 160 16 the the DET sc-1132 160 17 obtained obtain VERB sc-1132 160 18 results result NOUN sc-1132 160 19 are be AUX sc-1132 160 20 portrayed portray VERB sc-1132 160 21 in in ADP sc-1132 160 22 the the DET sc-1132 160 23 figures figure NOUN sc-1132 160 24 6 6 NUM sc-1132 160 25 and and CCONJ sc-1132 160 26 7 7 NUM sc-1132 160 27 . . X sc-1132 161 1 moving move VERB sc-1132 161 2 on on ADP sc-1132 161 3 , , PUNCT sc-1132 161 4 9998 9998 NUM sc-1132 161 5 cells cell NOUN sc-1132 161 6 were be AUX sc-1132 161 7 the the DET sc-1132 161 8 target target NOUN sc-1132 161 9 , , PUNCT sc-1132 161 10 as as SCONJ sc-1132 161 11 illustrated illustrate VERB sc-1132 161 12 in in ADP sc-1132 161 13 figure figure NOUN sc-1132 161 14 8 8 NUM sc-1132 161 15 . . NOUN sc-1132 161 16 • • NUM sc-1132 161 17 lstm lstm NOUN sc-1132 161 18 one one NUM sc-1132 161 19 input input NOUN sc-1132 161 20 is be AUX sc-1132 161 21 included include VERB sc-1132 161 22 in in ADP sc-1132 161 23 this this DET sc-1132 161 24 model model NOUN sc-1132 161 25 for for ADP sc-1132 161 26 four four NUM sc-1132 161 27 blocks block NOUN sc-1132 161 28 and and CCONJ sc-1132 161 29 a a DET sc-1132 161 30 visible visible ADJ sc-1132 161 31 layer layer NOUN sc-1132 161 32 in in ADP sc-1132 161 33 the the DET sc-1132 161 34 hidden hide VERB sc-1132 161 35 layer layer NOUN sc-1132 161 36 . . PUNCT sc-1132 162 1 meanwhile meanwhile ADV sc-1132 162 2 , , PUNCT sc-1132 162 3 in in ADP sc-1132 162 4 the the DET sc-1132 162 5 output output NOUN sc-1132 162 6 layer layer NOUN sc-1132 162 7 , , PUNCT sc-1132 162 8 there there PRON sc-1132 162 9 is be VERB sc-1132 162 10 a a DET sc-1132 162 11 single single ADJ sc-1132 162 12 input input NOUN sc-1132 162 13 . . PUNCT sc-1132 163 1 internet internet NOUN sc-1132 163 2 traffic traffic NOUN sc-1132 163 3 prediction prediction NOUN sc-1132 163 4 is be AUX sc-1132 163 5 shown show VERB sc-1132 163 6 in in ADP sc-1132 163 7 figure figure NOUN sc-1132 163 8 9 9 NUM sc-1132 163 9 for for ADP sc-1132 163 10 4456 4456 NUM sc-1132 163 11 cell cell NOUN sc-1132 163 12 i i NOUN sc-1132 163 13 d d PROPN sc-1132 163 14 every every DET sc-1132 163 15 week week NOUN sc-1132 163 16 . . PUNCT sc-1132 164 1 7 7 NUM sc-1132 164 2 big big ADJ sc-1132 164 3 data datum NOUN sc-1132 164 4 in in ADP sc-1132 164 5 telecom telecom NOUN sc-1132 164 6 industry industry NOUN sc-1132 164 7 : : PUNCT sc-1132 164 8 effective effective ADJ sc-1132 164 9 predictive predictive ADJ sc-1132 164 10 techniques technique NOUN sc-1132 164 11 on on ADP sc-1132 164 12 cdrs cdrs PROPN sc-1132 164 13 eai eai PROPN sc-1132 164 14 endorsed endorse VERB sc-1132 164 15 transactions transaction NOUN sc-1132 164 16 on on ADP sc-1132 164 17 smart smart ADJ sc-1132 164 18 cities city NOUN sc-1132 164 19 06 06 NUM sc-1132 164 20 2020 2020 NUM sc-1132 164 21 07 07 NUM sc-1132 164 22 2020 2020 NUM sc-1132 164 23 | | ADV sc-1132 164 24 volume volume NOUN sc-1132 164 25 4 4 NUM sc-1132 164 26 | | ADV sc-1132 164 27 issue issue VERB sc-1132 164 28 11 11 NUM sc-1132 164 29 | | NOUN sc-1132 164 30 e1 e1 NOUN sc-1132 164 31 figure figure NOUN sc-1132 164 32 7 7 NUM sc-1132 164 33 . . PUNCT sc-1132 165 1 arima arima PROPN sc-1132 165 2 hourly hourly ADJ sc-1132 165 3 prediction prediction NOUN sc-1132 165 4 of of ADP sc-1132 165 5 internet internet NOUN sc-1132 165 6 traffic traffic NOUN sc-1132 165 7 for for ADP sc-1132 165 8 cell cell NOUN sc-1132 165 9 i i PROPN sc-1132 165 10 d d PROPN sc-1132 165 11 5060 5060 NUM sc-1132 165 12 . . PUNCT sc-1132 166 1 figure figure NOUN sc-1132 166 2 8 8 NUM sc-1132 166 3 . . PUNCT sc-1132 167 1 for for ADP sc-1132 167 2 all all DET sc-1132 167 3 cells cell NOUN sc-1132 167 4 , , PUNCT sc-1132 167 5 internet internet NOUN sc-1132 167 6 traffic traffic NOUN sc-1132 167 7 hourly hourly ADJ sc-1132 167 8 prediction prediction NOUN sc-1132 167 9 using use VERB sc-1132 167 10 arima arima NOUN sc-1132 167 11 figure figure NOUN sc-1132 167 12 9 9 NUM sc-1132 167 13 . . PUNCT sc-1132 168 1 for for ADP sc-1132 168 2 4456 4456 NUM sc-1132 168 3 cell cell NOUN sc-1132 168 4 i i PROPN sc-1132 168 5 d d PROPN sc-1132 168 6 , , PUNCT sc-1132 168 7 internet internet NOUN sc-1132 168 8 traffic traffic NOUN sc-1132 168 9 hourly hourly ADJ sc-1132 168 10 prediction prediction NOUN sc-1132 168 11 using use VERB sc-1132 168 12 arima arima PROPN sc-1132 168 13 • • ADV sc-1132 168 14 third third ADJ sc-1132 168 15 prediction prediction NOUN sc-1132 168 16 model model NOUN sc-1132 168 17 in in ADP sc-1132 168 18 the the DET sc-1132 168 19 kaggle kaggle ADJ sc-1132 168 20 competition competition NOUN sc-1132 168 21 , , PUNCT sc-1132 168 22 this this DET sc-1132 168 23 model model NOUN sc-1132 168 24 was be AUX sc-1132 168 25 utilized utilize VERB sc-1132 168 26 where where SCONJ sc-1132 168 27 it it PRON sc-1132 168 28 was be AUX sc-1132 168 29 implemented implement VERB sc-1132 168 30 on on ADP sc-1132 168 31 several several ADJ sc-1132 168 32 periods period NOUN sc-1132 168 33 in in ADP sc-1132 168 34 contrast contrast NOUN sc-1132 168 35 without without ADP sc-1132 168 36 information information NOUN sc-1132 168 37 . . PUNCT sc-1132 169 1 generally generally ADV sc-1132 169 2 , , PUNCT sc-1132 169 3 it it PRON sc-1132 169 4 is be AUX sc-1132 169 5 figure figure NOUN sc-1132 169 6 10 10 NUM sc-1132 169 7 . . PUNCT sc-1132 170 1 downtown downtown NOUN sc-1132 170 2 area area NOUN sc-1132 170 3 results result NOUN sc-1132 170 4 of of ADP sc-1132 170 5 internet internet NOUN sc-1132 170 6 traffic traffic NOUN sc-1132 170 7 figure figure NOUN sc-1132 170 8 11 11 NUM sc-1132 170 9 . . PUNCT sc-1132 171 1 nightlife nightlife NOUN sc-1132 171 2 and and CCONJ sc-1132 171 3 downtown downtown NOUN sc-1132 171 4 areas area NOUN sc-1132 171 5 and and CCONJ sc-1132 171 6 internet internet NOUN sc-1132 171 7 traffic traffic NOUN sc-1132 171 8 data datum NOUN sc-1132 171 9 figure figure NOUN sc-1132 171 10 12 12 NUM sc-1132 171 11 . . PUNCT sc-1132 172 1 universities university NOUN sc-1132 172 2 area area NOUN sc-1132 172 3 and and CCONJ sc-1132 172 4 internet internet NOUN sc-1132 172 5 traffic traffic NOUN sc-1132 172 6 data datum NOUN sc-1132 172 7 based base VERB sc-1132 172 8 on on ADP sc-1132 172 9 many many ADJ sc-1132 172 10 datasets dataset NOUN sc-1132 172 11 which which PRON sc-1132 172 12 are be AUX sc-1132 172 13 periodically periodically ADV sc-1132 172 14 set set VERB sc-1132 172 15 every every DET sc-1132 172 16 twenty twenty NUM sc-1132 172 17 - - PUNCT sc-1132 172 18 four four NUM sc-1132 172 19 hours hour NOUN sc-1132 172 20 . . PUNCT sc-1132 173 1 meanwhile meanwhile ADV sc-1132 173 2 , , PUNCT sc-1132 173 3 sin sin NOUN sc-1132 173 4 behavior behavior NOUN sc-1132 173 5 is be AUX sc-1132 173 6 exhibited exhibit VERB sc-1132 173 7 by by ADP sc-1132 173 8 internet internet NOUN sc-1132 173 9 traffic traffic NOUN sc-1132 173 10 , , PUNCT sc-1132 173 11 as as SCONJ sc-1132 173 12 portrayed portray VERB sc-1132 173 13 in in ADP sc-1132 173 14 figure figure NOUN sc-1132 173 15 10 10 NUM sc-1132 173 16 . . PUNCT sc-1132 174 1 moving move VERB sc-1132 174 2 on on ADP sc-1132 174 3 , , PUNCT sc-1132 174 4 this this DET sc-1132 174 5 model model NOUN sc-1132 174 6 is be AUX sc-1132 174 7 implemented implement VERB sc-1132 174 8 in in ADP sc-1132 174 9 three three NUM sc-1132 174 10 areas area NOUN sc-1132 174 11 , , PUNCT sc-1132 174 12 which which PRON sc-1132 174 13 are be AUX sc-1132 174 14 categorized categorize VERB sc-1132 174 15 from from ADP sc-1132 174 16 our our PRON sc-1132 174 17 analysis analysis NOUN sc-1132 174 18 . . PUNCT sc-1132 175 1 prediction prediction NOUN sc-1132 175 2 results result NOUN sc-1132 175 3 for for ADP sc-1132 175 4 nightlife nightlife NOUN sc-1132 175 5 and and CCONJ sc-1132 175 6 downtown downtown NOUN sc-1132 175 7 are be AUX sc-1132 175 8 represented represent VERB sc-1132 175 9 in in ADP sc-1132 175 10 figure figure NOUN sc-1132 175 11 11 11 NUM sc-1132 175 12 for for ADP sc-1132 175 13 the the DET sc-1132 175 14 area area NOUN sc-1132 175 15 of of ADP sc-1132 175 16 universities university NOUN sc-1132 175 17 in in ADP sc-1132 175 18 figure figure NOUN sc-1132 175 19 12 12 NUM sc-1132 175 20 . . PUNCT sc-1132 176 1 three three NUM sc-1132 176 2 models model NOUN sc-1132 176 3 were be AUX sc-1132 176 4 applied apply VERB sc-1132 176 5 for for ADP sc-1132 176 6 the the DET sc-1132 176 7 prediction prediction NOUN sc-1132 176 8 internet internet NOUN sc-1132 176 9 traffic traffic NOUN sc-1132 176 10 based base VERB sc-1132 176 11 on on ADP sc-1132 176 12 hourly hourly ADJ sc-1132 176 13 and and CCONJ sc-1132 176 14 weekly weekly ADJ sc-1132 176 15 data datum NOUN sc-1132 176 16 results result NOUN sc-1132 176 17 explained explain VERB sc-1132 176 18 that that SCONJ sc-1132 176 19 the the DET sc-1132 176 20 prediction prediction NOUN sc-1132 176 21 model model NOUN sc-1132 176 22 of of ADP sc-1132 176 23 arima arima PROPN sc-1132 176 24 is be AUX sc-1132 176 25 precise precise ADJ sc-1132 176 26 for for ADP sc-1132 176 27 the the DET sc-1132 176 28 selected select VERB sc-1132 176 29 cells cell NOUN sc-1132 176 30 and and CCONJ sc-1132 176 31 with with ADP sc-1132 176 32 a a DET sc-1132 176 33 3 3 NUM sc-1132 176 34 percent percent NOUN sc-1132 176 35 8 8 NUM sc-1132 176 36 sara sara NOUN sc-1132 176 37 elelimy elelimy NOUN sc-1132 176 38 and and CCONJ sc-1132 176 39 samir samir PROPN sc-1132 176 40 moustafa moustafa PROPN sc-1132 176 41 eai eai PROPN sc-1132 176 42 endorsed endorse VERB sc-1132 176 43 transactions transaction NOUN sc-1132 176 44 on on ADP sc-1132 176 45 smart smart ADJ sc-1132 176 46 cities city NOUN sc-1132 176 47 06 06 NUM sc-1132 176 48 2020 2020 NUM sc-1132 176 49 07 07 NUM sc-1132 176 50 2020 2020 NUM sc-1132 176 51 | | ADV sc-1132 176 52 volume volume NOUN sc-1132 176 53 4 4 NUM sc-1132 176 54 | | ADV sc-1132 176 55 issue issue VERB sc-1132 176 56 11 11 NUM sc-1132 176 57 | | NOUN sc-1132 176 58 e1 e1 NOUN sc-1132 176 59 test test NOUN sc-1132 176 60 set set VERB sc-1132 176 61 and and CCONJ sc-1132 176 62 70 70 NUM sc-1132 176 63 percent percent NOUN sc-1132 176 64 data datum NOUN sc-1132 176 65 set set VERB sc-1132 176 66 . . PUNCT sc-1132 177 1 it it PRON sc-1132 177 2 recognized recognize VERB sc-1132 177 3 that that SCONJ sc-1132 177 4 21 21 NUM sc-1132 177 5 percent percent NOUN sc-1132 177 6 of of ADP sc-1132 177 7 test test NOUN sc-1132 177 8 sets set NOUN sc-1132 177 9 and and CCONJ sc-1132 177 10 69 69 NUM sc-1132 177 11 percent percent NOUN sc-1132 177 12 training training NOUN sc-1132 177 13 sets set NOUN sc-1132 177 14 were be AUX sc-1132 177 15 not not PART sc-1132 177 16 sufficient sufficient ADJ sc-1132 177 17 enough enough ADV sc-1132 177 18 in in ADP sc-1132 177 19 cell cell NOUN sc-1132 177 20 / / SYM sc-1132 177 21 data datum NOUN sc-1132 177 22 i i PRON sc-1132 177 23 d. d. PROPN sc-1132 177 24 the the DET sc-1132 177 25 obtained obtain VERB sc-1132 177 26 results result NOUN sc-1132 177 27 , , PUNCT sc-1132 177 28 for for ADP sc-1132 177 29 the the DET sc-1132 177 30 third third ADJ sc-1132 177 31 model model NOUN sc-1132 177 32 , , PUNCT sc-1132 177 33 it it PRON sc-1132 177 34 was be AUX sc-1132 177 35 indicated indicate VERB sc-1132 177 36 by by ADP sc-1132 177 37 the the DET sc-1132 177 38 obtained obtain VERB sc-1132 177 39 results result NOUN sc-1132 177 40 that that SCONJ sc-1132 177 41 this this DET sc-1132 177 42 model model NOUN sc-1132 177 43 is be AUX sc-1132 177 44 accurate accurate ADJ sc-1132 177 45 and and CCONJ sc-1132 177 46 suitable suitable ADJ sc-1132 177 47 for for ADP sc-1132 177 48 all all DET sc-1132 177 49 the the DET sc-1132 177 50 selected select VERB sc-1132 177 51 datasets dataset NOUN sc-1132 177 52 with with ADP sc-1132 177 53 the the DET sc-1132 177 54 university university NOUN sc-1132 177 55 area area NOUN sc-1132 177 56 being be AUX sc-1132 177 57 an an DET sc-1132 177 58 exception exception NOUN sc-1132 177 59 . . PUNCT sc-1132 178 1 this this DET sc-1132 178 2 area area NOUN sc-1132 178 3 still still ADV sc-1132 178 4 has have VERB sc-1132 178 5 some some DET sc-1132 178 6 issues issue NOUN sc-1132 178 7 , , PUNCT sc-1132 178 8 and and CCONJ sc-1132 178 9 it it PRON sc-1132 178 10 might might AUX sc-1132 178 11 be be AUX sc-1132 178 12 associated associate VERB sc-1132 178 13 with with ADP sc-1132 178 14 the the DET sc-1132 178 15 mobility mobility NOUN sc-1132 178 16 of of ADP sc-1132 178 17 community community NOUN sc-1132 178 18 patterns pattern NOUN sc-1132 178 19 . . PUNCT sc-1132 179 1 the the DET sc-1132 179 2 same same ADJ sc-1132 179 3 conclusion conclusion NOUN sc-1132 179 4 as as SCONJ sc-1132 179 5 previous previous ADJ sc-1132 179 6 works work NOUN sc-1132 179 7 was be AUX sc-1132 179 8 obtained obtain VERB sc-1132 179 9 for for ADP sc-1132 179 10 different different ADJ sc-1132 179 11 dataset dataset NOUN sc-1132 179 12 periods period NOUN sc-1132 179 13 . . PUNCT sc-1132 180 1 thus thus ADV sc-1132 180 2 , , PUNCT sc-1132 180 3 it it PRON sc-1132 180 4 was be AUX sc-1132 180 5 determined determine VERB sc-1132 180 6 that that SCONJ sc-1132 180 7 this this DET sc-1132 180 8 model model NOUN sc-1132 180 9 was be AUX sc-1132 180 10 suitable suitable ADJ sc-1132 180 11 for for ADP sc-1132 180 12 all all DET sc-1132 180 13 datasets dataset NOUN sc-1132 180 14 . . PUNCT sc-1132 181 1 results result NOUN sc-1132 181 2 have have AUX sc-1132 181 3 indicated indicate VERB sc-1132 181 4 that that SCONJ sc-1132 181 5 the the DET sc-1132 181 6 application application NOUN sc-1132 181 7 of of ADP sc-1132 181 8 predictive predictive ADJ sc-1132 181 9 models model NOUN sc-1132 181 10 and and CCONJ sc-1132 181 11 intelligent intelligent ADJ sc-1132 181 12 data datum NOUN sc-1132 181 13 analysis analysis NOUN sc-1132 181 14 for for ADP sc-1132 181 15 the the DET sc-1132 181 16 prediction prediction NOUN sc-1132 181 17 of of ADP sc-1132 181 18 traffic traffic NOUN sc-1132 181 19 are be AUX sc-1132 181 20 considered consider VERB sc-1132 181 21 significant significant ADJ sc-1132 181 22 , , PUNCT sc-1132 181 23 and and CCONJ sc-1132 181 24 they they PRON sc-1132 181 25 play play VERB sc-1132 181 26 a a DET sc-1132 181 27 vital vital ADJ sc-1132 181 28 role role NOUN sc-1132 181 29 for for ADP sc-1132 181 30 mobile mobile ADJ sc-1132 181 31 operators operator NOUN sc-1132 181 32 , , PUNCT sc-1132 181 33 which which PRON sc-1132 181 34 will will AUX sc-1132 181 35 be be AUX sc-1132 181 36 quite quite ADV sc-1132 181 37 useful useful ADJ sc-1132 181 38 in in ADP sc-1132 181 39 the the DET sc-1132 181 40 routing routing NOUN sc-1132 181 41 of of ADP sc-1132 181 42 traffic traffic NOUN sc-1132 181 43 . . PUNCT sc-1132 182 1 it it PRON sc-1132 182 2 can can AUX sc-1132 182 3 indicate indicate VERB sc-1132 182 4 yearly yearly ADJ sc-1132 182 5 prediction prediction NOUN sc-1132 182 6 as as ADV sc-1132 182 7 well well ADV sc-1132 182 8 for for ADP sc-1132 182 9 supporting support VERB sc-1132 182 10 network network NOUN sc-1132 182 11 optimization optimization NOUN sc-1132 182 12 , , PUNCT sc-1132 182 13 resource resource NOUN sc-1132 182 14 allocations allocation NOUN sc-1132 182 15 , , PUNCT sc-1132 182 16 self self NOUN sc-1132 182 17 - - PUNCT sc-1132 182 18 organizing organize VERB sc-1132 182 19 networks network NOUN sc-1132 182 20 , , PUNCT sc-1132 182 21 and and CCONJ sc-1132 182 22 investment investment NOUN sc-1132 182 23 planning planning NOUN sc-1132 182 24 . . PUNCT sc-1132 183 1 4 4 X sc-1132 183 2 . . X sc-1132 183 3 discussion discussion NOUN sc-1132 183 4 for for ADP sc-1132 183 5 mnos mno NOUN sc-1132 183 6 , , PUNCT sc-1132 183 7 this this DET sc-1132 183 8 research research NOUN sc-1132 183 9 is be AUX sc-1132 183 10 dedicated dedicate VERB sc-1132 183 11 to to ADP sc-1132 183 12 big big ADJ sc-1132 183 13 data datum NOUN sc-1132 183 14 management management NOUN sc-1132 183 15 and and CCONJ sc-1132 183 16 applying apply VERB sc-1132 183 17 ml ml PROPN sc-1132 183 18 / / SYM sc-1132 183 19 dl dl NOUN sc-1132 183 20 techniques technique NOUN sc-1132 183 21 in in ADP sc-1132 183 22 an an DET sc-1132 183 23 efficient efficient ADJ sc-1132 183 24 manner manner NOUN sc-1132 183 25 in in ADP sc-1132 183 26 the the DET sc-1132 183 27 sector sector NOUN sc-1132 183 28 of of ADP sc-1132 183 29 data data NOUN sc-1132 183 30 - - PUNCT sc-1132 183 31 driven drive VERB sc-1132 183 32 apps app NOUN sc-1132 183 33 and and CCONJ sc-1132 183 34 the the DET sc-1132 183 35 telecommunication telecommunication NOUN sc-1132 183 36 sector sector NOUN sc-1132 183 37 . . PUNCT sc-1132 184 1 comprehending comprehend VERB sc-1132 184 2 the the DET sc-1132 184 3 available available ADJ sc-1132 184 4 data datum NOUN sc-1132 184 5 , , PUNCT sc-1132 184 6 which which DET sc-1132 184 7 analytic analytic ADJ sc-1132 184 8 tools tool NOUN sc-1132 184 9 are be AUX sc-1132 184 10 eligible eligible ADJ sc-1132 184 11 and and CCONJ sc-1132 184 12 must must AUX sc-1132 184 13 be be AUX sc-1132 184 14 implemented implement VERB sc-1132 184 15 , , PUNCT sc-1132 184 16 and and CCONJ sc-1132 184 17 which which DET sc-1132 184 18 type type NOUN sc-1132 184 19 of of ADP sc-1132 184 20 information information NOUN sc-1132 184 21 or or CCONJ sc-1132 184 22 data datum NOUN sc-1132 184 23 should should AUX sc-1132 184 24 be be AUX sc-1132 184 25 collected collect VERB sc-1132 184 26 are be AUX sc-1132 184 27 significant significant ADJ sc-1132 184 28 for for ADP sc-1132 184 29 any any DET sc-1132 184 30 provider provider NOUN sc-1132 184 31 of of ADP sc-1132 184 32 service service NOUN sc-1132 184 33 for for ADP sc-1132 184 34 harvesting harvest VERB sc-1132 184 35 the the DET sc-1132 184 36 best good ADJ sc-1132 184 37 results result NOUN sc-1132 184 38 from from ADP sc-1132 184 39 the the DET sc-1132 184 40 data datum NOUN sc-1132 184 41 . . PUNCT sc-1132 185 1 big big ADJ sc-1132 185 2 data datum NOUN sc-1132 185 3 is be AUX sc-1132 185 4 selected select VERB sc-1132 185 5 and and CCONJ sc-1132 185 6 applied apply VERB sc-1132 185 7 in in ADP sc-1132 185 8 this this DET sc-1132 185 9 work work NOUN sc-1132 185 10 , , PUNCT sc-1132 185 11 and and CCONJ sc-1132 185 12 t t PROPN sc-1132 185 13 is be AUX sc-1132 185 14 vital vital ADJ sc-1132 185 15 to to PART sc-1132 185 16 recognize recognize VERB sc-1132 185 17 that that SCONJ sc-1132 185 18 techniques technique NOUN sc-1132 185 19 of of ADP sc-1132 185 20 machine machine NOUN sc-1132 185 21 earning earning NOUN sc-1132 185 22 and and CCONJ sc-1132 185 23 deep deep ADJ sc-1132 185 24 learning learning NOUN sc-1132 185 25 contribute contribute VERB sc-1132 185 26 significantly significantly ADV sc-1132 185 27 to to ADP sc-1132 185 28 both both CCONJ sc-1132 185 29 the the DET sc-1132 185 30 industrial industrial ADJ sc-1132 185 31 and and CCONJ sc-1132 185 32 academic academic ADJ sc-1132 185 33 sector sector NOUN sc-1132 185 34 and and CCONJ sc-1132 185 35 playing play VERB sc-1132 185 36 a a DET sc-1132 185 37 significant significant ADJ sc-1132 185 38 role role NOUN sc-1132 185 39 in in ADP sc-1132 185 40 wireless wireless ADJ sc-1132 185 41 network network NOUN sc-1132 185 42 application application NOUN sc-1132 185 43 like like ADP sc-1132 185 44 network network NOUN sc-1132 185 45 traffic traffic NOUN sc-1132 185 46 prediction prediction NOUN sc-1132 185 47 using use VERB sc-1132 185 48 different different ADJ sc-1132 185 49 clustering clustering NOUN sc-1132 185 50 techniques technique NOUN sc-1132 185 51 , , PUNCT sc-1132 185 52 it it PRON sc-1132 185 53 is be AUX sc-1132 185 54 possible possible ADJ sc-1132 185 55 to to PART sc-1132 185 56 cluster cluster VERB sc-1132 185 57 mobile mobile ADJ sc-1132 185 58 users user NOUN sc-1132 185 59 based base VERB sc-1132 185 60 on on ADP sc-1132 185 61 cdr cdr NOUN sc-1132 185 62 records record NOUN sc-1132 185 63 and and CCONJ sc-1132 185 64 generate generate VERB sc-1132 185 65 location location NOUN sc-1132 185 66 - - PUNCT sc-1132 185 67 based base VERB sc-1132 185 68 recommendation recommendation NOUN sc-1132 185 69 system system NOUN sc-1132 185 70 . . PUNCT sc-1132 186 1 cdrs cdr NOUN sc-1132 186 2 mining mining NOUN sc-1132 186 3 using use VERB sc-1132 186 4 these these DET sc-1132 186 5 techniques technique NOUN sc-1132 186 6 then then ADV sc-1132 186 7 existing exist VERB sc-1132 186 8 one one NOUN sc-1132 186 9 expands expand VERB sc-1132 186 10 its its PRON sc-1132 186 11 role role NOUN sc-1132 186 12 and and CCONJ sc-1132 186 13 applications application NOUN sc-1132 186 14 not not PART sc-1132 186 15 only only ADV sc-1132 186 16 for for ADP sc-1132 186 17 finical finical ADJ sc-1132 186 18 usage usage NOUN sc-1132 186 19 , , PUNCT sc-1132 186 20 but but CCONJ sc-1132 186 21 also also ADV sc-1132 186 22 by by ADP sc-1132 186 23 extracting extract VERB sc-1132 186 24 huge huge ADJ sc-1132 186 25 and and CCONJ sc-1132 186 26 important important ADJ sc-1132 186 27 knowledge knowledge NOUN sc-1132 186 28 from from ADP sc-1132 186 29 this this DET sc-1132 186 30 dataset dataset NOUN sc-1132 186 31 introduces introduce NOUN sc-1132 186 32 different different ADJ sc-1132 186 33 application application NOUN sc-1132 186 34 for for ADP sc-1132 186 35 telecoms telecom NOUN sc-1132 186 36 : : PUNCT sc-1132 186 37 1 1 X sc-1132 186 38 . . X sc-1132 186 39 analyzing analyze VERB sc-1132 186 40 cdrs cdr NOUN sc-1132 186 41 data datum NOUN sc-1132 186 42 can can AUX sc-1132 186 43 be be AUX sc-1132 186 44 provided provide VERB sc-1132 186 45 demographic demographic ADJ sc-1132 186 46 about about ADP sc-1132 186 47 genders gender NOUN sc-1132 186 48 and and CCONJ sc-1132 186 49 age age NOUN sc-1132 186 50 where where SCONJ sc-1132 186 51 we we PRON sc-1132 186 52 can can AUX sc-1132 186 53 use use VERB sc-1132 186 54 rnn rnn NOUN sc-1132 186 55 or or CCONJ sc-1132 186 56 cnn cnn PROPN sc-1132 186 57 to to PART sc-1132 186 58 predict predict VERB sc-1132 186 59 these these DET sc-1132 186 60 features feature NOUN sc-1132 186 61 of of ADP sc-1132 186 62 mobile mobile ADJ sc-1132 186 63 users user NOUN sc-1132 186 64 . . PUNCT sc-1132 187 1 2 2 X sc-1132 187 2 . . X sc-1132 187 3 rnns rnn NOUN sc-1132 187 4 are be AUX sc-1132 187 5 employed employ VERB sc-1132 187 6 to to PART sc-1132 187 7 determine determine VERB sc-1132 187 8 the the DET sc-1132 187 9 metro metro PROPN sc-1132 187 10 density density NOUN sc-1132 187 11 from from ADP sc-1132 187 12 massive massive ADJ sc-1132 187 13 cdrs cdr NOUN sc-1132 187 14 data datum NOUN sc-1132 187 15 , , PUNCT sc-1132 187 16 they they PRON sc-1132 187 17 propose propose VERB sc-1132 187 18 to to PART sc-1132 187 19 identify identify VERB sc-1132 187 20 the the DET sc-1132 187 21 trajectory trajectory NOUN sc-1132 187 22 of of ADP sc-1132 187 23 the the DET sc-1132 187 24 customer customer NOUN sc-1132 187 25 as as ADP sc-1132 187 26 a a DET sc-1132 187 27 sequence sequence NOUN sc-1132 187 28 of of ADP sc-1132 187 29 locations location NOUN sc-1132 187 30 as as ADP sc-1132 187 31 input input NOUN sc-1132 187 32 to to ADP sc-1132 187 33 rnnmodel rnnmodel VERB sc-1132 187 34 to to PART sc-1132 187 35 handle handle VERB sc-1132 187 36 this this DET sc-1132 187 37 sequential sequential ADJ sc-1132 187 38 data datum NOUN sc-1132 187 39 . . PUNCT sc-1132 188 1 3 3 X sc-1132 188 2 . . X sc-1132 188 3 from from ADP sc-1132 188 4 code code NOUN sc-1132 188 5 number number NOUN sc-1132 188 6 information information NOUN sc-1132 188 7 in in ADP sc-1132 188 8 cdrs cdr NOUN sc-1132 188 9 , , PUNCT sc-1132 188 10 it it PRON sc-1132 188 11 is be AUX sc-1132 188 12 possible possible ADJ sc-1132 188 13 to to PART sc-1132 188 14 predict predict VERB sc-1132 188 15 tourist‘s tourist‘s NOUN sc-1132 188 16 locations location NOUN sc-1132 188 17 and and CCONJ sc-1132 188 18 make make VERB sc-1132 188 19 business business NOUN sc-1132 188 20 packages package NOUN sc-1132 188 21 . . PUNCT sc-1132 189 1 it it PRON sc-1132 189 2 has have AUX sc-1132 189 3 been be AUX sc-1132 189 4 proven prove VERB sc-1132 189 5 by by ADP sc-1132 189 6 this this DET sc-1132 189 7 practical practical ADJ sc-1132 189 8 work work NOUN sc-1132 189 9 how how SCONJ sc-1132 189 10 benefits benefit NOUN sc-1132 189 11 in in ADP sc-1132 189 12 the the DET sc-1132 189 13 business business NOUN sc-1132 189 14 and and CCONJ sc-1132 189 15 operational operational ADJ sc-1132 189 16 aspect aspect NOUN sc-1132 189 17 of of ADP sc-1132 189 18 the the DET sc-1132 189 19 telecommunication telecommunication NOUN sc-1132 189 20 industry industry NOUN sc-1132 189 21 can can AUX sc-1132 189 22 be be AUX sc-1132 189 23 obtained obtain VERB sc-1132 189 24 with with ADP sc-1132 189 25 the the DET sc-1132 189 26 effective effective ADJ sc-1132 189 27 application application NOUN sc-1132 189 28 of of ADP sc-1132 189 29 techniques technique NOUN sc-1132 189 30 of of ADP sc-1132 189 31 big big ADJ sc-1132 189 32 data datum NOUN sc-1132 189 33 instead instead ADV sc-1132 189 34 of of ADP sc-1132 189 35 traditional traditional ADJ sc-1132 189 36 techniques technique NOUN sc-1132 189 37 . . PUNCT sc-1132 190 1 models model NOUN sc-1132 190 2 like like ADP sc-1132 190 3 lstm lstm NOUN sc-1132 190 4 and and CCONJ sc-1132 190 5 arima arima PROPN sc-1132 190 6 was be AUX sc-1132 190 7 applied apply VERB sc-1132 190 8 for for ADP sc-1132 190 9 the the DET sc-1132 190 10 prediction prediction NOUN sc-1132 190 11 of of ADP sc-1132 190 12 traffic traffic NOUN sc-1132 190 13 , , PUNCT sc-1132 190 14 and and CCONJ sc-1132 190 15 it it PRON sc-1132 190 16 was be AUX sc-1132 190 17 explained explain VERB sc-1132 190 18 that that SCONJ sc-1132 190 19 results result NOUN sc-1132 190 20 were be AUX sc-1132 190 21 quite quite ADV sc-1132 190 22 beneficial beneficial ADJ sc-1132 190 23 in in ADP sc-1132 190 24 strategic strategic ADJ sc-1132 190 25 and and CCONJ sc-1132 190 26 short short ADJ sc-1132 190 27 plans plan NOUN sc-1132 190 28 for for ADP sc-1132 190 29 the the DET sc-1132 190 30 operator operator NOUN sc-1132 190 31 . . PUNCT sc-1132 191 1 for for ADP sc-1132 191 2 the the DET sc-1132 191 3 performance performance NOUN sc-1132 191 4 of of ADP sc-1132 191 5 our our PRON sc-1132 191 6 practical practical ADJ sc-1132 191 7 part part NOUN sc-1132 191 8 , , PUNCT sc-1132 191 9 cdr cdr PROPN sc-1132 191 10 database database NOUN sc-1132 191 11 selection selection NOUN sc-1132 191 12 was be AUX sc-1132 191 13 based base VERB sc-1132 191 14 on on ADP sc-1132 191 15 the the DET sc-1132 191 16 significance significance NOUN sc-1132 191 17 of of ADP sc-1132 191 18 the the DET sc-1132 191 19 dataset dataset NOUN sc-1132 191 20 for for ADP sc-1132 191 21 the the DET sc-1132 191 22 mno mno PROPN sc-1132 191 23 since since SCONJ sc-1132 191 24 it it PRON sc-1132 191 25 is be AUX sc-1132 191 26 indicated indicate VERB sc-1132 191 27 by by ADP sc-1132 191 28 our our PRON sc-1132 191 29 results result NOUN sc-1132 191 30 that that PRON sc-1132 191 31 cdrs cdr VERB sc-1132 191 32 analysis analysis NOUN sc-1132 191 33 has have VERB sc-1132 191 34 much much ADJ sc-1132 191 35 significance significance NOUN sc-1132 191 36 beyond beyond ADP sc-1132 191 37 and and CCONJ sc-1132 191 38 currently currently ADV sc-1132 191 39 in in ADP sc-1132 191 40 different different ADJ sc-1132 191 41 areas area NOUN sc-1132 191 42 like like ADP sc-1132 191 43 investment investment NOUN sc-1132 191 44 plans plan NOUN sc-1132 191 45 on on ADP sc-1132 191 46 the the DET sc-1132 191 47 basis basis NOUN sc-1132 191 48 of of ADP sc-1132 191 49 optimization optimization NOUN sc-1132 191 50 network network NOUN sc-1132 191 51 , , PUNCT sc-1132 191 52 fault fault VERB sc-1132 191 53 detection detection NOUN sc-1132 191 54 traffic traffic NOUN sc-1132 191 55 prediction prediction NOUN sc-1132 191 56 , , PUNCT sc-1132 191 57 network network NOUN sc-1132 191 58 optimization optimization NOUN sc-1132 191 59 , , PUNCT sc-1132 191 60 and and CCONJ sc-1132 191 61 resource resource NOUN sc-1132 191 62 allocation allocation NOUN sc-1132 191 63 . . PUNCT sc-1132 192 1 for for ADP sc-1132 192 2 future future ADJ sc-1132 192 3 work work NOUN sc-1132 192 4 , , PUNCT sc-1132 192 5 we we PRON sc-1132 192 6 will will AUX sc-1132 192 7 apply apply VERB sc-1132 192 8 ml ml NOUN sc-1132 192 9 / / SYM sc-1132 192 10 dl dl PROPN sc-1132 192 11 techniques technique NOUN sc-1132 192 12 on on ADP sc-1132 192 13 different different ADJ sc-1132 192 14 unlabeled unlabele VERB sc-1132 192 15 datasets dataset NOUN sc-1132 192 16 since since SCONJ sc-1132 192 17 mos mos NOUN sc-1132 192 18 - - PUNCT sc-1132 192 19 generated generate VERB sc-1132 192 20 data datum NOUN sc-1132 192 21 in in ADP sc-1132 192 22 wireless wireless ADJ sc-1132 192 23 network network NOUN sc-1132 192 24 systems system NOUN sc-1132 192 25 have have VERB sc-1132 192 26 these these DET sc-1132 192 27 challenge challenge NOUN sc-1132 192 28 able able ADJ sc-1132 192 29 features feature NOUN sc-1132 192 30 , , PUNCT sc-1132 192 31 which which PRON sc-1132 192 32 required require VERB sc-1132 192 33 specific specific ADJ sc-1132 192 34 techniques technique NOUN sc-1132 192 35 . . PUNCT sc-1132 193 1 acknowledgement acknowledgement NOUN sc-1132 193 2 this this DET sc-1132 193 3 research research NOUN sc-1132 193 4 is be AUX sc-1132 193 5 developed develop VERB sc-1132 193 6 on on ADP sc-1132 193 7 the the DET sc-1132 193 8 basis basis NOUN sc-1132 193 9 of of ADP sc-1132 193 10 a a DET sc-1132 193 11 master master NOUN sc-1132 193 12 thesis thesis NOUN sc-1132 193 13 “ " PUNCT sc-1132 193 14 methods method NOUN sc-1132 193 15 to to PART sc-1132 193 16 efficiently efficiently ADV sc-1132 193 17 handle handle VERB sc-1132 193 18 big big ADJ sc-1132 193 19 data datum NOUN sc-1132 193 20 in in ADP sc-1132 193 21 5 5 NUM sc-1132 193 22 g g PROPN sc-1132 193 23 networks network NOUN sc-1132 193 24 ” " PUNCT sc-1132 193 25 20181 20181 NUM sc-1132 193 26 , , PUNCT sc-1132 193 27 double double ADJ sc-1132 193 28 degree degree NOUN sc-1132 193 29 erasmus erasmus PROPN sc-1132 193 30 + + CCONJ sc-1132 193 31 program program NOUN sc-1132 193 32 between between ADP sc-1132 193 33 higher high ADJ sc-1132 193 34 school school NOUN sc-1132 193 35 of of ADP sc-1132 193 36 economics economic NOUN sc-1132 193 37 and and CCONJ sc-1132 193 38 uas uas PROPN sc-1132 193 39 technikum technikum NOUN sc-1132 193 40 wien wien PROPN sc-1132 193 41 . . PUNCT sc-1132 194 1 i i PRON sc-1132 194 2 would would AUX sc-1132 194 3 like like VERB sc-1132 194 4 to to PART sc-1132 194 5 express express VERB sc-1132 194 6 my my PRON sc-1132 194 7 sincere sincere ADJ sc-1132 194 8 gratitude gratitude NOUN sc-1132 194 9 to to ADP sc-1132 194 10 my my PRON sc-1132 194 11 academic academic ADJ sc-1132 194 12 supervisors supervisor NOUN sc-1132 194 13 and and CCONJ sc-1132 194 14 the the DET sc-1132 194 15 professors professor NOUN sc-1132 194 16 and and CCONJ sc-1132 194 17 lecturers lecturer NOUN sc-1132 194 18 at at ADP sc-1132 194 19 the the DET sc-1132 194 20 big big ADJ sc-1132 194 21 data data PROPN sc-1132 194 22 systems system NOUN sc-1132 194 23 program program NOUN sc-1132 194 24 . . PUNCT sc-1132 195 1 improvement improvement NOUN sc-1132 195 2 is be AUX sc-1132 195 3 made make VERB sc-1132 195 4 during during ADP sc-1132 195 5 study study NOUN sc-1132 195 6 at at ADP sc-1132 195 7 skoltech skoltech NOUN sc-1132 195 8 . . PUNCT sc-1132 196 1 1https://www.hse.ru/en/edu/vkr/219430036 1https://www.hse.ru/en/edu/vkr/219430036 NOUN sc-1132 196 2 9 9 NUM sc-1132 196 3 big big ADJ sc-1132 196 4 data datum NOUN sc-1132 196 5 in in ADP sc-1132 196 6 telecom telecom NOUN sc-1132 196 7 industry industry NOUN sc-1132 196 8 : : PUNCT sc-1132 196 9 effective effective ADJ sc-1132 196 10 predictive predictive ADJ sc-1132 196 11 techniques technique NOUN sc-1132 196 12 on on ADP sc-1132 196 13 cdrs cdrs PROPN sc-1132 196 14 eai eai PROPN sc-1132 196 15 endorsed endorse VERB sc-1132 196 16 transactions transaction NOUN sc-1132 196 17 on on ADP sc-1132 196 18 smart smart ADJ sc-1132 196 19 cities city NOUN sc-1132 196 20 06 06 NUM sc-1132 196 21 2020 2020 NUM sc-1132 196 22 07 07 NUM sc-1132 196 23 2020 2020 NUM sc-1132 196 24 | | ADV sc-1132 196 25 volume volume NOUN sc-1132 196 26 4 4 NUM sc-1132 196 27 | | ADV sc-1132 196 28 issue issue VERB sc-1132 196 29 11 11 NUM sc-1132 196 30 | | NOUN sc-1132 196 31 e1 e1 NOUN sc-1132 196 32 references reference NOUN sc-1132 196 33 [ [ X sc-1132 196 34 1 1 NUM sc-1132 196 35 ] ] X sc-1132 196 36 zeng zeng PROPN sc-1132 196 37 , , PUNCT sc-1132 196 38 d. d. PROPN sc-1132 196 39 , , PUNCT sc-1132 196 40 gu gu PROPN sc-1132 196 41 , , PUNCT sc-1132 196 42 l. l. PROPN sc-1132 196 43 and and CCONJ sc-1132 196 44 guo guo PROPN sc-1132 196 45 , , PUNCT sc-1132 196 46 s. s. PROPN sc-1132 196 47 ( ( PUNCT sc-1132 196 48 2015 2015 NUM sc-1132 196 49 ) ) PUNCT sc-1132 196 50 cost cost NOUN sc-1132 196 51 minimization minimization NOUN sc-1132 196 52 for for ADP sc-1132 196 53 big big ADJ sc-1132 196 54 data datum NOUN sc-1132 196 55 processing processing NOUN sc-1132 196 56 in in ADP sc-1132 196 57 geo geo PROPN sc-1132 196 58 - - PUNCT sc-1132 196 59 distributed distribute VERB sc-1132 196 60 data data NOUN sc-1132 196 61 centers center NOUN sc-1132 196 62 . . PUNCT sc-1132 197 1 in in ADP sc-1132 197 2 cloud cloud NOUN sc-1132 197 3 networking network VERB sc-1132 197 4 for for ADP sc-1132 197 5 big big ADJ sc-1132 197 6 data datum NOUN sc-1132 197 7 ( ( PUNCT sc-1132 197 8 springer springer NOUN sc-1132 197 9 ) ) PUNCT sc-1132 197 10 , , PUNCT sc-1132 197 11 59–78 59–78 NUM sc-1132 197 12 . . PUNCT sc-1132 198 1 [ [ X sc-1132 198 2 2 2 NUM sc-1132 198 3 ] ] PUNCT sc-1132 198 4 bi bi NOUN sc-1132 198 5 , , PUNCT sc-1132 198 6 s. s. PROPN sc-1132 198 7 , , PUNCT sc-1132 198 8 zhang zhang PROPN sc-1132 198 9 , , PUNCT sc-1132 198 10 r. r. PROPN sc-1132 198 11 , , PUNCT sc-1132 198 12 ding ding NOUN sc-1132 198 13 , , PUNCT sc-1132 198 14 z. z. PROPN sc-1132 198 15 and and CCONJ sc-1132 198 16 cui cui PROPN sc-1132 198 17 , , PUNCT sc-1132 198 18 s. s. PROPN sc-1132 198 19 ( ( PUNCT sc-1132 198 20 2015 2015 NUM sc-1132 198 21 ) ) PUNCT sc-1132 198 22 wireless wireless NOUN sc-1132 198 23 communications communication NOUN sc-1132 198 24 in in ADP sc-1132 198 25 the the DET sc-1132 198 26 era era NOUN sc-1132 198 27 of of ADP sc-1132 198 28 big big ADJ sc-1132 198 29 data datum NOUN sc-1132 198 30 . . PUNCT sc-1132 199 1 ieee ieee PROPN sc-1132 199 2 communications communications PROPN sc-1132 199 3 magazine magazine NOUN sc-1132 199 4 53(10 53(10 NUM sc-1132 199 5 ): ): PUNCT sc-1132 199 6 190–199 190–199 NUM sc-1132 199 7 . . PUNCT sc-1132 200 1 [ [ X sc-1132 200 2 3 3 X sc-1132 200 3 ] ] PUNCT sc-1132 200 4 he he PRON sc-1132 200 5 , , PUNCT sc-1132 200 6 y. y. PROPN sc-1132 200 7 , , PUNCT sc-1132 200 8 yu yu PROPN sc-1132 200 9 , , PUNCT sc-1132 200 10 f.r f.r PROPN sc-1132 200 11 . . PROPN sc-1132 200 12 , , PUNCT sc-1132 200 13 zhao zhao PROPN sc-1132 200 14 , , PUNCT sc-1132 200 15 n. n. PROPN sc-1132 200 16 , , PUNCT sc-1132 200 17 yin yin PROPN sc-1132 200 18 , , PUNCT sc-1132 200 19 h. h. PROPN sc-1132 200 20 , , PUNCT sc-1132 200 21 yao yao PROPN sc-1132 200 22 , , PUNCT sc-1132 200 23 h. h. PROPN sc-1132 200 24 and and CCONJ sc-1132 200 25 qiu qiu PROPN sc-1132 200 26 , , PUNCT sc-1132 200 27 r.c r.c PROPN sc-1132 200 28 . . PROPN sc-1132 200 29 ( ( PUNCT sc-1132 200 30 2016 2016 NUM sc-1132 200 31 ) ) PUNCT sc-1132 200 32 big big ADJ sc-1132 200 33 data datum NOUN sc-1132 200 34 analytics analytic NOUN sc-1132 200 35 in in ADP sc-1132 200 36 mobile mobile ADJ sc-1132 200 37 cellular cellular ADJ sc-1132 200 38 networks network NOUN sc-1132 200 39 . . PUNCT sc-1132 201 1 ieee ieee NOUN sc-1132 201 2 access access NOUN sc-1132 201 3 4 4 NUM sc-1132 201 4 : : SYM sc-1132 201 5 1985–1996 1985–1996 NUM sc-1132 201 6 . . PUNCT sc-1132 202 1 [ [ X sc-1132 202 2 4 4 NUM sc-1132 202 3 ] ] X sc-1132 202 4 zheng zheng X sc-1132 202 5 , , PUNCT sc-1132 202 6 k. k. PROPN sc-1132 202 7 , , PUNCT sc-1132 202 8 yang yang PROPN sc-1132 202 9 , , PUNCT sc-1132 202 10 z. z. PROPN sc-1132 202 11 , , PUNCT sc-1132 202 12 zhang zhang PROPN sc-1132 202 13 , , PUNCT sc-1132 202 14 k. k. PROPN sc-1132 202 15 , , PUNCT sc-1132 202 16 chatzimisios chatzimisios PROPN sc-1132 202 17 , , PUNCT sc-1132 202 18 p. p. PROPN sc-1132 202 19 , , PUNCT sc-1132 202 20 yang yang PROPN sc-1132 202 21 , , PUNCT sc-1132 202 22 k. k. PROPN sc-1132 202 23 and and CCONJ sc-1132 202 24 xiang xiang PROPN sc-1132 202 25 , , PUNCT sc-1132 202 26 w. w. PROPN sc-1132 202 27 ( ( PUNCT sc-1132 202 28 2016 2016 NUM sc-1132 202 29 ) ) PUNCT sc-1132 202 30 big big ADJ sc-1132 202 31 data data NOUN sc-1132 202 32 - - PUNCT sc-1132 202 33 driven drive VERB sc-1132 202 34 optimization optimization NOUN sc-1132 202 35 for for ADP sc-1132 202 36 mobile mobile ADJ sc-1132 202 37 networks network NOUN sc-1132 202 38 toward toward ADP sc-1132 202 39 5 5 NUM sc-1132 202 40 g. g. PROPN sc-1132 202 41 ieee ieee PROPN sc-1132 202 42 network network PROPN sc-1132 202 43 30(1 30(1 NUM sc-1132 202 44 ): ): PUNCT sc-1132 202 45 44–51 44–51 NUM sc-1132 202 46 . . PUNCT sc-1132 203 1 [ [ X sc-1132 203 2 5 5 NUM sc-1132 203 3 ] ] PUNCT sc-1132 203 4 imran imran PROPN sc-1132 203 5 , , PUNCT sc-1132 203 6 a. a. NOUN sc-1132 203 7 , , PUNCT sc-1132 203 8 zoha zoha PROPN sc-1132 203 9 , , PUNCT sc-1132 203 10 a. a. NOUN sc-1132 203 11 and and CCONJ sc-1132 203 12 abu abu PROPN sc-1132 203 13 - - PUNCT sc-1132 203 14 dayya dayya PROPN sc-1132 203 15 , , PUNCT sc-1132 203 16 a. a. NOUN sc-1132 203 17 ( ( PUNCT sc-1132 203 18 2014 2014 NUM sc-1132 203 19 ) ) PUNCT sc-1132 203 20 challenges challenge NOUN sc-1132 203 21 in in ADP sc-1132 203 22 5 5 NUM sc-1132 203 23 g g NOUN sc-1132 203 24 : : PUNCT sc-1132 203 25 how how SCONJ sc-1132 203 26 to to PART sc-1132 203 27 empower empower VERB sc-1132 203 28 son son NOUN sc-1132 203 29 with with ADP sc-1132 203 30 big big ADJ sc-1132 203 31 data datum NOUN sc-1132 203 32 for for ADP sc-1132 203 33 enabling enable VERB sc-1132 203 34 5 5 NUM sc-1132 203 35 g. g. PROPN sc-1132 203 36 ieee ieee NOUN sc-1132 203 37 network network PROPN sc-1132 203 38 28(6 28(6 NOUN sc-1132 203 39 ): ): PUNCT sc-1132 203 40 27–33 27–33 NUM sc-1132 203 41 . . PUNCT sc-1132 204 1 [ [ X sc-1132 204 2 6 6 NUM sc-1132 204 3 ] ] PUNCT sc-1132 204 4 boccardi boccardi PROPN sc-1132 204 5 , , PUNCT sc-1132 204 6 f. f. PROPN sc-1132 204 7 , , PUNCT sc-1132 204 8 heath heath PROPN sc-1132 204 9 , , PUNCT sc-1132 204 10 r.w r.w PROPN sc-1132 204 11 . . PROPN sc-1132 204 12 , , PUNCT sc-1132 204 13 lozano lozano PROPN sc-1132 204 14 , , PUNCT sc-1132 204 15 a. a. PROPN sc-1132 204 16 , , PUNCT sc-1132 204 17 marzetta marzetta PROPN sc-1132 204 18 , , PUNCT sc-1132 204 19 t.l t.l PROPN sc-1132 204 20 . . PUNCT sc-1132 204 21 and and CCONJ sc-1132 204 22 popovski popovski VERB sc-1132 204 23 , , PUNCT sc-1132 204 24 p. p. NOUN sc-1132 204 25 ( ( PUNCT sc-1132 204 26 2014 2014 NUM sc-1132 204 27 ) ) PUNCT sc-1132 204 28 five five NUM sc-1132 204 29 disruptive disruptive ADJ sc-1132 204 30 technology technology NOUN sc-1132 204 31 directions direction NOUN sc-1132 204 32 for for ADP sc-1132 204 33 5 5 NUM sc-1132 204 34 g. g. PROPN sc-1132 204 35 ieee ieee PROPN sc-1132 204 36 communications communications PROPN sc-1132 204 37 magazine magazine NOUN sc-1132 204 38 52(2 52(2 NUM sc-1132 204 39 ): ): PUNCT sc-1132 204 40 74–80 74–80 NUM sc-1132 204 41 . . PUNCT sc-1132 205 1 [ [ X sc-1132 205 2 7 7 NUM sc-1132 205 3 ] ] X sc-1132 205 4 ramaprasath ramaprasath NOUN sc-1132 205 5 , , PUNCT sc-1132 205 6 a. a. NOUN sc-1132 205 7 , , PUNCT sc-1132 205 8 srinivasan srinivasan NOUN sc-1132 205 9 , , PUNCT sc-1132 205 10 a. a. NOUN sc-1132 205 11 and and CCONJ sc-1132 205 12 lung lung PROPN sc-1132 205 13 , , PUNCT sc-1132 205 14 c.h c.h PROPN sc-1132 205 15 . . PROPN sc-1132 205 16 ( ( PUNCT sc-1132 205 17 2015 2015 NUM sc-1132 205 18 ) ) PUNCT sc-1132 205 19 performance performance NOUN sc-1132 205 20 optimization optimization NOUN sc-1132 205 21 of of ADP sc-1132 205 22 big big ADJ sc-1132 205 23 data datum NOUN sc-1132 205 24 in in ADP sc-1132 205 25 mobile mobile ADJ sc-1132 205 26 networks network NOUN sc-1132 205 27 . . PUNCT sc-1132 206 1 in in ADP sc-1132 206 2 2015 2015 NUM sc-1132 206 3 ieee ieee NOUN sc-1132 206 4 28th 28th ADJ sc-1132 206 5 canadian canadian ADJ sc-1132 206 6 conference conference NOUN sc-1132 206 7 on on ADP sc-1132 206 8 electrical electrical ADJ sc-1132 206 9 and and CCONJ sc-1132 206 10 computer computer NOUN sc-1132 206 11 engineering engineering NOUN sc-1132 206 12 ( ( PUNCT sc-1132 206 13 ccece ccece PROPN sc-1132 206 14 ) ) PUNCT sc-1132 206 15 ( ( PUNCT sc-1132 206 16 ieee ieee NOUN sc-1132 206 17 ): ): PUNCT sc-1132 206 18 1364–1368 1364–1368 NUM sc-1132 206 19 . . PUNCT sc-1132 207 1 [ [ X sc-1132 207 2 8 8 NUM sc-1132 207 3 ] ] X sc-1132 207 4 samulevicius samulevicius ADV sc-1132 207 5 , , PUNCT sc-1132 207 6 s. s. PROPN sc-1132 207 7 , , PUNCT sc-1132 207 8 pedersen pedersen PROPN sc-1132 207 9 , , PUNCT sc-1132 207 10 t.b t.b PROPN sc-1132 207 11 . . PROPN sc-1132 207 12 and and CCONJ sc-1132 207 13 sorensen sorensen PROPN sc-1132 207 14 , , PUNCT sc-1132 207 15 t.b t.b PROPN sc-1132 207 16 . . PROPN sc-1132 207 17 ( ( PUNCT sc-1132 207 18 2015 2015 NUM sc-1132 207 19 ) ) PUNCT sc-1132 208 1 most most ADJ sc-1132 208 2 : : PUNCT sc-1132 208 3 mobile mobile ADJ sc-1132 208 4 broadband broadband NOUN sc-1132 208 5 network network NOUN sc-1132 208 6 optimization optimization NOUN sc-1132 208 7 using use VERB sc-1132 208 8 planned plan VERB sc-1132 208 9 spatio spatio ADJ sc-1132 208 10 - - PUNCT sc-1132 208 11 temporal temporal ADJ sc-1132 208 12 events event NOUN sc-1132 208 13 . . PUNCT sc-1132 209 1 in in ADP sc-1132 209 2 2015 2015 NUM sc-1132 209 3 ieee ieee NOUN sc-1132 209 4 81st 81st ADJ sc-1132 209 5 vehicular vehicular ADJ sc-1132 209 6 technology technology NOUN sc-1132 209 7 conference conference NOUN sc-1132 209 8 ( ( PUNCT sc-1132 209 9 vtc vtc PROPN sc-1132 209 10 spring spring NOUN sc-1132 209 11 ) ) PUNCT sc-1132 209 12 ( ( PUNCT sc-1132 209 13 ieee ieee NOUN sc-1132 209 14 ): ): PUNCT sc-1132 209 15 1 1 NUM sc-1132 209 16 – – PUNCT sc-1132 209 17 5 5 NUM sc-1132 209 18 . . PUNCT sc-1132 210 1 [ [ X sc-1132 210 2 9 9 NUM sc-1132 210 3 ] ] SYM sc-1132 210 4 blondel blondel NOUN sc-1132 210 5 , , PUNCT sc-1132 210 6 v.d v.d PROPN sc-1132 210 7 . . PROPN sc-1132 210 8 , , PUNCT sc-1132 210 9 decuyper decuyper NOUN sc-1132 210 10 , , PUNCT sc-1132 210 11 a. a. NOUN sc-1132 210 12 and and CCONJ sc-1132 210 13 krings kring NOUN sc-1132 210 14 , , PUNCT sc-1132 210 15 g. g. PROPN sc-1132 210 16 ( ( PUNCT sc-1132 210 17 2015 2015 NUM sc-1132 210 18 ) ) PUNCT sc-1132 210 19 a a DET sc-1132 210 20 survey survey NOUN sc-1132 210 21 of of ADP sc-1132 210 22 results result NOUN sc-1132 210 23 on on ADP sc-1132 210 24 mobile mobile ADJ sc-1132 210 25 phone phone NOUN sc-1132 210 26 datasets dataset NOUN sc-1132 210 27 analysis analysis NOUN sc-1132 210 28 . . PUNCT sc-1132 211 1 epj epj NOUN sc-1132 211 2 data data PROPN sc-1132 211 3 science science NOUN sc-1132 211 4 4(1 4(1 NOUN sc-1132 211 5 ): ): PUNCT sc-1132 211 6 10 10 NUM sc-1132 211 7 . . PUNCT sc-1132 212 1 [ [ X sc-1132 212 2 10 10 NUM sc-1132 212 3 ] ] X sc-1132 212 4 italia italia NOUN sc-1132 212 5 , , PUNCT sc-1132 212 6 t. t. PROPN sc-1132 212 7 ( ( PUNCT sc-1132 212 8 2015 2015 NUM sc-1132 212 9 ) ) PUNCT sc-1132 212 10 , , PUNCT sc-1132 212 11 telecom telecom PROPN sc-1132 212 12 italia italia PROPN sc-1132 212 13 big big PROPN sc-1132 212 14 data data PROPN sc-1132 212 15 challenge challenge NOUN sc-1132 212 16 . . PUNCT sc-1132 213 1 url url VERB sc-1132 213 2 https://dandelion.eu/datamine/open-big-data/. https://dandelion.eu/datamine/open-big-data/. NOUN sc-1132 213 3 [ [ SYM sc-1132 213 4 11 11 NUM sc-1132 213 5 ] ] SYM sc-1132 213 6 xu xu PROPN sc-1132 213 7 , , PUNCT sc-1132 213 8 r. r. PROPN sc-1132 213 9 and and CCONJ sc-1132 213 10 wunsch wunsch PROPN sc-1132 213 11 , , PUNCT sc-1132 213 12 d. d. PROPN sc-1132 213 13 ( ( PUNCT sc-1132 213 14 2005 2005 NUM sc-1132 213 15 ) ) PUNCT sc-1132 213 16 survey survey NOUN sc-1132 213 17 of of ADP sc-1132 213 18 clustering clustering ADJ sc-1132 213 19 algorithms algorithm NOUN sc-1132 213 20 . . PUNCT sc-1132 214 1 ieee ieee NOUN sc-1132 214 2 transactions transaction NOUN sc-1132 214 3 on on ADP sc-1132 214 4 neural neural ADJ sc-1132 214 5 networks network NOUN sc-1132 214 6 16(3 16(3 NOUN sc-1132 214 7 ): ): PUNCT sc-1132 214 8 645–678 645–678 NUM sc-1132 214 9 . . PUNCT sc-1132 215 1 [ [ X sc-1132 215 2 12 12 NUM sc-1132 215 3 ] ] PUNCT sc-1132 215 4 soto soto NOUN sc-1132 215 5 , , PUNCT sc-1132 215 6 v. v. NOUN sc-1132 215 7 and and CCONJ sc-1132 215 8 frías fría NOUN sc-1132 215 9 - - PUNCT sc-1132 215 10 martínez martínez PROPN sc-1132 215 11 , , PUNCT sc-1132 215 12 e. e. PROPN sc-1132 215 13 ( ( PUNCT sc-1132 215 14 2011 2011 NUM sc-1132 215 15 ) ) PUNCT sc-1132 215 16 automated automate VERB sc-1132 215 17 land land NOUN sc-1132 215 18 use use NOUN sc-1132 215 19 identification identification NOUN sc-1132 215 20 using use VERB sc-1132 215 21 cell cell NOUN sc-1132 215 22 - - PUNCT sc-1132 215 23 phone phone NOUN sc-1132 215 24 records record NOUN sc-1132 215 25 . . PUNCT sc-1132 216 1 in in ADP sc-1132 216 2 proceedings proceeding NOUN sc-1132 216 3 of of ADP sc-1132 216 4 the the DET sc-1132 216 5 3rd 3rd PROPN sc-1132 216 6 acm acm PROPN sc-1132 216 7 international international ADJ sc-1132 216 8 workshop workshop NOUN sc-1132 216 9 on on ADP sc-1132 216 10 mobiarch mobiarch NOUN sc-1132 216 11 : : PUNCT sc-1132 216 12 17–22 17–22 NUM sc-1132 216 13 . . PUNCT sc-1132 217 1 [ [ X sc-1132 217 2 13 13 NUM sc-1132 217 3 ] ] X sc-1132 217 4 liu liu PROPN sc-1132 217 5 , , PUNCT sc-1132 217 6 j. j. PROPN sc-1132 217 7 , , PUNCT sc-1132 217 8 chang chang PROPN sc-1132 217 9 , , PUNCT sc-1132 217 10 n. n. PROPN sc-1132 217 11 , , PUNCT sc-1132 217 12 zhang zhang PROPN sc-1132 217 13 , , PUNCT sc-1132 217 14 s. s. PROPN sc-1132 217 15 and and CCONJ sc-1132 217 16 lei lei PROPN sc-1132 217 17 , , PUNCT sc-1132 217 18 z. z. PROPN sc-1132 217 19 ( ( PUNCT sc-1132 217 20 2015 2015 NUM sc-1132 217 21 ) ) PUNCT sc-1132 217 22 recognizing recognize VERB sc-1132 217 23 and and CCONJ sc-1132 217 24 characterizing characterize VERB sc-1132 217 25 dynamics dynamic NOUN sc-1132 217 26 of of ADP sc-1132 217 27 cellular cellular ADJ sc-1132 217 28 devices device NOUN sc-1132 217 29 in in ADP sc-1132 217 30 cellular cellular ADJ sc-1132 217 31 data datum NOUN sc-1132 217 32 network network NOUN sc-1132 217 33 through through ADP sc-1132 217 34 massive massive ADJ sc-1132 217 35 data datum NOUN sc-1132 217 36 analysis analysis NOUN sc-1132 217 37 . . PUNCT sc-1132 218 1 international international ADJ sc-1132 218 2 journal journal NOUN sc-1132 218 3 of of ADP sc-1132 218 4 communication communication NOUN sc-1132 218 5 systems system NOUN sc-1132 218 6 28(12 28(12 NUM sc-1132 218 7 ): ): PUNCT sc-1132 218 8 1884–1897 1884–1897 NUM sc-1132 218 9 . . PUNCT sc-1132 219 1 [ [ X sc-1132 219 2 14 14 NUM sc-1132 219 3 ] ] X sc-1132 219 4 zhang zhang PROPN sc-1132 219 5 , , PUNCT sc-1132 219 6 g.p g.p PROPN sc-1132 219 7 . . PROPN sc-1132 219 8 ( ( PUNCT sc-1132 219 9 2003 2003 NUM sc-1132 219 10 ) ) PUNCT sc-1132 219 11 time time NOUN sc-1132 219 12 series series PROPN sc-1132 219 13 forecasting forecasting NOUN sc-1132 219 14 using use VERB sc-1132 219 15 a a DET sc-1132 219 16 hybrid hybrid ADJ sc-1132 219 17 arima arima NOUN sc-1132 219 18 and and CCONJ sc-1132 219 19 neural neural ADJ sc-1132 219 20 network network NOUN sc-1132 219 21 model model NOUN sc-1132 219 22 . . PUNCT sc-1132 220 1 neurocomputing neurocompute VERB sc-1132 220 2 50 50 NUM sc-1132 220 3 : : PUNCT sc-1132 220 4 159–175 159–175 NUM sc-1132 220 5 . . PUNCT sc-1132 221 1 [ [ X sc-1132 221 2 15 15 NUM sc-1132 221 3 ] ] X sc-1132 221 4 adhikari adhikari PROPN sc-1132 221 5 , , PUNCT sc-1132 221 6 r. r. PROPN sc-1132 221 7 and and CCONJ sc-1132 221 8 agrawal agrawal PROPN sc-1132 221 9 , , PUNCT sc-1132 221 10 r.k r.k PROPN sc-1132 221 11 . . PROPN sc-1132 221 12 ( ( PUNCT sc-1132 221 13 2013 2013 NUM sc-1132 221 14 ) ) PUNCT sc-1132 221 15 an an DET sc-1132 221 16 introductory introductory ADJ sc-1132 221 17 study study NOUN sc-1132 221 18 on on ADP sc-1132 221 19 time time NOUN sc-1132 221 20 series series PROPN sc-1132 221 21 modeling modeling NOUN sc-1132 221 22 and and CCONJ sc-1132 221 23 forecasting forecasting NOUN sc-1132 221 24 . . PUNCT sc-1132 222 1 arxiv arxiv PROPN sc-1132 222 2 preprint preprint VERB sc-1132 222 3 arxiv:1302.6613 arxiv:1302.6613 NUM sc-1132 222 4 . . PUNCT sc-1132 223 1 [ [ X sc-1132 223 2 16 16 NUM sc-1132 223 3 ] ] X sc-1132 223 4 hochreiter hochreiter PROPN sc-1132 223 5 , , PUNCT sc-1132 223 6 s. s. PROPN sc-1132 223 7 and and CCONJ sc-1132 223 8 schmidhuber schmidhuber PROPN sc-1132 223 9 , , PUNCT sc-1132 223 10 j. j. PROPN sc-1132 223 11 ( ( PUNCT sc-1132 223 12 1997 1997 NUM sc-1132 223 13 ) ) PUNCT sc-1132 223 14 long long ADJ sc-1132 223 15 shortterm shortterm PROPN sc-1132 223 16 memory memory NOUN sc-1132 223 17 . . PUNCT sc-1132 224 1 neural neural ADJ sc-1132 224 2 computation computation NOUN sc-1132 224 3 9(8 9(8 NUM sc-1132 224 4 ): ): PUNCT sc-1132 224 5 1735–1780 1735–1780 NUM sc-1132 224 6 . . PUNCT sc-1132 225 1 [ [ X sc-1132 225 2 17 17 NUM sc-1132 225 3 ] ] X sc-1132 225 4 sundermeyer sundermeyer PROPN sc-1132 225 5 , , PUNCT sc-1132 225 6 m. m. NOUN sc-1132 225 7 , , PUNCT sc-1132 225 8 schlüter schlüter NOUN sc-1132 225 9 , , PUNCT sc-1132 225 10 r. r. PROPN sc-1132 225 11 and and CCONJ sc-1132 225 12 ney ney NOUN sc-1132 225 13 , , PUNCT sc-1132 225 14 h. h. PROPN sc-1132 225 15 ( ( PUNCT sc-1132 225 16 2012 2012 NUM sc-1132 225 17 ) ) PUNCT sc-1132 225 18 lstm lstm NOUN sc-1132 225 19 neural neural ADJ sc-1132 225 20 networks network NOUN sc-1132 225 21 for for ADP sc-1132 225 22 language language NOUN sc-1132 225 23 modeling modeling NOUN sc-1132 225 24 . . PUNCT sc-1132 226 1 in in ADP sc-1132 226 2 thirteenth thirteenth ADJ sc-1132 226 3 annual annual ADJ sc-1132 226 4 conference conference NOUN sc-1132 226 5 of of ADP sc-1132 226 6 the the DET sc-1132 226 7 international international ADJ sc-1132 226 8 speech speech NOUN sc-1132 226 9 communication communication NOUN sc-1132 226 10 association association NOUN sc-1132 226 11 . . PUNCT sc-1132 227 1 [ [ X sc-1132 227 2 18 18 NUM sc-1132 227 3 ] ] X sc-1132 227 4 staudemeyer staudemeyer NOUN sc-1132 227 5 , , PUNCT sc-1132 227 6 r.c r.c PROPN sc-1132 227 7 . . PROPN sc-1132 227 8 and and CCONJ sc-1132 227 9 morris morris PROPN sc-1132 227 10 , , PUNCT sc-1132 227 11 e.r e.r PROPN sc-1132 227 12 . . PROPN sc-1132 227 13 ( ( PUNCT sc-1132 227 14 2019 2019 NUM sc-1132 227 15 ) ) PUNCT sc-1132 227 16 understanding understand VERB sc-1132 227 17 lstm lstm NOUN sc-1132 227 18 – – PUNCT sc-1132 227 19 a a DET sc-1132 227 20 tutorial tutorial NOUN sc-1132 227 21 into into ADP sc-1132 227 22 long long ADJ sc-1132 227 23 short short ADJ sc-1132 227 24 - - PUNCT sc-1132 227 25 term term NOUN sc-1132 227 26 memory memory NOUN sc-1132 227 27 recurrent recurrent NOUN sc-1132 227 28 neural neural ADJ sc-1132 227 29 networks network NOUN sc-1132 227 30 . . PUNCT sc-1132 228 1 arxiv arxiv PROPN sc-1132 228 2 preprint preprint VERB sc-1132 228 3 arxiv:1909.09586 arxiv:1909.09586 ADJ sc-1132 228 4 . . PUNCT sc-1132 229 1 [ [ X sc-1132 229 2 19 19 NUM sc-1132 229 3 ] ] SYM sc-1132 229 4 ho ho PROPN sc-1132 229 5 , , PUNCT sc-1132 229 6 s.l s.l PROPN sc-1132 229 7 . . PROPN sc-1132 229 8 , , PUNCT sc-1132 229 9 xie xie PROPN sc-1132 229 10 , , PUNCT sc-1132 229 11 m. m. NOUN sc-1132 229 12 and and CCONJ sc-1132 229 13 goh goh PROPN sc-1132 229 14 , , PUNCT sc-1132 229 15 t.n t.n PROPN sc-1132 229 16 . . PROPN sc-1132 229 17 ( ( PUNCT sc-1132 229 18 2002 2002 NUM sc-1132 229 19 ) ) PUNCT sc-1132 229 20 a a DET sc-1132 229 21 comparative comparative ADJ sc-1132 229 22 study study NOUN sc-1132 229 23 of of ADP sc-1132 229 24 neural neural ADJ sc-1132 229 25 network network NOUN sc-1132 229 26 and and CCONJ sc-1132 229 27 box box NOUN sc-1132 229 28 - - PUNCT sc-1132 229 29 jenkins jenkin NOUN sc-1132 229 30 arima arima PROPN sc-1132 229 31 modeling modeling NOUN sc-1132 229 32 in in ADP sc-1132 229 33 time time NOUN sc-1132 229 34 series series PROPN sc-1132 229 35 prediction prediction NOUN sc-1132 229 36 . . PUNCT sc-1132 230 1 computers computer NOUN sc-1132 230 2 & & CCONJ sc-1132 230 3 industrial industrial ADJ sc-1132 230 4 engineering engineering PROPN sc-1132 230 5 42(2 42(2 PROPN sc-1132 230 6 - - PUNCT sc-1132 230 7 4 4 NUM sc-1132 230 8 ): ): PUNCT sc-1132 230 9 371–375 371–375 NUM sc-1132 230 10 . . PUNCT sc-1132 230 11 10 10 NUM sc-1132 230 12 sara sara PROPN sc-1132 230 13 elelimy elelimy PROPN sc-1132 230 14 and and CCONJ sc-1132 230 15 samir samir PROPN sc-1132 230 16 moustafa moustafa PROPN sc-1132 230 17 eai eai PROPN sc-1132 230 18 endorsed endorse VERB sc-1132 230 19 transactions transaction NOUN sc-1132 230 20 on on ADP sc-1132 230 21 smart smart ADJ sc-1132 230 22 cities city NOUN sc-1132 230 23 06 06 NUM sc-1132 230 24 2020 2020 NUM sc-1132 230 25 07 07 NUM sc-1132 230 26 2020 2020 NUM sc-1132 230 27 | | ADV sc-1132 230 28 volume volume NOUN sc-1132 230 29 4 4 NUM sc-1132 230 30 | | ADV sc-1132 230 31 issue issue VERB sc-1132 230 32 11 11 NUM sc-1132 230 33 | | NOUN sc-1132 230 34 e1 e1 VERB sc-1132 230 35 https://dandelion.eu/datamine/open-big-data/ https://dandelion.eu/datamine/open-big-data/ NOUN sc-1132 230 36 1 1 NUM sc-1132 230 37 introduction introduction NOUN sc-1132 230 38 2 2 NUM sc-1132 230 39 analytic analytic ADJ sc-1132 230 40 tools tool NOUN sc-1132 230 41 and and CCONJ sc-1132 230 42 data datum NOUN sc-1132 230 43 sources source NOUN sc-1132 230 44 for for ADP sc-1132 230 45 telecoms telecom NOUN sc-1132 230 46 2.1 2.1 NUM sc-1132 230 47 telecom telecom NOUN sc-1132 230 48 data datum NOUN sc-1132 230 49 sources source NOUN sc-1132 230 50 2.2 2.2 NUM sc-1132 230 51 contribution contribution NOUN sc-1132 230 52 of of ADP sc-1132 230 53 cdrs cdr NOUN sc-1132 230 54 or or CCONJ sc-1132 230 55 call call VERB sc-1132 230 56 details detail NOUN sc-1132 230 57 records record VERB sc-1132 230 58 3 3 NUM sc-1132 230 59 techniques technique NOUN sc-1132 230 60 and and CCONJ sc-1132 230 61 methodology methodology NOUN sc-1132 230 62 3.1 3.1 NUM sc-1132 230 63 data datum NOUN sc-1132 230 64 set set VERB sc-1132 230 65 3.2 3.2 NUM sc-1132 230 66 methods method NOUN sc-1132 230 67 and and CCONJ sc-1132 230 68 models model NOUN sc-1132 230 69 3.3 3.3 NUM sc-1132 230 70 analysis analysis NOUN sc-1132 230 71 of of ADP sc-1132 230 72 data datum NOUN sc-1132 230 73 and and CCONJ sc-1132 230 74 prediction prediction NOUN sc-1132 230 75 process process NOUN sc-1132 230 76 4 4 NUM sc-1132 230 77 discussion discussion NOUN