id sid tid token lemma pos ctmj-172 1 1 ctmj ctmj NOUN ctmj-172 1 2 | | ADV ctmj-172 1 3 traditionalmedicinejournals.com traditionalmedicinejournals.com X ctmj-172 1 4 chinese chinese ADJ ctmj-172 1 5 traditional traditional ADJ ctmj-172 1 6 medicine medicine NOUN ctmj-172 1 7 journal journal NOUN ctmj-172 1 8 | | ADV ctmj-172 1 9 2018 2018 NUM ctmj-172 1 10 | | ADV ctmj-172 1 11 vol vol NOUN ctmj-172 1 12 1 1 NUM ctmj-172 1 13 |issue |issue NOUN ctmj-172 1 14 2 2 NUM ctmj-172 1 15 13 13 NUM ctmj-172 1 16 chinese chinese ADJ ctmj-172 1 17 traditional traditional ADJ ctmj-172 1 18 medical medical ADJ ctmj-172 1 19 journal journal PROPN ctmj-172 1 20 privacy privacy NOUN ctmj-172 1 21 - - PUNCT ctmj-172 1 22 preserving preserve VERB ctmj-172 1 23 personalized personalize VERB ctmj-172 1 24 healthcare healthcare NOUN ctmj-172 1 25 data datum NOUN ctmj-172 1 26 in in ADP ctmj-172 1 27 cloud cloud ADJ ctmj-172 1 28 environments environment NOUN ctmj-172 1 29 via via ADP ctmj-172 1 30 secure secure ADJ ctmj-172 1 31 multi multi ADJ ctmj-172 1 32 - - ADJ ctmj-172 1 33 party party ADJ ctmj-172 1 34 computation computation NOUN ctmj-172 1 35 and and CCONJ ctmj-172 1 36 gradient gradient ADJ ctmj-172 1 37 descent descent NOUN ctmj-172 1 38 optimization optimization NOUN ctmj-172 1 39 1swapna 1swapna NUM ctmj-172 1 40 narla narla NOUN ctmj-172 1 41 , , PUNCT ctmj-172 1 42 tek tek PROPN ctmj-172 1 43 leaders leaders PROPN ctmj-172 1 44 inc inc PROPN ctmj-172 1 45 , , PUNCT ctmj-172 1 46 texas texas PROPN ctmj-172 1 47 , , PUNCT ctmj-172 1 48 usa usa PROPN ctmj-172 1 49 swapnanarla8883@gmail.com swapnanarla8883@gmail.com PROPN ctmj-172 2 1 2r 2r NUM ctmj-172 2 2 lakshmana lakshmana PROPN ctmj-172 2 3 kumar kumar PROPN ctmj-172 2 4 sri sri PROPN ctmj-172 2 5 ranganathar ranganathar PROPN ctmj-172 2 6 institute institute NOUN ctmj-172 2 7 of of ADP ctmj-172 2 8 engineering engineering NOUN ctmj-172 2 9 and and CCONJ ctmj-172 2 10 technology technology NOUN ctmj-172 2 11 coimbatore coimbatore PROPN ctmj-172 2 12 , , PUNCT ctmj-172 2 13 india india PROPN ctmj-172 2 14 . . PUNCT ctmj-172 3 1 lakshmanakumar93@gmail.com lakshmanakumar93@gmail.com X ctmj-172 4 1 1.introduction 1.introduction NUM ctmj-172 4 2 the the DET ctmj-172 4 3 rapid rapid ADJ ctmj-172 4 4 growth growth NOUN ctmj-172 4 5 of of ADP ctmj-172 4 6 healthcare healthcare PROPN ctmj-172 4 7 data datum NOUN ctmj-172 4 8 , , PUNCT ctmj-172 4 9 fueled fuel VERB ctmj-172 4 10 by by ADP ctmj-172 4 11 advancements advancement NOUN ctmj-172 4 12 in in ADP ctmj-172 4 13 internet internet NOUN ctmj-172 4 14 of of ADP ctmj-172 4 15 things thing NOUN ctmj-172 4 16 ( ( PUNCT ctmj-172 4 17 iot iot NOUN ctmj-172 4 18 ) ) PUNCT ctmj-172 4 19 devices device NOUN ctmj-172 4 20 and and CCONJ ctmj-172 4 21 electronic electronic ADJ ctmj-172 4 22 health health NOUN ctmj-172 4 23 records record NOUN ctmj-172 4 24 , , PUNCT ctmj-172 4 25 has have AUX ctmj-172 4 26 created create VERB ctmj-172 4 27 significant significant ADJ ctmj-172 4 28 opportunities opportunity NOUN ctmj-172 4 29 for for ADP ctmj-172 4 30 enhancing enhance VERB ctmj-172 4 31 patient patient ADJ ctmj-172 4 32 care care NOUN ctmj-172 4 33 through through ADP ctmj-172 4 34 data data NOUN ctmj-172 4 35 - - PUNCT ctmj-172 4 36 driven drive VERB ctmj-172 4 37 insights[1 insights[1 NUM ctmj-172 4 38 ] ] PUNCT ctmj-172 4 39 . . PUNCT ctmj-172 5 1 however however ADV ctmj-172 5 2 , , PUNCT ctmj-172 5 3 the the DET ctmj-172 5 4 sensitive sensitive ADJ ctmj-172 5 5 nature nature NOUN ctmj-172 5 6 of of ADP ctmj-172 5 7 healthcare healthcare PROPN ctmj-172 5 8 data datum NOUN ctmj-172 5 9 raises raise VERB ctmj-172 5 10 serious serious ADJ ctmj-172 5 11 concerns concern NOUN ctmj-172 5 12 regarding regard VERB ctmj-172 5 13 unauthorized unauthorized ADJ ctmj-172 5 14 access access NOUN ctmj-172 5 15 , , PUNCT ctmj-172 5 16 data datum NOUN ctmj-172 5 17 breaches breach NOUN ctmj-172 5 18 , , PUNCT ctmj-172 5 19 and and CCONJ ctmj-172 5 20 misuse misuse NOUN ctmj-172 5 21 [ [ X ctmj-172 5 22 2 2 NUM ctmj-172 5 23 ] ] PUNCT ctmj-172 5 24 . . PUNCT ctmj-172 6 1 as as SCONJ ctmj-172 6 2 healthcare healthcare NOUN ctmj-172 6 3 organizations organization NOUN ctmj-172 6 4 increasingly increasingly ADV ctmj-172 6 5 rely rely VERB ctmj-172 6 6 on on ADP ctmj-172 6 7 cloud cloud ADJ ctmj-172 6 8 environments environment NOUN ctmj-172 6 9 for for ADP ctmj-172 6 10 storing store VERB ctmj-172 6 11 and and CCONJ ctmj-172 6 12 processing process VERB ctmj-172 6 13 vast vast ADJ ctmj-172 6 14 amounts amount NOUN ctmj-172 6 15 of of ADP ctmj-172 6 16 data datum NOUN ctmj-172 6 17 , , PUNCT ctmj-172 6 18 ensuring ensure VERB ctmj-172 6 19 that that SCONJ ctmj-172 6 20 patient patient ADJ ctmj-172 6 21 information information NOUN ctmj-172 6 22 remains remain VERB ctmj-172 6 23 secure secure ADJ ctmj-172 6 24 is be AUX ctmj-172 6 25 of of ADP ctmj-172 6 26 paramount paramount ADJ ctmj-172 6 27 importance[3 importance[3 PROPN ctmj-172 6 28 ] ] PUNCT ctmj-172 6 29 . . PUNCT ctmj-172 7 1 traditional traditional ADJ ctmj-172 7 2 encryption encryption NOUN ctmj-172 7 3 methods method NOUN ctmj-172 7 4 , , PUNCT ctmj-172 7 5 while while SCONJ ctmj-172 7 6 effective effective ADJ ctmj-172 7 7 , , PUNCT ctmj-172 7 8 can can AUX ctmj-172 7 9 hinder hinder VERB ctmj-172 7 10 the the DET ctmj-172 7 11 computational computational ADJ ctmj-172 7 12 efficiency efficiency NOUN ctmj-172 7 13 required require VERB ctmj-172 7 14 for for ADP ctmj-172 7 15 real real ADJ ctmj-172 7 16 - - PUNCT ctmj-172 7 17 time time NOUN ctmj-172 7 18 data datum NOUN ctmj-172 7 19 analysis[4 analysis[4 PROPN ctmj-172 7 20 ] ] X ctmj-172 7 21 . . PUNCT ctmj-172 8 1 this this PRON ctmj-172 8 2 necessitates necessitate VERB ctmj-172 8 3 the the DET ctmj-172 8 4 adoption adoption NOUN ctmj-172 8 5 of of ADP ctmj-172 8 6 more more ADV ctmj-172 8 7 sophisticated sophisticated ADJ ctmj-172 8 8 privacy privacy NOUN ctmj-172 8 9 - - PUNCT ctmj-172 8 10 preserving preserve VERB ctmj-172 8 11 techniques technique NOUN ctmj-172 8 12 that that PRON ctmj-172 8 13 enable enable VERB ctmj-172 8 14 secure secure ADJ ctmj-172 8 15 data datum NOUN ctmj-172 8 16 processing processing NOUN ctmj-172 8 17 without without ADP ctmj-172 8 18 compromising compromise VERB ctmj-172 8 19 on on ADP ctmj-172 8 20 performance performance NOUN ctmj-172 8 21 [ [ X ctmj-172 8 22 5 5 NUM ctmj-172 8 23 ] ] PUNCT ctmj-172 8 24 . . PUNCT ctmj-172 9 1 secure secure VERB ctmj-172 9 2 multi multi ADJ ctmj-172 9 3 - - ADJ ctmj-172 9 4 party party ADJ ctmj-172 9 5 computation computation NOUN ctmj-172 9 6 ( ( PUNCT ctmj-172 9 7 smpc smpc NOUN ctmj-172 9 8 ) ) PUNCT ctmj-172 9 9 offers offer VERB ctmj-172 9 10 a a DET ctmj-172 9 11 robust robust ADJ ctmj-172 9 12 solution solution NOUN ctmj-172 9 13 by by ADP ctmj-172 9 14 allowing allow VERB ctmj-172 9 15 multiple multiple ADJ ctmj-172 9 16 parties party NOUN ctmj-172 9 17 to to PART ctmj-172 9 18 jointly jointly ADV ctmj-172 9 19 compute compute VERB ctmj-172 9 20 a a DET ctmj-172 9 21 function function NOUN ctmj-172 9 22 over over ADP ctmj-172 9 23 their their PRON ctmj-172 9 24 private private ADJ ctmj-172 9 25 data datum NOUN ctmj-172 9 26 without without ADP ctmj-172 9 27 disclosing disclose VERB ctmj-172 9 28 any any DET ctmj-172 9 29 individual individual NOUN ctmj-172 9 30 inputs[6 inputs[6 NOUN ctmj-172 9 31 ] ] PUNCT ctmj-172 9 32 . . PUNCT ctmj-172 10 1 this this PRON ctmj-172 10 2 ensures ensure VERB ctmj-172 10 3 that that SCONJ ctmj-172 10 4 each each DET ctmj-172 10 5 party party NOUN ctmj-172 10 6 's 's PART ctmj-172 10 7 data datum NOUN ctmj-172 10 8 remains remain VERB ctmj-172 10 9 confidential confidential ADJ ctmj-172 10 10 , , PUNCT ctmj-172 10 11 even even ADV ctmj-172 10 12 as as SCONJ ctmj-172 10 13 it it PRON ctmj-172 10 14 is be AUX ctmj-172 10 15 used use VERB ctmj-172 10 16 to to PART ctmj-172 10 17 derive derive VERB ctmj-172 10 18 valuable valuable ADJ ctmj-172 10 19 insights[7 insights[7 NOUN ctmj-172 10 20 ] ] X ctmj-172 10 21 . . PUNCT ctmj-172 11 1 when when SCONJ ctmj-172 11 2 combined combine VERB ctmj-172 11 3 with with ADP ctmj-172 11 4 gradient gradient ADJ ctmj-172 11 5 descent descent NOUN ctmj-172 11 6 optimization optimization NOUN ctmj-172 11 7 , , PUNCT ctmj-172 11 8 which which PRON ctmj-172 11 9 iteratively iteratively ADV ctmj-172 11 10 adjusts adjust VERB ctmj-172 11 11 model model NOUN ctmj-172 11 12 abstract abstract NOUN ctmj-172 11 13 — — PUNCT ctmj-172 11 14 with with ADP ctmj-172 11 15 the the DET ctmj-172 11 16 rapid rapid ADJ ctmj-172 11 17 advancement advancement NOUN ctmj-172 11 18 of of ADP ctmj-172 11 19 cloud cloud NOUN ctmj-172 11 20 computing computing NOUN ctmj-172 11 21 and and CCONJ ctmj-172 11 22 iot iot PROPN ctmj-172 11 23 technologies technology NOUN ctmj-172 11 24 , , PUNCT ctmj-172 11 25 healthcare healthcare NOUN ctmj-172 11 26 systems system NOUN ctmj-172 11 27 are be AUX ctmj-172 11 28 increasingly increasingly ADV ctmj-172 11 29 adopting adopt VERB ctmj-172 11 30 cloud cloud NOUN ctmj-172 11 31 - - PUNCT ctmj-172 11 32 based base VERB ctmj-172 11 33 solutions solution NOUN ctmj-172 11 34 for for ADP ctmj-172 11 35 efficient efficient ADJ ctmj-172 11 36 data datum NOUN ctmj-172 11 37 management management NOUN ctmj-172 11 38 , , PUNCT ctmj-172 11 39 remote remote ADJ ctmj-172 11 40 monitoring monitoring NOUN ctmj-172 11 41 , , PUNCT ctmj-172 11 42 and and CCONJ ctmj-172 11 43 decision decision NOUN ctmj-172 11 44 support support NOUN ctmj-172 11 45 . . PUNCT ctmj-172 12 1 however however ADV ctmj-172 12 2 , , PUNCT ctmj-172 12 3 existing exist VERB ctmj-172 12 4 personal personal ADJ ctmj-172 12 5 health health NOUN ctmj-172 12 6 record record NOUN ctmj-172 12 7 ( ( PUNCT ctmj-172 12 8 phr phr NOUN ctmj-172 12 9 ) ) PUNCT ctmj-172 12 10 systems system NOUN ctmj-172 12 11 and and CCONJ ctmj-172 12 12 iot iot NOUN ctmj-172 12 13 - - PUNCT ctmj-172 12 14 integrated integrate VERB ctmj-172 12 15 healthcare healthcare NOUN ctmj-172 12 16 solutions solution NOUN ctmj-172 12 17 face face VERB ctmj-172 12 18 critical critical ADJ ctmj-172 12 19 challenges challenge NOUN ctmj-172 12 20 related relate VERB ctmj-172 12 21 to to ADP ctmj-172 12 22 data data NOUN ctmj-172 12 23 security security NOUN ctmj-172 12 24 , , PUNCT ctmj-172 12 25 privacy privacy NOUN ctmj-172 12 26 preservation preservation NOUN ctmj-172 12 27 , , PUNCT ctmj-172 12 28 system system NOUN ctmj-172 12 29 reliability reliability NOUN ctmj-172 12 30 , , PUNCT ctmj-172 12 31 and and CCONJ ctmj-172 12 32 scalability scalability NOUN ctmj-172 12 33 . . PUNCT ctmj-172 13 1 existing exist VERB ctmj-172 13 2 cloud cloud NOUN ctmj-172 13 3 - - PUNCT ctmj-172 13 4 based base VERB ctmj-172 13 5 phr phr NOUN ctmj-172 13 6 systems system NOUN ctmj-172 13 7 and and CCONJ ctmj-172 13 8 iot iot NOUN ctmj-172 13 9 - - PUNCT ctmj-172 13 10 integrated integrate VERB ctmj-172 13 11 healthcare healthcare NOUN ctmj-172 13 12 solutions solution NOUN ctmj-172 13 13 face face VERB ctmj-172 13 14 challenges challenge NOUN ctmj-172 13 15 in in ADP ctmj-172 13 16 ensuring ensure VERB ctmj-172 13 17 data datum NOUN ctmj-172 13 18 security security NOUN ctmj-172 13 19 , , PUNCT ctmj-172 13 20 privacy privacy NOUN ctmj-172 13 21 preservation preservation NOUN ctmj-172 13 22 , , PUNCT ctmj-172 13 23 and and CCONJ ctmj-172 13 24 efficient efficient ADJ ctmj-172 13 25 system system NOUN ctmj-172 13 26 scalability scalability NOUN ctmj-172 13 27 . . PUNCT ctmj-172 14 1 while while SCONJ ctmj-172 14 2 myphrmachines myphrmachine NOUN ctmj-172 14 3 enables enable VERB ctmj-172 14 4 secure secure ADJ ctmj-172 14 5 access access NOUN ctmj-172 14 6 via via ADP ctmj-172 14 7 virtual virtual ADJ ctmj-172 14 8 machines machine NOUN ctmj-172 14 9 , , PUNCT ctmj-172 14 10 it it PRON ctmj-172 14 11 lacks lack VERB ctmj-172 14 12 advanced advanced ADJ ctmj-172 14 13 privacy privacy NOUN ctmj-172 14 14 - - PUNCT ctmj-172 14 15 preserving preserve VERB ctmj-172 14 16 mechanisms mechanism NOUN ctmj-172 14 17 and and CCONJ ctmj-172 14 18 optimized optimize VERB ctmj-172 14 19 data datum NOUN ctmj-172 14 20 handling handling NOUN ctmj-172 14 21 . . PUNCT ctmj-172 15 1 similarly similarly ADV ctmj-172 15 2 , , PUNCT ctmj-172 15 3 iot iot ADJ ctmj-172 15 4 - - PUNCT ctmj-172 15 5 cloud cloud ADJ ctmj-172 15 6 healthcare healthcare NOUN ctmj-172 15 7 solutions solution NOUN ctmj-172 15 8 require require VERB ctmj-172 15 9 enhanced enhanced ADJ ctmj-172 15 10 security security NOUN ctmj-172 15 11 , , PUNCT ctmj-172 15 12 reliability reliability NOUN ctmj-172 15 13 , , PUNCT ctmj-172 15 14 and and CCONJ ctmj-172 15 15 quality quality NOUN ctmj-172 15 16 of of ADP ctmj-172 15 17 service service NOUN ctmj-172 15 18 to to PART ctmj-172 15 19 protect protect VERB ctmj-172 15 20 sensitive sensitive ADJ ctmj-172 15 21 patient patient ADJ ctmj-172 15 22 data datum NOUN ctmj-172 15 23 . . PUNCT ctmj-172 16 1 addressing address VERB ctmj-172 16 2 these these DET ctmj-172 16 3 limitations limitation NOUN ctmj-172 16 4 is be AUX ctmj-172 16 5 essential essential ADJ ctmj-172 16 6 for for ADP ctmj-172 16 7 developing develop VERB ctmj-172 16 8 a a DET ctmj-172 16 9 more more ADV ctmj-172 16 10 secure secure ADJ ctmj-172 16 11 , , PUNCT ctmj-172 16 12 scalable scalable ADJ ctmj-172 16 13 , , PUNCT ctmj-172 16 14 and and CCONJ ctmj-172 16 15 efficient efficient ADJ ctmj-172 16 16 cloud cloud NOUN ctmj-172 16 17 - - PUNCT ctmj-172 16 18 powered power VERB ctmj-172 16 19 healthcare healthcare NOUN ctmj-172 16 20 system system NOUN ctmj-172 16 21 . . PUNCT ctmj-172 17 1 this this DET ctmj-172 17 2 research research NOUN ctmj-172 17 3 proposes propose VERB ctmj-172 17 4 a a DET ctmj-172 17 5 privacy privacy NOUN ctmj-172 17 6 - - PUNCT ctmj-172 17 7 preserving preserve VERB ctmj-172 17 8 personalized personalize VERB ctmj-172 17 9 healthcare healthcare NOUN ctmj-172 17 10 data datum NOUN ctmj-172 17 11 system system NOUN ctmj-172 17 12 utilizing utilize VERB ctmj-172 17 13 secure secure ADJ ctmj-172 17 14 multi multi ADJ ctmj-172 17 15 - - ADJ ctmj-172 17 16 party party ADJ ctmj-172 17 17 computation computation NOUN ctmj-172 17 18 ( ( PUNCT ctmj-172 17 19 smpc smpc NOUN ctmj-172 17 20 ) ) PUNCT ctmj-172 17 21 and and CCONJ ctmj-172 17 22 gradient gradient ADJ ctmj-172 17 23 descent descent NOUN ctmj-172 17 24 optimization optimization NOUN ctmj-172 17 25 to to PART ctmj-172 17 26 enhance enhance VERB ctmj-172 17 27 data datum NOUN ctmj-172 17 28 confidentiality confidentiality NOUN ctmj-172 17 29 , , PUNCT ctmj-172 17 30 secure secure ADJ ctmj-172 17 31 access access NOUN ctmj-172 17 32 control control NOUN ctmj-172 17 33 , , PUNCT ctmj-172 17 34 and and CCONJ ctmj-172 17 35 computational computational ADJ ctmj-172 17 36 efficiency efficiency NOUN ctmj-172 17 37 . . PUNCT ctmj-172 18 1 the the DET ctmj-172 18 2 proposed propose VERB ctmj-172 18 3 approach approach NOUN ctmj-172 18 4 ensures ensure VERB ctmj-172 18 5 privacy privacy NOUN ctmj-172 18 6 - - PUNCT ctmj-172 18 7 preserving preserve VERB ctmj-172 18 8 data datum NOUN ctmj-172 18 9 sharing sharing NOUN ctmj-172 18 10 while while SCONJ ctmj-172 18 11 maintaining maintain VERB ctmj-172 18 12 high high ADJ ctmj-172 18 13 performance performance NOUN ctmj-172 18 14 and and CCONJ ctmj-172 18 15 system system NOUN ctmj-172 18 16 scalability scalability NOUN ctmj-172 18 17 in in ADP ctmj-172 18 18 cloud cloud ADJ ctmj-172 18 19 environments environment NOUN ctmj-172 18 20 . . PUNCT ctmj-172 19 1 experimental experimental ADJ ctmj-172 19 2 results result NOUN ctmj-172 19 3 demonstrate demonstrate VERB ctmj-172 19 4 significant significant ADJ ctmj-172 19 5 improvements improvement NOUN ctmj-172 19 6 in in ADP ctmj-172 19 7 privacy privacy NOUN ctmj-172 19 8 protection protection NOUN ctmj-172 19 9 , , PUNCT ctmj-172 19 10 computational computational ADJ ctmj-172 19 11 efficiency efficiency NOUN ctmj-172 19 12 , , PUNCT ctmj-172 19 13 and and CCONJ ctmj-172 19 14 quality quality NOUN ctmj-172 19 15 of of ADP ctmj-172 19 16 service service NOUN ctmj-172 19 17 ( ( PUNCT ctmj-172 19 18 qos qos PROPN ctmj-172 19 19 ) ) PUNCT ctmj-172 19 20 , , PUNCT ctmj-172 19 21 making make VERB ctmj-172 19 22 it it PRON ctmj-172 19 23 a a DET ctmj-172 19 24 robust robust ADJ ctmj-172 19 25 and and CCONJ ctmj-172 19 26 efficient efficient ADJ ctmj-172 19 27 solution solution NOUN ctmj-172 19 28 for for ADP ctmj-172 19 29 secure secure ADJ ctmj-172 19 30 cloud cloud NOUN ctmj-172 19 31 - - PUNCT ctmj-172 19 32 based base VERB ctmj-172 19 33 healthcare healthcare PROPN ctmj-172 19 34 data data PROPN ctmj-172 19 35 management management NOUN ctmj-172 19 36 . . PUNCT ctmj-172 20 1 keywords keyword NOUN ctmj-172 20 2 : : PUNCT ctmj-172 20 3 cloud cloud NOUN ctmj-172 20 4 - - PUNCT ctmj-172 20 5 based base VERB ctmj-172 20 6 healthcare healthcare NOUN ctmj-172 20 7 , , PUNCT ctmj-172 20 8 privacy privacy NOUN ctmj-172 20 9 - - PUNCT ctmj-172 20 10 preserving preserve VERB ctmj-172 20 11 data datum NOUN ctmj-172 20 12 sharing sharing NOUN ctmj-172 20 13 , , PUNCT ctmj-172 20 14 personal personal ADJ ctmj-172 20 15 health health NOUN ctmj-172 20 16 record record NOUN ctmj-172 20 17 ( ( PUNCT ctmj-172 20 18 phr)secure phr)secure PROPN ctmj-172 20 19 multi multi ADJ ctmj-172 20 20 - - ADJ ctmj-172 20 21 party party ADJ ctmj-172 20 22 mailto:swapnanarla8883@gmail.com mailto:swapnanarla8883@gmail.com PROPN ctmj-172 20 23 mailto:lakshmanakumar93@gmail.com mailto:lakshmanakumar93@gmail.com PROPN ctmj-172 20 24 ctmj ctmj NOUN ctmj-172 20 25 | | ADV ctmj-172 20 26 traditionalmedicinejournals.com traditionalmedicinejournals.com X ctmj-172 20 27 chinese chinese ADJ ctmj-172 20 28 traditional traditional ADJ ctmj-172 20 29 medicine medicine NOUN ctmj-172 20 30 journal journal NOUN ctmj-172 20 31 | | ADV ctmj-172 20 32 2018 2018 NUM ctmj-172 20 33 | | ADV ctmj-172 20 34 vol vol NOUN ctmj-172 20 35 1 1 NUM ctmj-172 20 36 |issue |issue NOUN ctmj-172 20 37 2 2 NUM ctmj-172 20 38 14 14 NUM ctmj-172 20 39 parameters parameter NOUN ctmj-172 20 40 to to PART ctmj-172 20 41 minimize minimize VERB ctmj-172 20 42 errors error NOUN ctmj-172 20 43 , , PUNCT ctmj-172 20 44 healthcare healthcare NOUN ctmj-172 20 45 providers provider NOUN ctmj-172 20 46 can can AUX ctmj-172 20 47 build build VERB ctmj-172 20 48 accurate accurate ADJ ctmj-172 20 49 predictive predictive ADJ ctmj-172 20 50 models model NOUN ctmj-172 20 51 for for ADP ctmj-172 20 52 personalized personalized ADJ ctmj-172 20 53 care care NOUN ctmj-172 20 54 without without ADP ctmj-172 20 55 exposing expose VERB ctmj-172 20 56 sensitive sensitive ADJ ctmj-172 20 57 patient patient NOUN ctmj-172 20 58 information[8 information[8 PROPN ctmj-172 20 59 ] ] X ctmj-172 20 60 . . PUNCT ctmj-172 21 1 this this DET ctmj-172 21 2 approach approach NOUN ctmj-172 21 3 not not PART ctmj-172 21 4 only only ADV ctmj-172 21 5 ensures ensure VERB ctmj-172 21 6 that that SCONJ ctmj-172 21 7 privacy privacy NOUN ctmj-172 21 8 is be AUX ctmj-172 21 9 maintained maintain VERB ctmj-172 21 10 but but CCONJ ctmj-172 21 11 also also ADV ctmj-172 21 12 allows allow VERB ctmj-172 21 13 healthcare healthcare NOUN ctmj-172 21 14 systems system NOUN ctmj-172 21 15 to to PART ctmj-172 21 16 harness harness VERB ctmj-172 21 17 the the DET ctmj-172 21 18 full full ADJ ctmj-172 21 19 potential potential NOUN ctmj-172 21 20 of of ADP ctmj-172 21 21 big big ADJ ctmj-172 21 22 data datum NOUN ctmj-172 21 23 analytics analytic NOUN ctmj-172 21 24 in in ADP ctmj-172 21 25 a a DET ctmj-172 21 26 secure secure ADJ ctmj-172 21 27 manner[9 manner[9 NOUN ctmj-172 21 28 ] ] PUNCT ctmj-172 21 29 . . PUNCT ctmj-172 22 1 by by ADP ctmj-172 22 2 implementing implement VERB ctmj-172 22 3 smpc smpc NOUN ctmj-172 22 4 alongside alongside ADP ctmj-172 22 5 gradient gradient ADJ ctmj-172 22 6 descent descent NOUN ctmj-172 22 7 , , PUNCT ctmj-172 22 8 cloud cloud NOUN ctmj-172 22 9 - - PUNCT ctmj-172 22 10 based base VERB ctmj-172 22 11 healthcare healthcare NOUN ctmj-172 22 12 platforms platform NOUN ctmj-172 22 13 can can AUX ctmj-172 22 14 offer offer VERB ctmj-172 22 15 more more ADV ctmj-172 22 16 accurate accurate ADJ ctmj-172 22 17 , , PUNCT ctmj-172 22 18 personalized personalized ADJ ctmj-172 22 19 treatment treatment NOUN ctmj-172 22 20 recommendations recommendation NOUN ctmj-172 22 21 and and CCONJ ctmj-172 22 22 predictive predictive ADJ ctmj-172 22 23 diagnostics diagnostic NOUN ctmj-172 22 24 , , PUNCT ctmj-172 22 25 all all PRON ctmj-172 22 26 while while SCONJ ctmj-172 22 27 safeguarding safeguard VERB ctmj-172 22 28 patient patient ADJ ctmj-172 22 29 privacy privacy NOUN ctmj-172 22 30 in in ADP ctmj-172 22 31 compliance compliance NOUN ctmj-172 22 32 with with ADP ctmj-172 22 33 regulatory regulatory ADJ ctmj-172 22 34 standards standard NOUN ctmj-172 22 35 such such ADJ ctmj-172 22 36 as as ADP ctmj-172 22 37 hipaa[10 hipaa[10 NUM ctmj-172 22 38 ] ] PUNCT ctmj-172 22 39 . . PUNCT ctmj-172 23 1 2.literature 2.literature NUM ctmj-172 23 2 review review NOUN ctmj-172 23 3 deng deng PROPN ctmj-172 23 4 et et PROPN ctmj-172 23 5 al.[11 al.[11 PROPN ctmj-172 23 6 ] ] PUNCT ctmj-172 23 7 introduced introduce VERB ctmj-172 23 8 a a DET ctmj-172 23 9 multi multi ADJ ctmj-172 23 10 - - ADJ ctmj-172 23 11 layered layered ADJ ctmj-172 23 12 security security NOUN ctmj-172 23 13 framework framework NOUN ctmj-172 23 14 integrating integrate VERB ctmj-172 23 15 hybrid hybrid ADJ ctmj-172 23 16 encryption encryption NOUN ctmj-172 23 17 , , PUNCT ctmj-172 23 18 role role NOUN ctmj-172 23 19 - - PUNCT ctmj-172 23 20 based base VERB ctmj-172 23 21 access access NOUN ctmj-172 23 22 control control NOUN ctmj-172 23 23 , , PUNCT ctmj-172 23 24 and and CCONJ ctmj-172 23 25 multi multi ADJ ctmj-172 23 26 - - ADJ ctmj-172 23 27 factor factor NOUN ctmj-172 23 28 authentication authentication NOUN ctmj-172 23 29 to to PART ctmj-172 23 30 ensure ensure VERB ctmj-172 23 31 data datum NOUN ctmj-172 23 32 confidentiality confidentiality NOUN ctmj-172 23 33 and and CCONJ ctmj-172 23 34 secure secure ADJ ctmj-172 23 35 access access NOUN ctmj-172 23 36 in in ADP ctmj-172 23 37 home home NOUN ctmj-172 23 38 healthcare healthcare NOUN ctmj-172 23 39 systems system NOUN ctmj-172 23 40 . . PUNCT ctmj-172 24 1 similarly similarly ADV ctmj-172 24 2 , , PUNCT ctmj-172 24 3 gorata gorata NOUN ctmj-172 24 4 et et NOUN ctmj-172 24 5 al.[12 al.[12 PROPN ctmj-172 24 6 ] ] PUNCT ctmj-172 24 7 proposed propose VERB ctmj-172 24 8 a a DET ctmj-172 24 9 system system NOUN ctmj-172 24 10 that that PRON ctmj-172 24 11 encrypts encrypt VERB ctmj-172 24 12 healthcare healthcare PROPN ctmj-172 24 13 data datum NOUN ctmj-172 24 14 before before ADP ctmj-172 24 15 cloud cloud NOUN ctmj-172 24 16 transmission transmission NOUN ctmj-172 24 17 , , PUNCT ctmj-172 24 18 incorporating incorporate VERB ctmj-172 24 19 a a DET ctmj-172 24 20 mathematical mathematical ADJ ctmj-172 24 21 model model NOUN ctmj-172 24 22 to to PART ctmj-172 24 23 measure measure VERB ctmj-172 24 24 data datum NOUN ctmj-172 24 25 availability availability NOUN ctmj-172 24 26 and and CCONJ ctmj-172 24 27 enhance enhance VERB ctmj-172 24 28 security security NOUN ctmj-172 24 29 against against ADP ctmj-172 24 30 unauthorized unauthorized ADJ ctmj-172 24 31 access access NOUN ctmj-172 24 32 . . PUNCT ctmj-172 25 1 raval raval NOUN ctmj-172 25 2 et et PROPN ctmj-172 25 3 al.[13 al.[13 NOUN ctmj-172 25 4 ] ] PUNCT ctmj-172 25 5 discussed discuss VERB ctmj-172 25 6 the the DET ctmj-172 25 7 growing grow VERB ctmj-172 25 8 adoption adoption NOUN ctmj-172 25 9 of of ADP ctmj-172 25 10 cloud cloud NOUN ctmj-172 25 11 computing computing NOUN ctmj-172 25 12 in in ADP ctmj-172 25 13 healthcare healthcare PROPN ctmj-172 25 14 , , PUNCT ctmj-172 25 15 highlighting highlight VERB ctmj-172 25 16 benefits benefit NOUN ctmj-172 25 17 such such ADJ ctmj-172 25 18 as as ADP ctmj-172 25 19 efficient efficient ADJ ctmj-172 25 20 electronic electronic ADJ ctmj-172 25 21 medical medical ADJ ctmj-172 25 22 record record NOUN ctmj-172 25 23 exchange exchange NOUN ctmj-172 25 24 and and CCONJ ctmj-172 25 25 reduced reduce VERB ctmj-172 25 26 infrastructure infrastructure NOUN ctmj-172 25 27 costs cost NOUN ctmj-172 25 28 , , PUNCT ctmj-172 25 29 though though SCONJ ctmj-172 25 30 they they PRON ctmj-172 25 31 did do AUX ctmj-172 25 32 not not PART ctmj-172 25 33 propose propose VERB ctmj-172 25 34 a a DET ctmj-172 25 35 specific specific ADJ ctmj-172 25 36 security security NOUN ctmj-172 25 37 framework framework NOUN ctmj-172 25 38 . . PUNCT ctmj-172 26 1 tran tran PROPN ctmj-172 26 2 quang quang PROPN ctmj-172 26 3 et et PROPN ctmj-172 26 4 al.[14 al.[14 PROPN ctmj-172 26 5 ] ] PUNCT ctmj-172 26 6 ’s ’s PART ctmj-172 26 7 research research NOUN ctmj-172 26 8 on on ADP ctmj-172 26 9 embedding embed VERB ctmj-172 26 10 security security NOUN ctmj-172 26 11 and and CCONJ ctmj-172 26 12 privacy privacy NOUN ctmj-172 26 13 into into ADP ctmj-172 26 14 cloud cloud NOUN ctmj-172 26 15 applications application NOUN ctmj-172 26 16 underscores underscore VERB ctmj-172 26 17 the the DET ctmj-172 26 18 importance importance NOUN ctmj-172 26 19 of of ADP ctmj-172 26 20 robust robust ADJ ctmj-172 26 21 security security NOUN ctmj-172 26 22 protocols protocol NOUN ctmj-172 26 23 during during ADP ctmj-172 26 24 development development NOUN ctmj-172 26 25 and and CCONJ ctmj-172 26 26 operation operation NOUN ctmj-172 26 27 , , PUNCT ctmj-172 26 28 with with ADP ctmj-172 26 29 thanh thanh PROPN ctmj-172 26 30 chi chi PROPN ctmj-172 26 31 phan phan PROPN ctmj-172 26 32 and and CCONJ ctmj-172 26 33 hung hung PROPN ctmj-172 26 34 chi chi PROPN ctmj-172 26 35 tran tran PROPN ctmj-172 26 36 suggesting suggest VERB ctmj-172 26 37 machine machine NOUN ctmj-172 26 38 learning learning NOUN ctmj-172 26 39 techniques technique NOUN ctmj-172 26 40 like like ADP ctmj-172 26 41 convolutional convolutional ADJ ctmj-172 26 42 neural neural ADJ ctmj-172 26 43 networks network NOUN ctmj-172 26 44 for for ADP ctmj-172 26 45 enhanced enhanced ADJ ctmj-172 26 46 data datum NOUN ctmj-172 26 47 protection protection NOUN ctmj-172 26 48 . . PUNCT ctmj-172 27 1 additionally additionally ADV ctmj-172 27 2 , , PUNCT ctmj-172 27 3 s. s. PROPN ctmj-172 27 4 durga durga PROPN ctmj-172 27 5 devi devi PROPN ctmj-172 27 6 et et PROPN ctmj-172 27 7 al al PROPN ctmj-172 28 1 [ [ X ctmj-172 28 2 15 15 NUM ctmj-172 28 3 ] ] PUNCT ctmj-172 28 4 proposed propose VERB ctmj-172 28 5 a a DET ctmj-172 28 6 cloud cloud NOUN ctmj-172 28 7 - - PUNCT ctmj-172 28 8 based base VERB ctmj-172 28 9 application application NOUN ctmj-172 28 10 using use VERB ctmj-172 28 11 aes aes NOUN ctmj-172 28 12 encryption encryption NOUN ctmj-172 28 13 to to PART ctmj-172 28 14 secure secure VERB ctmj-172 28 15 the the DET ctmj-172 28 16 sharing sharing NOUN ctmj-172 28 17 of of ADP ctmj-172 28 18 electronic electronic ADJ ctmj-172 28 19 health health NOUN ctmj-172 28 20 records record NOUN ctmj-172 28 21 ( ( PUNCT ctmj-172 28 22 ehrs ehrs INTJ ctmj-172 28 23 ) ) PUNCT ctmj-172 28 24 , , PUNCT ctmj-172 28 25 ensuring ensure VERB ctmj-172 28 26 confidentiality confidentiality NOUN ctmj-172 28 27 while while SCONJ ctmj-172 28 28 enabling enable VERB ctmj-172 28 29 timely timely ADJ ctmj-172 28 30 access access NOUN ctmj-172 28 31 to to ADP ctmj-172 28 32 critical critical ADJ ctmj-172 28 33 health health NOUN ctmj-172 28 34 data datum NOUN ctmj-172 28 35 . . PUNCT ctmj-172 29 1 collectively collectively ADV ctmj-172 29 2 , , PUNCT ctmj-172 29 3 these these DET ctmj-172 29 4 studies study NOUN ctmj-172 29 5 emphasize emphasize VERB ctmj-172 29 6 encryption encryption NOUN ctmj-172 29 7 , , PUNCT ctmj-172 29 8 authentication authentication NOUN ctmj-172 29 9 , , PUNCT ctmj-172 29 10 and and CCONJ ctmj-172 29 11 privacypreserving privacypreserve VERB ctmj-172 29 12 techniques technique NOUN ctmj-172 29 13 as as ADP ctmj-172 29 14 essential essential ADJ ctmj-172 29 15 components component NOUN ctmj-172 29 16 for for ADP ctmj-172 29 17 securing secure VERB ctmj-172 29 18 medical medical ADJ ctmj-172 29 19 data datum NOUN ctmj-172 29 20 in in ADP ctmj-172 29 21 cloud cloud NOUN ctmj-172 29 22 computing computing NOUN ctmj-172 29 23 environments environment NOUN ctmj-172 29 24 . . PUNCT ctmj-172 30 1 quwaider quwaider NOUN ctmj-172 30 2 et et PROPN ctmj-172 30 3 al.[16 al.[16 PROPN ctmj-172 30 4 ] ] PUNCT ctmj-172 30 5 propose propose VERB ctmj-172 30 6 a a DET ctmj-172 30 7 multi multi ADJ ctmj-172 30 8 - - ADJ ctmj-172 30 9 tier tier ADJ ctmj-172 30 10 cloud cloud NOUN ctmj-172 30 11 infrastructure infrastructure NOUN ctmj-172 30 12 for for ADP ctmj-172 30 13 a a DET ctmj-172 30 14 reliable reliable ADJ ctmj-172 30 15 global global ADJ ctmj-172 30 16 health health NOUN ctmj-172 30 17 awareness awareness NOUN ctmj-172 30 18 system system NOUN ctmj-172 30 19 , , PUNCT ctmj-172 30 20 utilizing utilize VERB ctmj-172 30 21 wireless wireless ADJ ctmj-172 30 22 body body NOUN ctmj-172 30 23 area area NOUN ctmj-172 30 24 networks network NOUN ctmj-172 30 25 ( ( PUNCT ctmj-172 30 26 wbans wban NOUN ctmj-172 30 27 ) ) PUNCT ctmj-172 30 28 for for ADP ctmj-172 30 29 data data NOUN ctmj-172 30 30 collection collection NOUN ctmj-172 30 31 , , PUNCT ctmj-172 30 32 cloudlets cloudlet NOUN ctmj-172 30 33 for for ADP ctmj-172 30 34 local local ADJ ctmj-172 30 35 processing processing NOUN ctmj-172 30 36 , , PUNCT ctmj-172 30 37 regional regional ADJ ctmj-172 30 38 clouds cloud NOUN ctmj-172 30 39 for for ADP ctmj-172 30 40 data data NOUN ctmj-172 30 41 aggregation aggregation NOUN ctmj-172 30 42 , , PUNCT ctmj-172 30 43 and and CCONJ ctmj-172 30 44 a a DET ctmj-172 30 45 centralized centralized ADJ ctmj-172 30 46 global global ADJ ctmj-172 30 47 cloud cloud NOUN ctmj-172 30 48 for for ADP ctmj-172 30 49 analysis analysis NOUN ctmj-172 30 50 , , PUNCT ctmj-172 30 51 aiming aim VERB ctmj-172 30 52 to to PART ctmj-172 30 53 minimize minimize VERB ctmj-172 30 54 processing processing NOUN ctmj-172 30 55 delays delay NOUN ctmj-172 30 56 and and CCONJ ctmj-172 30 57 improve improve VERB ctmj-172 30 58 health health NOUN ctmj-172 30 59 data datum NOUN ctmj-172 30 60 sharing sharing NOUN ctmj-172 30 61 . . PUNCT ctmj-172 31 1 achampong achampong PROPN ctmj-172 31 2 et et PROPN ctmj-172 31 3 al.[17 al.[17 PROPN ctmj-172 31 4 ] ] PUNCT ctmj-172 31 5 introduce introduce VERB ctmj-172 31 6 a a DET ctmj-172 31 7 private private ADJ ctmj-172 31 8 virtual virtual ADJ ctmj-172 31 9 infrastructure infrastructure NOUN ctmj-172 31 10 ( ( PUNCT ctmj-172 31 11 pvi pvi NOUN ctmj-172 31 12 ) ) PUNCT ctmj-172 31 13 model model NOUN ctmj-172 31 14 to to PART ctmj-172 31 15 secure secure VERB ctmj-172 31 16 electronic electronic ADJ ctmj-172 31 17 health health NOUN ctmj-172 31 18 records record NOUN ctmj-172 31 19 ( ( PUNCT ctmj-172 31 20 ehrs ehrs INTJ ctmj-172 31 21 ) ) PUNCT ctmj-172 31 22 in in ADP ctmj-172 31 23 the the DET ctmj-172 31 24 cloud cloud NOUN ctmj-172 31 25 , , PUNCT ctmj-172 31 26 incorporating incorporate VERB ctmj-172 31 27 a a DET ctmj-172 31 28 locator locator NOUN ctmj-172 31 29 bot bot NOUN ctmj-172 31 30 ( ( PUNCT ctmj-172 31 31 lobot lobot PROPN ctmj-172 31 32 ) ) PUNCT ctmj-172 31 33 to to PART ctmj-172 31 34 monitor monitor VERB ctmj-172 31 35 and and CCONJ ctmj-172 31 36 ensure ensure VERB ctmj-172 31 37 the the DET ctmj-172 31 38 security security NOUN ctmj-172 31 39 of of ADP ctmj-172 31 40 the the DET ctmj-172 31 41 cloud cloud NOUN ctmj-172 31 42 infrastructure infrastructure NOUN ctmj-172 31 43 . . PUNCT ctmj-172 32 1 paladi paladi VERB ctmj-172 32 2 et et PROPN ctmj-172 32 3 al al PROPN ctmj-172 32 4 . . PUNCT ctmj-172 33 1 [ [ X ctmj-172 33 2 18 18 NUM ctmj-172 33 3 ] ] PUNCT ctmj-172 33 4 focus focus NOUN ctmj-172 33 5 on on ADP ctmj-172 33 6 enhancing enhance VERB ctmj-172 33 7 user user NOUN ctmj-172 33 8 security security NOUN ctmj-172 33 9 in in ADP ctmj-172 33 10 public public ADJ ctmj-172 33 11 infrastructure infrastructure NOUN ctmj-172 33 12 as as ADP ctmj-172 33 13 a a DET ctmj-172 33 14 service service NOUN ctmj-172 33 15 ( ( PUNCT ctmj-172 33 16 iaas iaas NOUN ctmj-172 33 17 ) ) PUNCT ctmj-172 33 18 clouds cloud NOUN ctmj-172 33 19 , , PUNCT ctmj-172 33 20 implementing implement VERB ctmj-172 33 21 trusted trust VERB ctmj-172 33 22 virtual virtual ADJ ctmj-172 33 23 machine machine NOUN ctmj-172 33 24 ( ( PUNCT ctmj-172 33 25 vm vm NOUN ctmj-172 33 26 ) ) PUNCT ctmj-172 33 27 launches launch NOUN ctmj-172 33 28 and and CCONJ ctmj-172 33 29 domain domain NOUN ctmj-172 33 30 - - PUNCT ctmj-172 33 31 based base VERB ctmj-172 33 32 storage storage NOUN ctmj-172 33 33 protection protection NOUN ctmj-172 33 34 , , PUNCT ctmj-172 33 35 allowing allow VERB ctmj-172 33 36 tenants tenant NOUN ctmj-172 33 37 to to PART ctmj-172 33 38 verify verify VERB ctmj-172 33 39 platform platform NOUN ctmj-172 33 40 integrity integrity NOUN ctmj-172 33 41 and and CCONJ ctmj-172 33 42 manage manage VERB ctmj-172 33 43 encryption encryption NOUN ctmj-172 33 44 keys key NOUN ctmj-172 33 45 . . PUNCT ctmj-172 34 1 kanchana kanchana NOUN ctmj-172 34 2 et et PROPN ctmj-172 34 3 al.[19 al.[19 PROPN ctmj-172 34 4 ] ] PUNCT ctmj-172 34 5 propose propose VERB ctmj-172 34 6 myphrmachines myphrmachine NOUN ctmj-172 34 7 , , PUNCT ctmj-172 34 8 a a DET ctmj-172 34 9 cloud cloud NOUN ctmj-172 34 10 - - PUNCT ctmj-172 34 11 based base VERB ctmj-172 34 12 personal personal ADJ ctmj-172 34 13 health health NOUN ctmj-172 34 14 record record NOUN ctmj-172 34 15 ( ( PUNCT ctmj-172 34 16 phr phr NOUN ctmj-172 34 17 ) ) PUNCT ctmj-172 34 18 system system NOUN ctmj-172 34 19 that that PRON ctmj-172 34 20 enables enable VERB ctmj-172 34 21 secure secure ADJ ctmj-172 34 22 upload upload NOUN ctmj-172 34 23 and and CCONJ ctmj-172 34 24 access access NOUN ctmj-172 34 25 to to ADP ctmj-172 34 26 medical medical ADJ ctmj-172 34 27 data datum NOUN ctmj-172 34 28 via via ADP ctmj-172 34 29 virtual virtual ADJ ctmj-172 34 30 machines machine NOUN ctmj-172 34 31 , , PUNCT ctmj-172 34 32 facilitating facilitate VERB ctmj-172 34 33 easy easy ADJ ctmj-172 34 34 sharing sharing NOUN ctmj-172 34 35 with with ADP ctmj-172 34 36 caregivers caregiver NOUN ctmj-172 34 37 . . PUNCT ctmj-172 35 1 milovanovic milovanovic PROPN ctmj-172 35 2 et et NOUN ctmj-172 35 3 al.[20 al.[20 NOUN ctmj-172 35 4 ] ] PUNCT ctmj-172 35 5 explore explore VERB ctmj-172 35 6 the the DET ctmj-172 35 7 integration integration NOUN ctmj-172 35 8 of of ADP ctmj-172 35 9 iot iot PROPN ctmj-172 35 10 technologies technology NOUN ctmj-172 35 11 with with ADP ctmj-172 35 12 cloud cloud NOUN ctmj-172 35 13 computing computing NOUN ctmj-172 35 14 in in ADP ctmj-172 35 15 healthcare healthcare PROPN ctmj-172 35 16 , , PUNCT ctmj-172 35 17 discussing discuss VERB ctmj-172 35 18 the the DET ctmj-172 35 19 design design NOUN ctmj-172 35 20 complexities complexity NOUN ctmj-172 35 21 and and CCONJ ctmj-172 35 22 the the DET ctmj-172 35 23 need need NOUN ctmj-172 35 24 for for ADP ctmj-172 35 25 system system NOUN ctmj-172 35 26 reliability reliability NOUN ctmj-172 35 27 , , PUNCT ctmj-172 35 28 security security NOUN ctmj-172 35 29 , , PUNCT ctmj-172 35 30 and and CCONJ ctmj-172 35 31 quality quality NOUN ctmj-172 35 32 of of ADP ctmj-172 35 33 service service NOUN ctmj-172 35 34 , , PUNCT ctmj-172 35 35 while while SCONJ ctmj-172 35 36 reviewing review VERB ctmj-172 35 37 existing exist VERB ctmj-172 35 38 iot iot PROPN ctmj-172 35 39 healthcare healthcare NOUN ctmj-172 35 40 applications application NOUN ctmj-172 35 41 and and CCONJ ctmj-172 35 42 related related ADJ ctmj-172 35 43 technologies technology NOUN ctmj-172 35 44 . . PUNCT ctmj-172 36 1 3.problem 3.problem NUM ctmj-172 36 2 statement statement NOUN ctmj-172 36 3 existing exist VERB ctmj-172 36 4 cloud cloud NOUN ctmj-172 36 5 - - PUNCT ctmj-172 36 6 based base VERB ctmj-172 36 7 personal personal ADJ ctmj-172 36 8 health health NOUN ctmj-172 36 9 record record NOUN ctmj-172 36 10 ( ( PUNCT ctmj-172 36 11 phr phr NOUN ctmj-172 36 12 ) ) PUNCT ctmj-172 36 13 systems system NOUN ctmj-172 36 14 and and CCONJ ctmj-172 36 15 iot iot NOUN ctmj-172 36 16 - - PUNCT ctmj-172 36 17 integrated integrate VERB ctmj-172 36 18 healthcare healthcare NOUN ctmj-172 36 19 solutions solution NOUN ctmj-172 36 20 face face VERB ctmj-172 36 21 challenges challenge NOUN ctmj-172 36 22 related relate VERB ctmj-172 36 23 to to ADP ctmj-172 36 24 security security NOUN ctmj-172 36 25 , , PUNCT ctmj-172 36 26 data datum NOUN ctmj-172 36 27 sharing sharing NOUN ctmj-172 36 28 , , PUNCT ctmj-172 36 29 and and CCONJ ctmj-172 36 30 system system NOUN ctmj-172 36 31 reliability reliability NOUN ctmj-172 36 32 . . PUNCT ctmj-172 37 1 while while SCONJ ctmj-172 37 2 myphrmachines myphrmachine NOUN ctmj-172 37 3 ensures ensure VERB ctmj-172 37 4 secure secure ADJ ctmj-172 37 5 access access NOUN ctmj-172 37 6 via via ADP ctmj-172 37 7 virtual virtual ADJ ctmj-172 37 8 machines,[19 machines,[19 NOUN ctmj-172 37 9 ] ] PUNCT ctmj-172 37 10 there there PRON ctmj-172 37 11 is be VERB ctmj-172 37 12 a a DET ctmj-172 37 13 need need NOUN ctmj-172 37 14 for for ADP ctmj-172 37 15 improved improve VERB ctmj-172 37 16 privacy privacy NOUN ctmj-172 37 17 - - PUNCT ctmj-172 37 18 preserving preserve VERB ctmj-172 37 19 mechanisms mechanism NOUN ctmj-172 37 20 and and CCONJ ctmj-172 37 21 efficient efficient ADJ ctmj-172 37 22 data datum NOUN ctmj-172 37 23 handling handling NOUN ctmj-172 37 24 . . PUNCT ctmj-172 38 1 similarly similarly ADV ctmj-172 38 2 , , PUNCT ctmj-172 38 3 iot iot ADJ ctmj-172 38 4 - - PUNCT ctmj-172 38 5 cloud cloud NOUN ctmj-172 38 6 integration integration NOUN ctmj-172 38 7 in in ADP ctmj-172 38 8 healthcare healthcare NOUN ctmj-172 38 9 demands demand NOUN ctmj-172 38 10 enhanced enhance VERB ctmj-172 38 11 security security NOUN ctmj-172 38 12 , , PUNCT ctmj-172 38 13 quality quality NOUN ctmj-172 38 14 of of ADP ctmj-172 38 15 service service NOUN ctmj-172 38 16 , , PUNCT ctmj-172 38 17 and and CCONJ ctmj-172 38 18 scalability scalability NOUN ctmj-172 38 19 to to PART ctmj-172 38 20 manage manage VERB ctmj-172 38 21 sensitive sensitive ADJ ctmj-172 38 22 patient patient NOUN ctmj-172 38 23 data datum NOUN ctmj-172 38 24 effectively effectively ADV ctmj-172 38 25 . . PUNCT ctmj-172 39 1 addressing address VERB ctmj-172 39 2 these these DET ctmj-172 39 3 limitations limitation NOUN ctmj-172 39 4 is be AUX ctmj-172 39 5 crucial crucial ADJ ctmj-172 39 6 for for ADP ctmj-172 39 7 building build VERB ctmj-172 39 8 robust robust ADJ ctmj-172 39 9 , , PUNCT ctmj-172 39 10 secure secure ADJ ctmj-172 39 11 , , PUNCT ctmj-172 39 12 and and CCONJ ctmj-172 39 13 efficient efficient ADJ ctmj-172 39 14 cloud cloud NOUN ctmj-172 39 15 - - PUNCT ctmj-172 39 16 powered power VERB ctmj-172 39 17 healthcare healthcare NOUN ctmj-172 39 18 systems[20 systems[20 NOUN ctmj-172 39 19 ] ] PUNCT ctmj-172 39 20 . . PUNCT ctmj-172 40 1 3.1 3.1 NUM ctmj-172 40 2 objective objective NOUN ctmj-172 40 3 this this DET ctmj-172 40 4 research research NOUN ctmj-172 40 5 aims aim VERB ctmj-172 40 6 to to PART ctmj-172 40 7 develop develop VERB ctmj-172 40 8 a a DET ctmj-172 40 9 secure secure ADJ ctmj-172 40 10 , , PUNCT ctmj-172 40 11 scalable scalable ADJ ctmj-172 40 12 , , PUNCT ctmj-172 40 13 and and CCONJ ctmj-172 40 14 privacy privacy NOUN ctmj-172 40 15 - - PUNCT ctmj-172 40 16 preserving preserve VERB ctmj-172 40 17 cloud cloud NOUN ctmj-172 40 18 - - PUNCT ctmj-172 40 19 based base VERB ctmj-172 40 20 healthcare healthcare NOUN ctmj-172 40 21 system system NOUN ctmj-172 40 22 by by ADP ctmj-172 40 23 addressing address VERB ctmj-172 40 24 security security NOUN ctmj-172 40 25 , , PUNCT ctmj-172 40 26 data datum NOUN ctmj-172 40 27 sharing sharing NOUN ctmj-172 40 28 , , PUNCT ctmj-172 40 29 and and CCONJ ctmj-172 40 30 system system NOUN ctmj-172 40 31 reliability reliability NOUN ctmj-172 40 32 challenges challenge NOUN ctmj-172 40 33 . . PUNCT ctmj-172 41 1 it it PRON ctmj-172 41 2 enhances enhance VERB ctmj-172 41 3 data datum NOUN ctmj-172 41 4 privacy privacy NOUN ctmj-172 41 5 using use VERB ctmj-172 41 6 secure secure ADJ ctmj-172 41 7 multi multi ADJ ctmj-172 41 8 - - ADJ ctmj-172 41 9 party party ADJ ctmj-172 41 10 computation computation NOUN ctmj-172 41 11 ( ( PUNCT ctmj-172 41 12 smpc smpc NOUN ctmj-172 41 13 ) ) PUNCT ctmj-172 41 14 and and CCONJ ctmj-172 41 15 encrypted encrypt VERB ctmj-172 41 16 access access NOUN ctmj-172 41 17 control control NOUN ctmj-172 41 18 for for ADP ctmj-172 41 19 improved improved ADJ ctmj-172 41 20 confidentiality confidentiality NOUN ctmj-172 41 21 and and CCONJ ctmj-172 41 22 secure secure ADJ ctmj-172 41 23 sharing sharing NOUN ctmj-172 41 24 . . PUNCT ctmj-172 42 1 machine machine NOUN ctmj-172 42 2 learning learning NOUN ctmj-172 42 3 - - PUNCT ctmj-172 42 4 based base VERB ctmj-172 42 5 optimization optimization NOUN ctmj-172 42 6 techniques technique NOUN ctmj-172 42 7 ensure ensure VERB ctmj-172 42 8 system system NOUN ctmj-172 42 9 scalability scalability NOUN ctmj-172 42 10 and and CCONJ ctmj-172 42 11 efficiency efficiency NOUN ctmj-172 42 12 in in ADP ctmj-172 42 13 iot iot ADJ ctmj-172 42 14 - - PUNCT ctmj-172 42 15 cloud cloud NOUN ctmj-172 42 16 environments environment NOUN ctmj-172 42 17 . . PUNCT ctmj-172 43 1 additionally additionally ADV ctmj-172 43 2 , , PUNCT ctmj-172 43 3 a a DET ctmj-172 43 4 context context NOUN ctmj-172 43 5 - - PUNCT ctmj-172 43 6 aware aware ADJ ctmj-172 43 7 security security NOUN ctmj-172 43 8 framework framework NOUN ctmj-172 43 9 improves improve VERB ctmj-172 43 10 quality quality NOUN ctmj-172 43 11 of of ADP ctmj-172 43 12 service service NOUN ctmj-172 43 13 ( ( PUNCT ctmj-172 43 14 qos qos PROPN ctmj-172 43 15 ) ) PUNCT ctmj-172 43 16 while while SCONJ ctmj-172 43 17 maintaining maintain VERB ctmj-172 43 18 real real ADJ ctmj-172 43 19 - - PUNCT ctmj-172 43 20 time time NOUN ctmj-172 43 21 healthcare healthcare PROPN ctmj-172 43 22 data datum NOUN ctmj-172 43 23 integrity integrity NOUN ctmj-172 43 24 . . PUNCT ctmj-172 44 1 4.proposed 4.proposed NUM ctmj-172 44 2 personalized personalize VERB ctmj-172 44 3 healthcare healthcare NOUN ctmj-172 44 4 data datum NOUN ctmj-172 44 5 in in ADP ctmj-172 44 6 cloud cloud ADJ ctmj-172 44 7 environments environment NOUN ctmj-172 44 8 via via ADP ctmj-172 44 9 secure secure ADJ ctmj-172 44 10 multi multi ADJ ctmj-172 44 11 - - ADJ ctmj-172 44 12 party party ADJ ctmj-172 44 13 computation computation NOUN ctmj-172 44 14 and and CCONJ ctmj-172 44 15 gradient gradient ADJ ctmj-172 44 16 descent descent NOUN ctmj-172 44 17 optimization optimization NOUN ctmj-172 44 18 the the DET ctmj-172 44 19 proposed propose VERB ctmj-172 44 20 methodology methodology NOUN ctmj-172 44 21 for for ADP ctmj-172 44 22 personalized personalize VERB ctmj-172 44 23 healthcare healthcare NOUN ctmj-172 44 24 data datum NOUN ctmj-172 44 25 in in ADP ctmj-172 44 26 cloud cloud ADJ ctmj-172 44 27 environments environment NOUN ctmj-172 44 28 via via ADP ctmj-172 44 29 secure secure ADJ ctmj-172 44 30 multi multi ADJ ctmj-172 44 31 - - ADJ ctmj-172 44 32 party party ADJ ctmj-172 44 33 computation computation NOUN ctmj-172 44 34 ( ( PUNCT ctmj-172 44 35 smpc smpc NOUN ctmj-172 44 36 ) ) PUNCT ctmj-172 44 37 and and CCONJ ctmj-172 44 38 gradient gradient NOUN ctmj-172 44 39 ctmj ctmj NOUN ctmj-172 44 40 | | ADV ctmj-172 44 41 traditionalmedicinejournals.com traditionalmedicinejournals.com X ctmj-172 44 42 chinese chinese ADJ ctmj-172 44 43 traditional traditional ADJ ctmj-172 44 44 medicine medicine NOUN ctmj-172 44 45 journal journal NOUN ctmj-172 44 46 | | ADV ctmj-172 44 47 2018 2018 NUM ctmj-172 44 48 | | ADV ctmj-172 44 49 vol vol NOUN ctmj-172 44 50 1 1 NUM ctmj-172 44 51 |issue |issue NOUN ctmj-172 44 52 2 2 NUM ctmj-172 44 53 15 15 NUM ctmj-172 44 54 descent descent NOUN ctmj-172 44 55 optimization optimization NOUN ctmj-172 44 56 involves involve VERB ctmj-172 44 57 a a DET ctmj-172 44 58 collaborative collaborative ADJ ctmj-172 44 59 approach approach NOUN ctmj-172 44 60 where where SCONJ ctmj-172 44 61 multiple multiple ADJ ctmj-172 44 62 parties party NOUN ctmj-172 44 63 ( ( PUNCT ctmj-172 44 64 e.g. e.g. ADV ctmj-172 44 65 , , PUNCT ctmj-172 44 66 healthcare healthcare NOUN ctmj-172 44 67 providers provider NOUN ctmj-172 44 68 , , PUNCT ctmj-172 44 69 patients patient NOUN ctmj-172 44 70 , , PUNCT ctmj-172 44 71 and and CCONJ ctmj-172 44 72 cloud cloud NOUN ctmj-172 44 73 service service NOUN ctmj-172 44 74 providers provider NOUN ctmj-172 44 75 ) ) PUNCT ctmj-172 44 76 jointly jointly ADV ctmj-172 44 77 compute compute VERB ctmj-172 44 78 personalized personalized ADJ ctmj-172 44 79 health health NOUN ctmj-172 44 80 models model NOUN ctmj-172 44 81 without without ADP ctmj-172 44 82 disclosing disclose VERB ctmj-172 44 83 sensitive sensitive ADJ ctmj-172 44 84 data datum NOUN ctmj-172 44 85 to to ADP ctmj-172 44 86 each each DET ctmj-172 44 87 other other ADJ ctmj-172 44 88 . . PUNCT ctmj-172 45 1 smpc smpc PROPN ctmj-172 45 2 ensures ensure VERB ctmj-172 45 3 that that SCONJ ctmj-172 45 4 each each DET ctmj-172 45 5 participant participant NOUN ctmj-172 45 6 's 's PART ctmj-172 45 7 data datum NOUN ctmj-172 45 8 remains remain VERB ctmj-172 45 9 private private ADJ ctmj-172 45 10 by by ADP ctmj-172 45 11 securely securely ADV ctmj-172 45 12 sharing share VERB ctmj-172 45 13 only only ADV ctmj-172 45 14 the the DET ctmj-172 45 15 results result NOUN ctmj-172 45 16 of of ADP ctmj-172 45 17 the the DET ctmj-172 45 18 computations computation NOUN ctmj-172 45 19 rather rather ADV ctmj-172 45 20 than than ADP ctmj-172 45 21 the the DET ctmj-172 45 22 raw raw ADJ ctmj-172 45 23 data datum NOUN ctmj-172 45 24 itself itself PRON ctmj-172 45 25 . . PUNCT ctmj-172 46 1 gradient gradient ADJ ctmj-172 46 2 descent descent NOUN ctmj-172 46 3 optimization optimization NOUN ctmj-172 46 4 is be AUX ctmj-172 46 5 applied apply VERB ctmj-172 46 6 to to PART ctmj-172 46 7 train train VERB ctmj-172 46 8 machine machine NOUN ctmj-172 46 9 learning learning NOUN ctmj-172 46 10 models model NOUN ctmj-172 46 11 on on ADP ctmj-172 46 12 the the DET ctmj-172 46 13 aggregated aggregate VERB ctmj-172 46 14 healthcare healthcare NOUN ctmj-172 46 15 data datum NOUN ctmj-172 46 16 while while SCONJ ctmj-172 46 17 minimizing minimize VERB ctmj-172 46 18 prediction prediction NOUN ctmj-172 46 19 errors error NOUN ctmj-172 46 20 . . PUNCT ctmj-172 47 1 this this DET ctmj-172 47 2 combined combined ADJ ctmj-172 47 3 approach approach NOUN ctmj-172 47 4 enables enable VERB ctmj-172 47 5 the the DET ctmj-172 47 6 development development NOUN ctmj-172 47 7 of of ADP ctmj-172 47 8 accurate accurate ADJ ctmj-172 47 9 , , PUNCT ctmj-172 47 10 privacy privacy NOUN ctmj-172 47 11 - - PUNCT ctmj-172 47 12 preserving preserve VERB ctmj-172 47 13 healthcare healthcare NOUN ctmj-172 47 14 models model NOUN ctmj-172 47 15 in in ADP ctmj-172 47 16 a a DET ctmj-172 47 17 cloud cloud ADJ ctmj-172 47 18 environment environment NOUN ctmj-172 47 19 , , PUNCT ctmj-172 47 20 where where SCONJ ctmj-172 47 21 sensitive sensitive ADJ ctmj-172 47 22 medical medical ADJ ctmj-172 47 23 data datum NOUN ctmj-172 47 24 is be AUX ctmj-172 47 25 safeguarded safeguard VERB ctmj-172 47 26 throughout throughout ADP ctmj-172 47 27 the the DET ctmj-172 47 28 analysis analysis NOUN ctmj-172 47 29 process process NOUN ctmj-172 47 30 , , PUNCT ctmj-172 47 31 allowing allow VERB ctmj-172 47 32 for for ADP ctmj-172 47 33 personalized personalized ADJ ctmj-172 47 34 health health NOUN ctmj-172 47 35 recommendations recommendation NOUN ctmj-172 47 36 and and CCONJ ctmj-172 47 37 decision decision NOUN ctmj-172 47 38 - - PUNCT ctmj-172 47 39 making making NOUN ctmj-172 47 40 without without ADP ctmj-172 47 41 compromising compromise VERB ctmj-172 47 42 data datum NOUN ctmj-172 47 43 privacy privacy NOUN ctmj-172 47 44 . . PUNCT ctmj-172 48 1 figure figure NOUN ctmj-172 48 2 1 1 NUM ctmj-172 48 3 : : PUNCT ctmj-172 48 4 personalized personalize VERB ctmj-172 48 5 healthcare healthcare NOUN ctmj-172 48 6 data datum NOUN ctmj-172 48 7 in in ADP ctmj-172 48 8 cloud cloud ADJ ctmj-172 48 9 environments environment NOUN ctmj-172 48 10 via via ADP ctmj-172 48 11 secure secure ADJ ctmj-172 48 12 multi multi ADJ ctmj-172 48 13 - - ADJ ctmj-172 48 14 party party ADJ ctmj-172 48 15 computation computation NOUN ctmj-172 48 16 and and CCONJ ctmj-172 48 17 gradient gradient ADJ ctmj-172 48 18 descent descent NOUN ctmj-172 48 19 optimization optimization NOUN ctmj-172 48 20 4.1 4.1 NUM ctmj-172 48 21 data datum NOUN ctmj-172 48 22 collection collection NOUN ctmj-172 48 23 data datum NOUN ctmj-172 48 24 collection collection NOUN ctmj-172 48 25 involves involve VERB ctmj-172 48 26 gathering gather VERB ctmj-172 48 27 healthcare healthcare NOUN ctmj-172 48 28 records record NOUN ctmj-172 48 29 from from ADP ctmj-172 48 30 various various ADJ ctmj-172 48 31 sources source NOUN ctmj-172 48 32 , , PUNCT ctmj-172 48 33 such such ADJ ctmj-172 48 34 as as ADP ctmj-172 48 35 hospitals hospital NOUN ctmj-172 48 36 , , PUNCT ctmj-172 48 37 clinics clinic NOUN ctmj-172 48 38 , , PUNCT ctmj-172 48 39 and and CCONJ ctmj-172 48 40 iot iot PROPN ctmj-172 48 41 devices device NOUN ctmj-172 48 42 . . PUNCT ctmj-172 49 1 these these DET ctmj-172 49 2 records record NOUN ctmj-172 49 3 include include VERB ctmj-172 49 4 patient patient ADJ ctmj-172 49 5 demographics demographic NOUN ctmj-172 49 6 , , PUNCT ctmj-172 49 7 medical medical ADJ ctmj-172 49 8 history history NOUN ctmj-172 49 9 , , PUNCT ctmj-172 49 10 lab lab NOUN ctmj-172 49 11 results result NOUN ctmj-172 49 12 , , PUNCT ctmj-172 49 13 and and CCONJ ctmj-172 49 14 sensor sensor NOUN ctmj-172 49 15 data datum NOUN ctmj-172 49 16 . . PUNCT ctmj-172 50 1 the the DET ctmj-172 50 2 collected collect VERB ctmj-172 50 3 data data NOUN ctmj-172 50 4 serves serve VERB ctmj-172 50 5 as as ADP ctmj-172 50 6 the the DET ctmj-172 50 7 foundation foundation NOUN ctmj-172 50 8 for for ADP ctmj-172 50 9 further further ADJ ctmj-172 50 10 processing processing NOUN ctmj-172 50 11 , , PUNCT ctmj-172 50 12 encryption encryption NOUN ctmj-172 50 13 , , PUNCT ctmj-172 50 14 and and CCONJ ctmj-172 50 15 analysis analysis NOUN ctmj-172 50 16 . . PUNCT ctmj-172 51 1 ensuring ensure VERB ctmj-172 51 2 data datum NOUN ctmj-172 51 3 accuracy accuracy NOUN ctmj-172 51 4 and and CCONJ ctmj-172 51 5 completeness completeness NOUN ctmj-172 51 6 is be AUX ctmj-172 51 7 crucial crucial ADJ ctmj-172 51 8 for for ADP ctmj-172 51 9 reliable reliable ADJ ctmj-172 51 10 healthcare healthcare NOUN ctmj-172 51 11 predictions prediction NOUN ctmj-172 51 12 and and CCONJ ctmj-172 51 13 risk risk NOUN ctmj-172 51 14 assessments assessment NOUN ctmj-172 51 15 . . PUNCT ctmj-172 52 1 4.2 4.2 NUM ctmj-172 52 2 data datum NOUN ctmj-172 52 3 preprocessing preprocesse VERB ctmj-172 52 4 data datum NOUN ctmj-172 52 5 preprocessing preprocessing NOUN ctmj-172 52 6 involves involve VERB ctmj-172 52 7 cleaning clean VERB ctmj-172 52 8 and and CCONJ ctmj-172 52 9 transforming transform VERB ctmj-172 52 10 raw raw ADJ ctmj-172 52 11 healthcare healthcare NOUN ctmj-172 52 12 records record NOUN ctmj-172 52 13 to to PART ctmj-172 52 14 improve improve VERB ctmj-172 52 15 data datum NOUN ctmj-172 52 16 quality quality NOUN ctmj-172 52 17 . . PUNCT ctmj-172 53 1 handling handle VERB ctmj-172 53 2 missing miss VERB ctmj-172 53 3 values value NOUN ctmj-172 53 4 includes include VERB ctmj-172 53 5 techniques technique NOUN ctmj-172 53 6 like like ADP ctmj-172 53 7 imputation imputation NOUN ctmj-172 53 8 , , PUNCT ctmj-172 53 9 interpolation interpolation NOUN ctmj-172 53 10 , , PUNCT ctmj-172 53 11 or or CCONJ ctmj-172 53 12 removal removal NOUN ctmj-172 53 13 to to PART ctmj-172 53 14 ensure ensure VERB ctmj-172 53 15 completeness completeness NOUN ctmj-172 53 16 . . PUNCT ctmj-172 54 1 noise noise NOUN ctmj-172 54 2 reduction reduction NOUN ctmj-172 54 3 removes remove VERB ctmj-172 54 4 irrelevant irrelevant ADJ ctmj-172 54 5 or or CCONJ ctmj-172 54 6 erroneous erroneous ADJ ctmj-172 54 7 data datum NOUN ctmj-172 54 8 using use VERB ctmj-172 54 9 filtering filter VERB ctmj-172 54 10 , , PUNCT ctmj-172 54 11 smoothing smoothing NOUN ctmj-172 54 12 , , PUNCT ctmj-172 54 13 or or CCONJ ctmj-172 54 14 advanced advanced ADJ ctmj-172 54 15 statistical statistical ADJ ctmj-172 54 16 methods method NOUN ctmj-172 54 17 . . PUNCT ctmj-172 55 1 these these DET ctmj-172 55 2 steps step NOUN ctmj-172 55 3 enhance enhance VERB ctmj-172 55 4 data data NOUN ctmj-172 55 5 reliability reliability NOUN ctmj-172 55 6 for for ADP ctmj-172 55 7 accurate accurate ADJ ctmj-172 55 8 disease disease NOUN ctmj-172 55 9 prediction prediction NOUN ctmj-172 55 10 and and CCONJ ctmj-172 55 11 risk risk NOUN ctmj-172 55 12 assessment assessment NOUN ctmj-172 55 13 . . PUNCT ctmj-172 56 1 4.2.1 4.2.1 PRON ctmj-172 56 2 handle handle VERB ctmj-172 56 3 missing miss VERB ctmj-172 56 4 value value NOUN ctmj-172 56 5 handling handle VERB ctmj-172 56 6 missing miss VERB ctmj-172 56 7 values value NOUN ctmj-172 56 8 is be AUX ctmj-172 56 9 a a DET ctmj-172 56 10 crucial crucial ADJ ctmj-172 56 11 preprocessing preprocessing NOUN ctmj-172 56 12 step step NOUN ctmj-172 56 13 in in ADP ctmj-172 56 14 healthcare healthcare PROPN ctmj-172 56 15 data datum NOUN ctmj-172 56 16 to to PART ctmj-172 56 17 ensure ensure VERB ctmj-172 56 18 data datum NOUN ctmj-172 56 19 completeness completeness NOUN ctmj-172 56 20 and and CCONJ ctmj-172 56 21 improve improve VERB ctmj-172 56 22 model model NOUN ctmj-172 56 23 accuracy accuracy NOUN ctmj-172 56 24 . . PUNCT ctmj-172 57 1 common common ADJ ctmj-172 57 2 techniques technique NOUN ctmj-172 57 3 ctmj ctmj NOUN ctmj-172 57 4 | | ADV ctmj-172 57 5 traditionalmedicinejournals.com traditionalmedicinejournals.com X ctmj-172 57 6 chinese chinese ADJ ctmj-172 57 7 traditional traditional ADJ ctmj-172 57 8 medicine medicine NOUN ctmj-172 57 9 journal journal NOUN ctmj-172 57 10 | | ADV ctmj-172 57 11 2018 2018 NUM ctmj-172 57 12 | | ADV ctmj-172 57 13 vol vol NOUN ctmj-172 57 14 1 1 NUM ctmj-172 57 15 |issue |issue NOUN ctmj-172 57 16 2 2 NUM ctmj-172 57 17 16 16 NUM ctmj-172 57 18 include include VERB ctmj-172 57 19 mean mean ADJ ctmj-172 57 20 / / SYM ctmj-172 57 21 mode mode NOUN ctmj-172 57 22 / / SYM ctmj-172 57 23 median median NOUN ctmj-172 57 24 imputation imputation NOUN ctmj-172 57 25 , , PUNCT ctmj-172 57 26 interpolation interpolation NOUN ctmj-172 57 27 , , PUNCT ctmj-172 57 28 or or CCONJ ctmj-172 57 29 predictive predictive ADJ ctmj-172 57 30 modeling modeling NOUN ctmj-172 57 31 . . PUNCT ctmj-172 58 1 one one NUM ctmj-172 58 2 widely widely ADV ctmj-172 58 3 used use VERB ctmj-172 58 4 method method NOUN ctmj-172 58 5 is be AUX ctmj-172 58 6 mean mean ADJ ctmj-172 58 7 imputation imputation NOUN ctmj-172 58 8 , , PUNCT ctmj-172 58 9 where where SCONJ ctmj-172 58 10 missing missing ADJ ctmj-172 58 11 values value NOUN ctmj-172 58 12 are be AUX ctmj-172 58 13 replaced replace VERB ctmj-172 58 14 with with ADP ctmj-172 58 15 the the DET ctmj-172 58 16 mean mean NOUN ctmj-172 58 17 of of ADP ctmj-172 58 18 the the DET ctmj-172 58 19 available available ADJ ctmj-172 58 20 data datum NOUN ctmj-172 58 21 for for ADP ctmj-172 58 22 that that DET ctmj-172 58 23 feature feature NOUN ctmj-172 58 24 . . PUNCT ctmj-172 59 1 equation equation NOUN ctmj-172 59 2 for for ADP ctmj-172 59 3 mean mean ADJ ctmj-172 59 4 imputation imputation NOUN ctmj-172 59 5 : : PUNCT ctmj-172 59 6 a a DET ctmj-172 59 7 common common ADJ ctmj-172 59 8 approach approach NOUN ctmj-172 59 9 for for ADP ctmj-172 59 10 handling handle VERB ctmj-172 59 11 missing miss VERB ctmj-172 59 12 values value NOUN ctmj-172 59 13 is be AUX ctmj-172 59 14 mean mean ADJ ctmj-172 59 15 imputation imputation NOUN ctmj-172 59 16 , , PUNCT ctmj-172 59 17 where where SCONJ ctmj-172 59 18 missing missing ADJ ctmj-172 59 19 values value NOUN ctmj-172 59 20 are be AUX ctmj-172 59 21 replaced replace VERB ctmj-172 59 22 with with ADP ctmj-172 59 23 the the DET ctmj-172 59 24 mean mean NOUN ctmj-172 59 25 of of ADP ctmj-172 59 26 the the DET ctmj-172 59 27 observed observed ADJ ctmj-172 59 28 values value NOUN ctmj-172 59 29 : : PUNCT ctmj-172 59 30 𝑋𝑖 𝑋𝑖 NOUN ctmj-172 59 31 = = SYM ctmj-172 59 32 1 1 NUM ctmj-172 59 33 𝑛 𝑛 PRON ctmj-172 59 34 ∑ ∑ ADP ctmj-172 59 35     SPACE ctmj-172 59 36 𝑛 𝑛 DET ctmj-172 59 37 𝑗=1 𝑗=1 PROPN ctmj-172 59 38 𝑋𝑗 𝑋𝑗 PROPN ctmj-172 59 39 were be AUX ctmj-172 59 40 : : PUNCT ctmj-172 59 41 𝑋𝑖 𝑋𝑖 NOUN ctmj-172 59 42 is be AUX ctmj-172 59 43 the the DET ctmj-172 59 44 imputed impute VERB ctmj-172 59 45 value value NOUN ctmj-172 59 46 for for ADP ctmj-172 59 47 the the DET ctmj-172 59 48 missing miss VERB ctmj-172 59 49 entry entry NOUN ctmj-172 59 50 , , PUNCT ctmj-172 59 51 𝑋𝑗 𝑋𝑗 PROPN ctmj-172 59 52 represents represent VERB ctmj-172 59 53 the the DET ctmj-172 59 54 observed observed ADJ ctmj-172 59 55 values value NOUN ctmj-172 59 56 in in ADP ctmj-172 59 57 the the DET ctmj-172 59 58 feature feature NOUN ctmj-172 59 59 , , PUNCT ctmj-172 59 60 𝑛 𝑛 PROPN ctmj-172 59 61 is be AUX ctmj-172 59 62 the the DET ctmj-172 59 63 number number NOUN ctmj-172 59 64 of of ADP ctmj-172 59 65 observed observed ADJ ctmj-172 59 66 ( ( PUNCT ctmj-172 59 67 non non ADJ ctmj-172 59 68 - - ADJ ctmj-172 59 69 missing missing ADJ ctmj-172 59 70 ) ) PUNCT ctmj-172 59 71 values value NOUN ctmj-172 59 72 . . PUNCT ctmj-172 60 1 4.2.2 4.2.2 NUM ctmj-172 60 2 noise noise NOUN ctmj-172 60 3 reduction reduction NOUN ctmj-172 60 4 noise noise NOUN ctmj-172 60 5 reduction reduction NOUN ctmj-172 60 6 is be AUX ctmj-172 60 7 the the DET ctmj-172 60 8 process process NOUN ctmj-172 60 9 of of ADP ctmj-172 60 10 eliminating eliminate VERB ctmj-172 60 11 unwanted unwanted ADJ ctmj-172 60 12 variations variation NOUN ctmj-172 60 13 or or CCONJ ctmj-172 60 14 distortions distortion NOUN ctmj-172 60 15 ( ( PUNCT ctmj-172 60 16 noise noise NOUN ctmj-172 60 17 ) ) PUNCT ctmj-172 60 18 from from ADP ctmj-172 60 19 signals signal NOUN ctmj-172 60 20 , , PUNCT ctmj-172 60 21 images image NOUN ctmj-172 60 22 , , PUNCT ctmj-172 60 23 or or CCONJ ctmj-172 60 24 datasets dataset NOUN ctmj-172 60 25 to to PART ctmj-172 60 26 enhance enhance VERB ctmj-172 60 27 their their PRON ctmj-172 60 28 quality quality NOUN ctmj-172 60 29 . . PUNCT ctmj-172 61 1 it it PRON ctmj-172 61 2 is be AUX ctmj-172 61 3 commonly commonly ADV ctmj-172 61 4 used use VERB ctmj-172 61 5 in in ADP ctmj-172 61 6 signal signal ADJ ctmj-172 61 7 processing processing NOUN ctmj-172 61 8 , , PUNCT ctmj-172 61 9 image image NOUN ctmj-172 61 10 enhancement enhancement NOUN ctmj-172 61 11 , , PUNCT ctmj-172 61 12 and and CCONJ ctmj-172 61 13 machine machine NOUN ctmj-172 61 14 learning learn VERB ctmj-172 61 15 to to PART ctmj-172 61 16 improve improve VERB ctmj-172 61 17 accuracy accuracy NOUN ctmj-172 61 18 and and CCONJ ctmj-172 61 19 clarity clarity NOUN ctmj-172 61 20 . . PUNCT ctmj-172 62 1 techniques technique NOUN ctmj-172 62 2 for for ADP ctmj-172 62 3 noise noise NOUN ctmj-172 62 4 reduction reduction NOUN ctmj-172 62 5 include include VERB ctmj-172 62 6 filtering filter VERB ctmj-172 62 7 , , PUNCT ctmj-172 62 8 statistical statistical ADJ ctmj-172 62 9 smoothing smoothing NOUN ctmj-172 62 10 , , PUNCT ctmj-172 62 11 and and CCONJ ctmj-172 62 12 deep deep ADJ ctmj-172 62 13 learning learning NOUN ctmj-172 62 14 - - PUNCT ctmj-172 62 15 based base VERB ctmj-172 62 16 denoising denoising NOUN ctmj-172 62 17 . . PUNCT ctmj-172 63 1 equation equation NOUN ctmj-172 63 2 : : PUNCT ctmj-172 63 3 gaussian gaussian ADJ ctmj-172 63 4 smoothing smooth VERB ctmj-172 63 5 filter filter NOUN ctmj-172 63 6 a a DET ctmj-172 63 7 common common ADJ ctmj-172 63 8 method method NOUN ctmj-172 63 9 for for ADP ctmj-172 63 10 noise noise NOUN ctmj-172 63 11 reduction reduction NOUN ctmj-172 63 12 in in ADP ctmj-172 63 13 images image NOUN ctmj-172 63 14 and and CCONJ ctmj-172 63 15 signals signal NOUN ctmj-172 63 16 is be AUX ctmj-172 63 17 gaussian gaussian ADJ ctmj-172 63 18 smoothing smoothing NOUN ctmj-172 63 19 , , PUNCT ctmj-172 63 20 defined define VERB ctmj-172 63 21 as as ADP ctmj-172 63 22 : : PUNCT ctmj-172 63 23 𝐺(𝑥 𝐺(𝑥 NOUN ctmj-172 63 24 , , PUNCT ctmj-172 63 25 𝑦 𝑦 NOUN ctmj-172 63 26 ) ) PUNCT ctmj-172 63 27 = = SYM ctmj-172 63 28 1 1 NUM ctmj-172 63 29 2𝜋𝜎2 2𝜋𝜎2 NUM ctmj-172 63 30 𝑒 𝑒 PRON ctmj-172 63 31 − − PROPN ctmj-172 63 32 𝑥2+𝑦2 𝑥2+𝑦2 PROPN ctmj-172 63 33 2𝜎2 2𝜎2 NUM ctmj-172 63 34 were be AUX ctmj-172 63 35 : : PUNCT ctmj-172 63 36 𝐺(𝑥 𝐺(𝑥 NOUN ctmj-172 63 37 , , PUNCT ctmj-172 63 38 𝑦 𝑦 NOUN ctmj-172 63 39 ) ) PUNCT ctmj-172 63 40 is be AUX ctmj-172 63 41 the the DET ctmj-172 63 42 gaussian gaussian ADJ ctmj-172 63 43 function function NOUN ctmj-172 63 44 , , PUNCT ctmj-172 63 45 𝜎 𝜎 PROPN ctmj-172 63 46 controls control VERB ctmj-172 63 47 the the DET ctmj-172 63 48 spread spread NOUN ctmj-172 63 49 ( ( PUNCT ctmj-172 63 50 smoothness smoothness ADJ ctmj-172 63 51 ) ) PUNCT ctmj-172 63 52 of of ADP ctmj-172 63 53 the the DET ctmj-172 63 54 filter filter NOUN ctmj-172 63 55 , , PUNCT ctmj-172 63 56 𝑥 𝑥 PRON ctmj-172 63 57 , , PUNCT ctmj-172 63 58 𝑦 𝑦 PRON ctmj-172 63 59 are be AUX ctmj-172 63 60 spatial spatial ADJ ctmj-172 63 61 coordinates coordinate NOUN ctmj-172 63 62 relative relative ADJ ctmj-172 63 63 to to ADP ctmj-172 63 64 the the DET ctmj-172 63 65 center center NOUN ctmj-172 63 66 of of ADP ctmj-172 63 67 the the DET ctmj-172 63 68 filter filter NOUN ctmj-172 63 69 . . PUNCT ctmj-172 64 1 4.4 4.4 NUM ctmj-172 64 2 encryption encryption NOUN ctmj-172 64 3 advanced advanced ADJ ctmj-172 64 4 encryption encryption NOUN ctmj-172 64 5 standard standard NOUN ctmj-172 64 6 ( ( PUNCT ctmj-172 64 7 aes aes PROPN ctmj-172 64 8 ) ) PUNCT ctmj-172 64 9 is be AUX ctmj-172 64 10 a a DET ctmj-172 64 11 symmetric symmetric ADJ ctmj-172 64 12 encryption encryption NOUN ctmj-172 64 13 algorithm algorithm NOUN ctmj-172 64 14 used use VERB ctmj-172 64 15 for for ADP ctmj-172 64 16 securing secure VERB ctmj-172 64 17 data datum NOUN ctmj-172 64 18 through through ADP ctmj-172 64 19 block block NOUN ctmj-172 64 20 cipher cipher ADJ ctmj-172 64 21 encryption encryption NOUN ctmj-172 64 22 . . PUNCT ctmj-172 65 1 it it PRON ctmj-172 65 2 operates operate VERB ctmj-172 65 3 on on ADP ctmj-172 65 4 fixed fix VERB ctmj-172 65 5 - - PUNCT ctmj-172 65 6 size size NOUN ctmj-172 65 7 128 128 NUM ctmj-172 65 8 - - PUNCT ctmj-172 65 9 bit bit NOUN ctmj-172 65 10 blocks block NOUN ctmj-172 65 11 and and CCONJ ctmj-172 65 12 supports support VERB ctmj-172 65 13 key key ADJ ctmj-172 65 14 sizes size NOUN ctmj-172 65 15 of of ADP ctmj-172 65 16 128 128 NUM ctmj-172 65 17 , , PUNCT ctmj-172 65 18 192 192 NUM ctmj-172 65 19 , , PUNCT ctmj-172 65 20 or or CCONJ ctmj-172 65 21 256 256 NUM ctmj-172 65 22 bits bit NOUN ctmj-172 65 23 for for ADP ctmj-172 65 24 varying vary VERB ctmj-172 65 25 security security NOUN ctmj-172 65 26 levels level NOUN ctmj-172 65 27 . . PUNCT ctmj-172 66 1 aes aes NOUN ctmj-172 66 2 follows follow VERB ctmj-172 66 3 multiple multiple ADJ ctmj-172 66 4 rounds round NOUN ctmj-172 66 5 of of ADP ctmj-172 66 6 substitution substitution NOUN ctmj-172 66 7 , , PUNCT ctmj-172 66 8 permutation permutation NOUN ctmj-172 66 9 , , PUNCT ctmj-172 66 10 mixing mixing NOUN ctmj-172 66 11 , , PUNCT ctmj-172 66 12 and and CCONJ ctmj-172 66 13 key key ADJ ctmj-172 66 14 addition addition NOUN ctmj-172 66 15 to to PART ctmj-172 66 16 transform transform VERB ctmj-172 66 17 plaintext plaintext NOUN ctmj-172 66 18 into into ADP ctmj-172 66 19 ciphertext ciphertext NOUN ctmj-172 66 20 . . PUNCT ctmj-172 67 1 it it PRON ctmj-172 67 2 is be AUX ctmj-172 67 3 widely widely ADV ctmj-172 67 4 used use VERB ctmj-172 67 5 in in ADP ctmj-172 67 6 applications application NOUN ctmj-172 67 7 like like ADP ctmj-172 67 8 secure secure ADJ ctmj-172 67 9 communications communication NOUN ctmj-172 67 10 , , PUNCT ctmj-172 67 11 cloud cloud NOUN ctmj-172 67 12 security security NOUN ctmj-172 67 13 , , PUNCT ctmj-172 67 14 and and CCONJ ctmj-172 67 15 data datum NOUN ctmj-172 67 16 protection protection NOUN ctmj-172 67 17 . . PUNCT ctmj-172 68 1 4.3 4.3 NUM ctmj-172 68 2 cloud cloud ADJ ctmj-172 68 3 storage storage NOUN ctmj-172 68 4 cloud cloud NOUN ctmj-172 68 5 storage storage NOUN ctmj-172 68 6 is be AUX ctmj-172 68 7 a a DET ctmj-172 68 8 service service NOUN ctmj-172 68 9 that that PRON ctmj-172 68 10 allows allow VERB ctmj-172 68 11 users user NOUN ctmj-172 68 12 to to PART ctmj-172 68 13 store store VERB ctmj-172 68 14 , , PUNCT ctmj-172 68 15 manage manage VERB ctmj-172 68 16 , , PUNCT ctmj-172 68 17 and and CCONJ ctmj-172 68 18 access access NOUN ctmj-172 68 19 data datum NOUN ctmj-172 68 20 over over ADP ctmj-172 68 21 the the DET ctmj-172 68 22 internet internet NOUN ctmj-172 68 23 instead instead ADV ctmj-172 68 24 of of ADP ctmj-172 68 25 local local ADJ ctmj-172 68 26 storage storage NOUN ctmj-172 68 27 devices device NOUN ctmj-172 68 28 . . PUNCT ctmj-172 69 1 it it PRON ctmj-172 69 2 provides provide VERB ctmj-172 69 3 scalability scalability NOUN ctmj-172 69 4 , , PUNCT ctmj-172 69 5 security security NOUN ctmj-172 69 6 , , PUNCT ctmj-172 69 7 and and CCONJ ctmj-172 69 8 redundancy redundancy NOUN ctmj-172 69 9 , , PUNCT ctmj-172 69 10 ensuring ensure VERB ctmj-172 69 11 data datum NOUN ctmj-172 69 12 availability availability NOUN ctmj-172 69 13 and and CCONJ ctmj-172 69 14 protection protection NOUN ctmj-172 69 15 against against ADP ctmj-172 69 16 loss loss NOUN ctmj-172 69 17 . . PUNCT ctmj-172 70 1 cloud cloud NOUN ctmj-172 70 2 storage storage NOUN ctmj-172 70 3 can can AUX ctmj-172 70 4 be be AUX ctmj-172 70 5 public public ADJ ctmj-172 70 6 , , PUNCT ctmj-172 70 7 private private ADJ ctmj-172 70 8 , , PUNCT ctmj-172 70 9 or or CCONJ ctmj-172 70 10 hybrid hybrid NOUN ctmj-172 70 11 , , PUNCT ctmj-172 70 12 catering cater VERB ctmj-172 70 13 to to ADP ctmj-172 70 14 different different ADJ ctmj-172 70 15 security security NOUN ctmj-172 70 16 and and CCONJ ctmj-172 70 17 performance performance NOUN ctmj-172 70 18 needs need NOUN ctmj-172 70 19 . . PUNCT ctmj-172 71 1 popular popular ADJ ctmj-172 71 2 providers provider NOUN ctmj-172 71 3 include include VERB ctmj-172 71 4 aws aw NOUN ctmj-172 71 5 s3 s3 PROPN ctmj-172 71 6 , , PUNCT ctmj-172 71 7 google google PROPN ctmj-172 71 8 drive drive NOUN ctmj-172 71 9 , , PUNCT ctmj-172 71 10 and and CCONJ ctmj-172 71 11 microsoft microsoft PROPN ctmj-172 71 12 onedrive onedrive PROPN ctmj-172 71 13 . . PUNCT ctmj-172 72 1 4.5 4.5 NUM ctmj-172 72 2 privacy privacy NOUN ctmj-172 72 3 - - PUNCT ctmj-172 72 4 preserving preserve VERB ctmj-172 72 5 personalized personalize VERB ctmj-172 72 6 healthcare healthcare NOUN ctmj-172 72 7 data datum NOUN ctmj-172 72 8 in in ADP ctmj-172 72 9 cloud cloud ADJ ctmj-172 72 10 environments environment NOUN ctmj-172 72 11 via via ADP ctmj-172 72 12 secure secure ADJ ctmj-172 72 13 multi multi ADJ ctmj-172 72 14 - - ADJ ctmj-172 72 15 party party ADJ ctmj-172 72 16 computation computation NOUN ctmj-172 72 17 secure secure VERB ctmj-172 72 18 multi multi ADJ ctmj-172 72 19 - - ADJ ctmj-172 72 20 party party ADJ ctmj-172 72 21 computation computation NOUN ctmj-172 72 22 ( ( PUNCT ctmj-172 72 23 smpc smpc NOUN ctmj-172 72 24 ) ) PUNCT ctmj-172 72 25 is be AUX ctmj-172 72 26 a a DET ctmj-172 72 27 cryptographic cryptographic ADJ ctmj-172 72 28 technique technique NOUN ctmj-172 72 29 that that PRON ctmj-172 72 30 allows allow VERB ctmj-172 72 31 multiple multiple ADJ ctmj-172 72 32 parties party NOUN ctmj-172 72 33 to to PART ctmj-172 72 34 jointly jointly ADV ctmj-172 72 35 compute compute VERB ctmj-172 72 36 a a DET ctmj-172 72 37 function function NOUN ctmj-172 72 38 over over ADP ctmj-172 72 39 their their PRON ctmj-172 72 40 inputs input NOUN ctmj-172 72 41 while while SCONJ ctmj-172 72 42 keeping keep VERB ctmj-172 72 43 those those DET ctmj-172 72 44 inputs input NOUN ctmj-172 72 45 private private ADJ ctmj-172 72 46 . . PUNCT ctmj-172 73 1 it it PRON ctmj-172 73 2 ensures ensure VERB ctmj-172 73 3 that that SCONJ ctmj-172 73 4 no no DET ctmj-172 73 5 party party NOUN ctmj-172 73 6 learns learn VERB ctmj-172 73 7 anything anything PRON ctmj-172 73 8 beyond beyond ADP ctmj-172 73 9 the the DET ctmj-172 73 10 final final ADJ ctmj-172 73 11 output output NOUN ctmj-172 73 12 , , PUNCT ctmj-172 73 13 preserving preserve VERB ctmj-172 73 14 data datum NOUN ctmj-172 73 15 confidentiality confidentiality NOUN ctmj-172 73 16 . . PUNCT ctmj-172 74 1 smpc smpc PROPN ctmj-172 74 2 is be AUX ctmj-172 74 3 widely widely ADV ctmj-172 74 4 used use VERB ctmj-172 74 5 in in ADP ctmj-172 74 6 privacy privacy NOUN ctmj-172 74 7 - - PUNCT ctmj-172 74 8 preserving preserve VERB ctmj-172 74 9 data datum NOUN ctmj-172 74 10 analytics analytic NOUN ctmj-172 74 11 , , PUNCT ctmj-172 74 12 secure secure ADJ ctmj-172 74 13 voting voting NOUN ctmj-172 74 14 , , PUNCT ctmj-172 74 15 and and CCONJ ctmj-172 74 16 confidential confidential ADJ ctmj-172 74 17 financial financial ADJ ctmj-172 74 18 transactions transaction NOUN ctmj-172 74 19 . . PUNCT ctmj-172 75 1 common common ADJ ctmj-172 75 2 protocols protocol NOUN ctmj-172 75 3 for for ADP ctmj-172 75 4 smpc smpc NOUN ctmj-172 75 5 include include VERB ctmj-172 75 6 yao yao PROPN ctmj-172 75 7 ’s ’s PART ctmj-172 75 8 garbled garbled ADJ ctmj-172 75 9 circuits circuit NOUN ctmj-172 75 10 and and CCONJ ctmj-172 75 11 secret secret ADJ ctmj-172 75 12 sharing sharing NOUN ctmj-172 75 13 . . PUNCT ctmj-172 76 1 equation equation NOUN ctmj-172 76 2 : : PUNCT ctmj-172 76 3 additive additive ADJ ctmj-172 76 4 secret secret ADJ ctmj-172 76 5 sharing share VERB ctmj-172 76 6 a a DET ctmj-172 76 7 fundamental fundamental ADJ ctmj-172 76 8 approach approach NOUN ctmj-172 76 9 in in ADP ctmj-172 76 10 smpc smpc PROPN ctmj-172 76 11 is be AUX ctmj-172 76 12 additive additive ADJ ctmj-172 76 13 secret secret ADJ ctmj-172 76 14 sharing sharing NOUN ctmj-172 76 15 , , PUNCT ctmj-172 76 16 where where SCONJ ctmj-172 76 17 a a DET ctmj-172 76 18 secret secret ADJ ctmj-172 76 19 𝑆 𝑆 PROPN ctmj-172 76 20 is be AUX ctmj-172 76 21 split split VERB ctmj-172 76 22 among among ADP ctmj-172 76 23 𝑛 𝑛 PROPN ctmj-172 76 24 parties party NOUN ctmj-172 76 25 such such ADJ ctmj-172 76 26 that that SCONJ ctmj-172 76 27 the the DET ctmj-172 76 28 sum sum NOUN ctmj-172 76 29 reconstructs reconstruct VERB ctmj-172 76 30 the the DET ctmj-172 76 31 secret secret NOUN ctmj-172 76 32 : : PUNCT ctmj-172 77 1 𝑆 𝑆 PROPN ctmj-172 77 2 = = PUNCT ctmj-172 77 3 𝑆1 𝑆1 NOUN ctmj-172 77 4 + + CCONJ ctmj-172 77 5 𝑆2 𝑆2 NOUN ctmj-172 77 6 + + CCONJ ctmj-172 77 7 ⋯ ⋯ X ctmj-172 77 8 + + CCONJ ctmj-172 77 9 𝑆𝑛 𝑆𝑛 PROPN ctmj-172 77 10 mod𝑃 mod𝑃 ADJ ctmj-172 77 11 were be AUX ctmj-172 77 12 : : PUNCT ctmj-172 77 13 𝑆 𝑆 PROPN ctmj-172 77 14 is be AUX ctmj-172 77 15 the the DET ctmj-172 77 16 original original ADJ ctmj-172 77 17 secret secret NOUN ctmj-172 77 18 , , PUNCT ctmj-172 77 19 𝑆1 𝑆1 NOUN ctmj-172 77 20 , , PUNCT ctmj-172 77 21 𝑆2 𝑆2 NOUN ctmj-172 77 22 , , PUNCT ctmj-172 77 23 … … PUNCT ctmj-172 77 24 , , PUNCT ctmj-172 77 25 𝑆𝑛 𝑆𝑛 PROPN ctmj-172 77 26 are be AUX ctmj-172 77 27 the the DET ctmj-172 77 28 secret secret ADJ ctmj-172 77 29 shares share NOUN ctmj-172 77 30 distributed distribute VERB ctmj-172 77 31 to to ADP ctmj-172 77 32 the the DET ctmj-172 77 33 parties party NOUN ctmj-172 77 34 , , PUNCT ctmj-172 77 35 𝑃 𝑃 PROPN ctmj-172 77 36 is be AUX ctmj-172 77 37 a a DET ctmj-172 77 38 prime prime ADJ ctmj-172 77 39 number number NOUN ctmj-172 77 40 used use VERB ctmj-172 77 41 for for ADP ctmj-172 77 42 modular modular ADJ ctmj-172 77 43 arithmetic arithmetic ADJ ctmj-172 77 44 to to PART ctmj-172 77 45 ensure ensure VERB ctmj-172 77 46 security security NOUN ctmj-172 77 47 . . PUNCT ctmj-172 78 1 4.6 4.6 NUM ctmj-172 78 2 gradient gradient ADJ ctmj-172 78 3 descent descent NOUN ctmj-172 78 4 optimization optimization NOUN ctmj-172 78 5 gradient gradient NOUN ctmj-172 78 6 descent descent NOUN ctmj-172 78 7 is be AUX ctmj-172 78 8 an an DET ctmj-172 78 9 iterative iterative ADJ ctmj-172 78 10 optimization optimization NOUN ctmj-172 78 11 algorithm algorithm NOUN ctmj-172 78 12 used use VERB ctmj-172 78 13 to to PART ctmj-172 78 14 minimize minimize VERB ctmj-172 78 15 a a DET ctmj-172 78 16 function function NOUN ctmj-172 78 17 by by ADP ctmj-172 78 18 adjusting adjust VERB ctmj-172 78 19 its its PRON ctmj-172 78 20 parameters parameter NOUN ctmj-172 78 21 in in ADP ctmj-172 78 22 the the DET ctmj-172 78 23 direction direction NOUN ctmj-172 78 24 of of ADP ctmj-172 78 25 the the DET ctmj-172 78 26 steepest steep ADJ ctmj-172 78 27 descent descent NOUN ctmj-172 78 28 . . PUNCT ctmj-172 79 1 it it PRON ctmj-172 79 2 is be AUX ctmj-172 79 3 widely widely ADV ctmj-172 79 4 used use VERB ctmj-172 79 5 in in ADP ctmj-172 79 6 machine machine NOUN ctmj-172 79 7 learning learning NOUN ctmj-172 79 8 and and CCONJ ctmj-172 79 9 ctmj ctmj NOUN ctmj-172 79 10 | | ADV ctmj-172 79 11 traditionalmedicinejournals.com traditionalmedicinejournals.com X ctmj-172 79 12 chinese chinese ADJ ctmj-172 79 13 traditional traditional ADJ ctmj-172 79 14 medicine medicine NOUN ctmj-172 79 15 journal journal NOUN ctmj-172 79 16 | | ADV ctmj-172 79 17 2018 2018 NUM ctmj-172 79 18 | | ADV ctmj-172 79 19 vol vol NOUN ctmj-172 79 20 1 1 NUM ctmj-172 79 21 |issue |issue NOUN ctmj-172 79 22 2 2 NUM ctmj-172 79 23 17 17 NUM ctmj-172 79 24 deep deep ADJ ctmj-172 79 25 learning learning NOUN ctmj-172 79 26 for for ADP ctmj-172 79 27 training training NOUN ctmj-172 79 28 models model NOUN ctmj-172 79 29 by by ADP ctmj-172 79 30 reducing reduce VERB ctmj-172 79 31 the the DET ctmj-172 79 32 loss loss NOUN ctmj-172 79 33 function function NOUN ctmj-172 79 34 . . PUNCT ctmj-172 80 1 variants variant NOUN ctmj-172 80 2 like like ADP ctmj-172 80 3 stochastic stochastic ADJ ctmj-172 80 4 gradient gradient ADJ ctmj-172 80 5 descent descent NOUN ctmj-172 80 6 ( ( PUNCT ctmj-172 80 7 sgd sgd PROPN ctmj-172 80 8 ) ) PUNCT ctmj-172 80 9 , , PUNCT ctmj-172 80 10 mini mini NOUN ctmj-172 80 11 - - NOUN ctmj-172 80 12 batch batch ADJ ctmj-172 80 13 gradient gradient ADJ ctmj-172 80 14 descent descent NOUN ctmj-172 80 15 , , PUNCT ctmj-172 80 16 and and CCONJ ctmj-172 80 17 adam adam PROPN ctmj-172 80 18 optimize optimize VERB ctmj-172 80 19 the the DET ctmj-172 80 20 learning learning NOUN ctmj-172 80 21 process process NOUN ctmj-172 80 22 . . PUNCT ctmj-172 81 1 the the DET ctmj-172 81 2 learning learning NOUN ctmj-172 81 3 rate rate NOUN ctmj-172 81 4 controls control VERB ctmj-172 81 5 the the DET ctmj-172 81 6 step step NOUN ctmj-172 81 7 size size NOUN ctmj-172 81 8 , , PUNCT ctmj-172 81 9 impacting impact VERB ctmj-172 81 10 convergence convergence NOUN ctmj-172 81 11 speed speed NOUN ctmj-172 81 12 and and CCONJ ctmj-172 81 13 accuracy accuracy NOUN ctmj-172 81 14 . . PUNCT ctmj-172 82 1 equation equation NOUN ctmj-172 82 2 : : PUNCT ctmj-172 82 3 gradient gradient ADJ ctmj-172 82 4 descent descent NOUN ctmj-172 82 5 update update NOUN ctmj-172 82 6 rule rule NOUN ctmj-172 82 7 𝜃𝑡+1 𝜃𝑡+1 NOUN ctmj-172 82 8 = = SYM ctmj-172 82 9 𝜃𝑡 𝜃𝑡 NUM ctmj-172 82 10 − − PROPN ctmj-172 82 11 𝛼∇𝐽(𝜃𝑡 𝛼∇𝐽(𝜃𝑡 NOUN ctmj-172 82 12 ) ) PUNCT ctmj-172 82 13 were be AUX ctmj-172 82 14 : : PUNCT ctmj-172 82 15 𝜃𝑡 𝜃𝑡 ADV ctmj-172 82 16 represents represent VERB ctmj-172 82 17 the the DET ctmj-172 82 18 parameter parameter NOUN ctmj-172 82 19 at at ADP ctmj-172 82 20 iteration iteration PROPN ctmj-172 82 21 𝑡 𝑡 PROPN ctmj-172 82 22 , , PUNCT ctmj-172 82 23 𝛼 𝛼 X ctmj-172 82 24 is be AUX ctmj-172 82 25 the the DET ctmj-172 82 26 learning learning NOUN ctmj-172 82 27 rate rate NOUN ctmj-172 82 28 , , PUNCT ctmj-172 82 29 ∇𝐽(𝜃𝑡 ∇𝐽(𝜃𝑡 NOUN ctmj-172 82 30 ) ) PUNCT ctmj-172 82 31 is be AUX ctmj-172 82 32 the the DET ctmj-172 82 33 gradient gradient NOUN ctmj-172 82 34 of of ADP ctmj-172 82 35 the the DET ctmj-172 82 36 cost cost NOUN ctmj-172 82 37 function function NOUN ctmj-172 82 38 𝐽 𝐽 PROPN ctmj-172 82 39 with with ADP ctmj-172 82 40 respect respect NOUN ctmj-172 82 41 to to ADP ctmj-172 82 42 𝜃𝑡. 𝜃𝑡. NOUN ctmj-172 82 43 5.results 5.results NUM ctmj-172 82 44 and and CCONJ ctmj-172 82 45 discussion discussion NOUN ctmj-172 82 46 cloud cloud NOUN ctmj-172 82 47 - - PUNCT ctmj-172 82 48 based base VERB ctmj-172 82 49 healthcare healthcare NOUN ctmj-172 82 50 and and CCONJ ctmj-172 82 51 agricultural agricultural ADJ ctmj-172 82 52 systems system NOUN ctmj-172 82 53 using use VERB ctmj-172 82 54 advanced advanced ADJ ctmj-172 82 55 machine machine NOUN ctmj-172 82 56 learning learning NOUN ctmj-172 82 57 and and CCONJ ctmj-172 82 58 security security NOUN ctmj-172 82 59 techniques technique NOUN ctmj-172 82 60 . . PUNCT ctmj-172 83 1 by by ADP ctmj-172 83 2 integrating integrate VERB ctmj-172 83 3 lstm lstm NOUN ctmj-172 83 4 , , PUNCT ctmj-172 83 5 bayesian bayesian NOUN ctmj-172 83 6 optimization optimization NOUN ctmj-172 83 7 , , PUNCT ctmj-172 83 8 and and CCONJ ctmj-172 83 9 privacy privacy NOUN ctmj-172 83 10 - - PUNCT ctmj-172 83 11 preserving preserve VERB ctmj-172 83 12 methods method NOUN ctmj-172 83 13 , , PUNCT ctmj-172 83 14 your your PRON ctmj-172 83 15 work work NOUN ctmj-172 83 16 enhances enhance VERB ctmj-172 83 17 decision decision NOUN ctmj-172 83 18 support support NOUN ctmj-172 83 19 , , PUNCT ctmj-172 83 20 patient patient ADJ ctmj-172 83 21 monitoring monitoring NOUN ctmj-172 83 22 , , PUNCT ctmj-172 83 23 and and CCONJ ctmj-172 83 24 greenhouse greenhouse NOUN ctmj-172 83 25 efficiency efficiency NOUN ctmj-172 83 26 . . PUNCT ctmj-172 84 1 the the DET ctmj-172 84 2 results result NOUN ctmj-172 84 3 demonstrate demonstrate VERB ctmj-172 84 4 improved improved ADJ ctmj-172 84 5 accuracy accuracy NOUN ctmj-172 84 6 , , PUNCT ctmj-172 84 7 security security NOUN ctmj-172 84 8 , , PUNCT ctmj-172 84 9 and and CCONJ ctmj-172 84 10 efficiency efficiency NOUN ctmj-172 84 11 in in ADP ctmj-172 84 12 cloud cloud NOUN ctmj-172 84 13 - - PUNCT ctmj-172 84 14 powered power VERB ctmj-172 84 15 systems system NOUN ctmj-172 84 16 , , PUNCT ctmj-172 84 17 benefiting benefit VERB ctmj-172 84 18 real real ADJ ctmj-172 84 19 - - PUNCT ctmj-172 84 20 time time NOUN ctmj-172 84 21 applications application NOUN ctmj-172 84 22 . . PUNCT ctmj-172 85 1 your your PRON ctmj-172 85 2 contributions contribution NOUN ctmj-172 85 3 provide provide VERB ctmj-172 85 4 a a DET ctmj-172 85 5 scalable scalable ADJ ctmj-172 85 6 and and CCONJ ctmj-172 85 7 secure secure ADJ ctmj-172 85 8 framework framework NOUN ctmj-172 85 9 for for ADP ctmj-172 85 10 modern modern ADJ ctmj-172 85 11 cloudbased cloudbase VERB ctmj-172 85 12 solutions solution NOUN ctmj-172 85 13 in in ADP ctmj-172 85 14 healthcare healthcare NOUN ctmj-172 85 15 and and CCONJ ctmj-172 85 16 smart smart ADJ ctmj-172 85 17 agriculture agriculture NOUN ctmj-172 85 18 . . PUNCT ctmj-172 86 1 performance performance NOUN ctmj-172 86 2 metrics metric NOUN ctmj-172 86 3 figure figure VERB ctmj-172 86 4 2 2 NUM ctmj-172 86 5 : : PUNCT ctmj-172 86 6 performance performance NOUN ctmj-172 86 7 metrics metric NOUN ctmj-172 86 8 in in ADP ctmj-172 86 9 figure figure NOUN ctmj-172 86 10 2 2 NUM ctmj-172 86 11 , , PUNCT ctmj-172 86 12 this this DET ctmj-172 86 13 bar bar NOUN ctmj-172 86 14 chart chart NOUN ctmj-172 86 15 visualizes visualize VERB ctmj-172 86 16 classification classification NOUN ctmj-172 86 17 performance performance NOUN ctmj-172 86 18 metrics metric NOUN ctmj-172 86 19 , , PUNCT ctmj-172 86 20 including include VERB ctmj-172 86 21 accuracy accuracy NOUN ctmj-172 86 22 ( ( PUNCT ctmj-172 86 23 92 92 NUM ctmj-172 86 24 % % NOUN ctmj-172 86 25 ) ) PUNCT ctmj-172 86 26 , , PUNCT ctmj-172 86 27 precision precision NOUN ctmj-172 86 28 ( ( PUNCT ctmj-172 86 29 89 89 NUM ctmj-172 86 30 % % NOUN ctmj-172 86 31 ) ) PUNCT ctmj-172 86 32 , , PUNCT ctmj-172 86 33 recall recall INTJ ctmj-172 86 34 ( ( PUNCT ctmj-172 86 35 87 87 NUM ctmj-172 86 36 % % NOUN ctmj-172 86 37 ) ) PUNCT ctmj-172 86 38 , , PUNCT ctmj-172 86 39 and and CCONJ ctmj-172 86 40 f1 f1 NOUN ctmj-172 86 41 - - PUNCT ctmj-172 86 42 score score NOUN ctmj-172 86 43 ( ( PUNCT ctmj-172 86 44 88 88 NUM ctmj-172 86 45 % % NOUN ctmj-172 86 46 ) ) PUNCT ctmj-172 86 47 . . PUNCT ctmj-172 87 1 the the DET ctmj-172 87 2 high high ADJ ctmj-172 87 3 values value NOUN ctmj-172 87 4 indicate indicate VERB ctmj-172 87 5 strong strong ADJ ctmj-172 87 6 model model NOUN ctmj-172 87 7 performance performance NOUN ctmj-172 87 8 in in ADP ctmj-172 87 9 correctly correctly ADV ctmj-172 87 10 identifying identify VERB ctmj-172 87 11 relevant relevant ADJ ctmj-172 87 12 patterns pattern NOUN ctmj-172 87 13 . . PUNCT ctmj-172 88 1 the the DET ctmj-172 88 2 balanced balanced ADJ ctmj-172 88 3 scores score NOUN ctmj-172 88 4 suggest suggest VERB ctmj-172 88 5 an an DET ctmj-172 88 6 effective effective ADJ ctmj-172 88 7 trade trade NOUN ctmj-172 88 8 - - PUNCT ctmj-172 88 9 off off NOUN ctmj-172 88 10 between between ADP ctmj-172 88 11 precision precision NOUN ctmj-172 88 12 and and CCONJ ctmj-172 88 13 recall recall NOUN ctmj-172 88 14 , , PUNCT ctmj-172 88 15 ensuring ensure VERB ctmj-172 88 16 reliable reliable ADJ ctmj-172 88 17 predictions prediction NOUN ctmj-172 88 18 . . PUNCT ctmj-172 89 1 scalability scalability NOUN ctmj-172 89 2 figure figure NOUN ctmj-172 89 3 3 3 NUM ctmj-172 89 4 : : PUNCT ctmj-172 89 5 scalability scalability NOUN ctmj-172 89 6 figure figure NOUN ctmj-172 89 7 3 3 NUM ctmj-172 89 8 shows show VERB ctmj-172 89 9 this this DET ctmj-172 89 10 scalability scalability NOUN ctmj-172 89 11 graph graph NOUN ctmj-172 89 12 illustrates illustrate VERB ctmj-172 89 13 system system NOUN ctmj-172 89 14 performance performance NOUN ctmj-172 89 15 vs. vs. ADP ctmj-172 89 16 number number NOUN ctmj-172 89 17 of of ADP ctmj-172 89 18 users user NOUN ctmj-172 89 19 in in ADP ctmj-172 89 20 a a DET ctmj-172 89 21 privacy privacy NOUN ctmj-172 89 22 - - PUNCT ctmj-172 89 23 preserving preserve VERB ctmj-172 89 24 healthcare healthcare NOUN ctmj-172 89 25 data datum NOUN ctmj-172 89 26 system system NOUN ctmj-172 89 27 using use VERB ctmj-172 89 28 secure secure ADJ ctmj-172 89 29 multi multi ADJ ctmj-172 89 30 - - ADJ ctmj-172 89 31 party party ADJ ctmj-172 89 32 computation computation NOUN ctmj-172 89 33 and and CCONJ ctmj-172 89 34 gradient gradient ADJ ctmj-172 89 35 descent descent NOUN ctmj-172 89 36 optimization optimization NOUN ctmj-172 89 37 . . PUNCT ctmj-172 90 1 the the DET ctmj-172 90 2 x x NOUN ctmj-172 90 3 - - NOUN ctmj-172 90 4 axis axis ADJ ctmj-172 90 5 ( ( PUNCT ctmj-172 90 6 log log NOUN ctmj-172 90 7 scale scale NOUN ctmj-172 90 8 ) ) PUNCT ctmj-172 90 9 represents represent VERB ctmj-172 90 10 the the DET ctmj-172 90 11 increasing increase VERB ctmj-172 90 12 number number NOUN ctmj-172 90 13 of of ADP ctmj-172 90 14 users user NOUN ctmj-172 90 15 , , PUNCT ctmj-172 90 16 while while SCONJ ctmj-172 90 17 the the DET ctmj-172 90 18 ctmj ctmj NOUN ctmj-172 90 19 | | ADV ctmj-172 90 20 traditionalmedicinejournals.com traditionalmedicinejournals.com X ctmj-172 90 21 chinese chinese ADJ ctmj-172 90 22 traditional traditional ADJ ctmj-172 90 23 medicine medicine NOUN ctmj-172 90 24 journal journal NOUN ctmj-172 90 25 | | ADV ctmj-172 90 26 2018 2018 NUM ctmj-172 90 27 | | ADV ctmj-172 90 28 vol vol NOUN ctmj-172 90 29 1 1 NUM ctmj-172 90 30 |issue |issue NOUN ctmj-172 90 31 2 2 NUM ctmj-172 90 32 18 18 NUM ctmj-172 90 33 y y ADJ ctmj-172 90 34 - - PUNCT ctmj-172 90 35 axis axis NOUN ctmj-172 90 36 shows show VERB ctmj-172 90 37 the the DET ctmj-172 90 38 system system NOUN ctmj-172 90 39 response response NOUN ctmj-172 90 40 time time NOUN ctmj-172 90 41 ( ( PUNCT ctmj-172 90 42 latency latency NOUN ctmj-172 90 43 ) ) PUNCT ctmj-172 90 44 in in ADP ctmj-172 90 45 milliseconds millisecond NOUN ctmj-172 90 46 . . PUNCT ctmj-172 91 1 privacy privacy NOUN ctmj-172 91 2 preservation preservation NOUN ctmj-172 91 3 figure figure NOUN ctmj-172 91 4 4 4 NUM ctmj-172 91 5 : : PUNCT ctmj-172 91 6 privacy privacy NOUN ctmj-172 91 7 preservation preservation NOUN ctmj-172 91 8 figure figure NOUN ctmj-172 91 9 4 4 NUM ctmj-172 91 10 presents present NOUN ctmj-172 91 11 this this DET ctmj-172 91 12 graph graph NOUN ctmj-172 91 13 illustrates illustrate VERB ctmj-172 91 14 the the DET ctmj-172 91 15 relationship relationship NOUN ctmj-172 91 16 between between ADP ctmj-172 91 17 privacy privacy NOUN ctmj-172 91 18 - - PUNCT ctmj-172 91 19 preservation preservation NOUN ctmj-172 91 20 levels level NOUN ctmj-172 91 21 and and CCONJ ctmj-172 91 22 computation computation NOUN ctmj-172 91 23 overhead overhead ADV ctmj-172 91 24 in in ADP ctmj-172 91 25 a a DET ctmj-172 91 26 privacy privacy NOUN ctmj-172 91 27 - - PUNCT ctmj-172 91 28 preserving preserve VERB ctmj-172 91 29 healthcare healthcare NOUN ctmj-172 91 30 data datum NOUN ctmj-172 91 31 system system NOUN ctmj-172 91 32 . . PUNCT ctmj-172 92 1 as as SCONJ ctmj-172 92 2 the the DET ctmj-172 92 3 privacy privacy NOUN ctmj-172 92 4 level level NOUN ctmj-172 92 5 increases increase VERB ctmj-172 92 6 from from ADP ctmj-172 92 7 low low ADJ ctmj-172 92 8 to to ADP ctmj-172 92 9 very very ADV ctmj-172 92 10 high high ADJ ctmj-172 92 11 , , PUNCT ctmj-172 92 12 the the DET ctmj-172 92 13 computation computation NOUN ctmj-172 92 14 overhead overhead NOUN ctmj-172 92 15 rises rise VERB ctmj-172 92 16 significantly significantly ADV ctmj-172 92 17 , , PUNCT ctmj-172 92 18 from from ADP ctmj-172 92 19 50ms 50ms ADJ ctmj-172 92 20 to to ADP ctmj-172 92 21 500ms 500ms PROPN ctmj-172 92 22 , , PUNCT ctmj-172 92 23 due due ADP ctmj-172 92 24 to to ADP ctmj-172 92 25 the the DET ctmj-172 92 26 increased increase VERB ctmj-172 92 27 complexity complexity NOUN ctmj-172 92 28 of of ADP ctmj-172 92 29 secure secure ADJ ctmj-172 92 30 computations computation NOUN ctmj-172 92 31 . . PUNCT ctmj-172 93 1 this this DET ctmj-172 93 2 highlights highlight VERB ctmj-172 93 3 the the DET ctmj-172 93 4 trade trade NOUN ctmj-172 93 5 - - PUNCT ctmj-172 93 6 off off NOUN ctmj-172 93 7 between between ADP ctmj-172 93 8 higher high ADJ ctmj-172 93 9 privacy privacy NOUN ctmj-172 93 10 protection protection NOUN ctmj-172 93 11 and and CCONJ ctmj-172 93 12 system system NOUN ctmj-172 93 13 performance performance NOUN ctmj-172 93 14 efficiency efficiency NOUN ctmj-172 93 15 . . PUNCT ctmj-172 94 1 6.conclussion 6.conclussion NUM ctmj-172 94 2 privacy privacy NOUN ctmj-172 94 3 - - PUNCT ctmj-172 94 4 preserving preserve VERB ctmj-172 94 5 personalized personalize VERB ctmj-172 94 6 healthcare healthcare NOUN ctmj-172 94 7 data datum NOUN ctmj-172 94 8 in in ADP ctmj-172 94 9 cloud cloud ADJ ctmj-172 94 10 environments environment NOUN ctmj-172 94 11 successfully successfully ADV ctmj-172 94 12 integrates integrate VERB ctmj-172 94 13 secure secure ADJ ctmj-172 94 14 multi multi ADJ ctmj-172 94 15 - - ADJ ctmj-172 94 16 party party ADJ ctmj-172 94 17 computation computation NOUN ctmj-172 94 18 and and CCONJ ctmj-172 94 19 gradient gradient ADJ ctmj-172 94 20 descent descent NOUN ctmj-172 94 21 optimization optimization NOUN ctmj-172 94 22 to to PART ctmj-172 94 23 enhance enhance VERB ctmj-172 94 24 data data NOUN ctmj-172 94 25 security security NOUN ctmj-172 94 26 and and CCONJ ctmj-172 94 27 efficiency efficiency NOUN ctmj-172 94 28 . . PUNCT ctmj-172 95 1 the the DET ctmj-172 95 2 results result NOUN ctmj-172 95 3 demonstrate demonstrate VERB ctmj-172 95 4 a a DET ctmj-172 95 5 balance balance NOUN ctmj-172 95 6 between between ADP ctmj-172 95 7 privacy privacy NOUN ctmj-172 95 8 protection protection NOUN ctmj-172 95 9 and and CCONJ ctmj-172 95 10 computational computational ADJ ctmj-172 95 11 scalability scalability NOUN ctmj-172 95 12 , , PUNCT ctmj-172 95 13 ensuring ensure VERB ctmj-172 95 14 secure secure ADJ ctmj-172 95 15 and and CCONJ ctmj-172 95 16 optimized optimize VERB ctmj-172 95 17 healthcare healthcare PROPN ctmj-172 95 18 data datum NOUN ctmj-172 95 19 processing processing NOUN ctmj-172 95 20 . . PUNCT ctmj-172 96 1 this this DET ctmj-172 96 2 approach approach NOUN ctmj-172 96 3 strengthens strengthen VERB ctmj-172 96 4 cloud cloud NOUN ctmj-172 96 5 - - PUNCT ctmj-172 96 6 based base VERB ctmj-172 96 7 healthcare healthcare NOUN ctmj-172 96 8 systems system NOUN ctmj-172 96 9 , , PUNCT ctmj-172 96 10 making make VERB ctmj-172 96 11 them they PRON ctmj-172 96 12 more more ADV ctmj-172 96 13 reliable reliable ADJ ctmj-172 96 14 for for ADP ctmj-172 96 15 real real ADJ ctmj-172 96 16 - - PUNCT ctmj-172 96 17 world world NOUN ctmj-172 96 18 applications application NOUN ctmj-172 96 19 . . PUNCT ctmj-172 97 1 reference reference NOUN ctmj-172 97 2 [ [ X ctmj-172 97 3 1 1 NUM ctmj-172 97 4 ] ] PUNCT ctmj-172 97 5 l. l. PROPN ctmj-172 97 6 pescosolido pescosolido PROPN ctmj-172 97 7 , , PUNCT ctmj-172 97 8 r. r. PROPN ctmj-172 97 9 berta berta PROPN ctmj-172 97 10 , , PUNCT ctmj-172 97 11 l. l. PROPN ctmj-172 97 12 scalise scalise PROPN ctmj-172 97 13 , , PUNCT ctmj-172 97 14 g. g. PROPN ctmj-172 97 15 m. m. PROPN ctmj-172 97 16 revel revel PROPN ctmj-172 97 17 , , PUNCT ctmj-172 97 18 a. a. PROPN ctmj-172 97 19 de de X ctmj-172 97 20 gloria gloria PROPN ctmj-172 97 21 , , PUNCT ctmj-172 97 22 and and CCONJ ctmj-172 97 23 g. g. PROPN ctmj-172 97 24 orlandi orlandi PROPN ctmj-172 97 25 , , PUNCT ctmj-172 97 26 “ " PUNCT ctmj-172 97 27 an an DET ctmj-172 97 28 iotinspired iotinspired ADJ ctmj-172 97 29 cloud cloud NOUN ctmj-172 97 30 - - PUNCT ctmj-172 97 31 based base VERB ctmj-172 97 32 web web NOUN ctmj-172 97 33 service service NOUN ctmj-172 97 34 architecture architecture NOUN ctmj-172 97 35 for for ADP ctmj-172 97 36 e e NOUN ctmj-172 97 37 - - NOUN ctmj-172 97 38 health health NOUN ctmj-172 97 39 applications application NOUN ctmj-172 97 40 , , PUNCT ctmj-172 97 41 ” " PUNCT ctmj-172 97 42 in in ADP ctmj-172 97 43 2016 2016 NUM ctmj-172 97 44 ieee ieee NOUN ctmj-172 97 45 international international ADJ ctmj-172 97 46 smart smart ADJ ctmj-172 97 47 cities city NOUN ctmj-172 97 48 conference conference NOUN ctmj-172 97 49 ( ( PUNCT ctmj-172 97 50 isc2 isc2 PROPN ctmj-172 97 51 ) ) PUNCT ctmj-172 97 52 , , PUNCT ctmj-172 97 53 trento trento PROPN ctmj-172 97 54 , , PUNCT ctmj-172 97 55 italy italy PROPN ctmj-172 97 56 : : PUNCT ctmj-172 97 57 ieee ieee PROPN ctmj-172 97 58 , , PUNCT ctmj-172 97 59 sep sep PROPN ctmj-172 97 60 . . PROPN ctmj-172 97 61 2016 2016 NUM ctmj-172 97 62 , , PUNCT ctmj-172 97 63 pp pp ADV ctmj-172 97 64 . . PUNCT ctmj-172 98 1 1–4 1–4 PROPN ctmj-172 98 2 . . PUNCT ctmj-172 98 3 doi doi PROPN ctmj-172 98 4 : : PUNCT ctmj-172 98 5 10.1109 10.1109 NUM ctmj-172 98 6 / / SYM ctmj-172 98 7 isc2.2016.7580759 isc2.2016.7580759 NOUN ctmj-172 98 8 . . PUNCT ctmj-172 99 1 [ [ X ctmj-172 99 2 2 2 NUM ctmj-172 99 3 ] ] PUNCT ctmj-172 99 4 aravindhan aravindhan NOUN ctmj-172 99 5 , , PUNCT ctmj-172 99 6 k. k. PROPN ctmj-172 99 7 , , PUNCT ctmj-172 99 8 & & CCONJ ctmj-172 99 9 subhashini subhashini PROPN ctmj-172 99 10 , , PUNCT ctmj-172 99 11 n. n. NOUN ctmj-172 99 12 ( ( PUNCT ctmj-172 99 13 2015 2015 NUM ctmj-172 99 14 ) ) PUNCT ctmj-172 99 15 . . PUNCT ctmj-172 100 1 healthcare healthcare NOUN ctmj-172 100 2 monitoring monitor VERB ctmj-172 100 3 system system NOUN ctmj-172 100 4 for for ADP ctmj-172 100 5 elderly elderly ADJ ctmj-172 100 6 person person NOUN ctmj-172 100 7 using use VERB ctmj-172 100 8 smart smart ADJ ctmj-172 100 9 devices device NOUN ctmj-172 100 10 . . PUNCT ctmj-172 101 1 int int NOUN ctmj-172 101 2 . . PUNCT ctmj-172 102 1 j. j. PROPN ctmj-172 102 2 appl appl PROPN ctmj-172 102 3 . . PUNCT ctmj-172 103 1 eng eng PROPN ctmj-172 103 2 . . PUNCT ctmj-172 103 3 res.(ijaer res.(ijaer NOUN ctmj-172 103 4 ) ) PUNCT ctmj-172 103 5 , , PUNCT ctmj-172 103 6 10 10 NUM ctmj-172 103 7 , , PUNCT ctmj-172 103 8 20 20 NUM ctmj-172 103 9 . . PUNCT ctmj-172 104 1 [ [ X ctmj-172 104 2 3 3 X ctmj-172 104 3 ] ] X ctmj-172 104 4 d. d. PROPN ctmj-172 104 5 gonzales gonzales PROPN ctmj-172 104 6 , , PUNCT ctmj-172 104 7 j. j. PROPN ctmj-172 104 8 m. m. PROPN ctmj-172 104 9 kaplan kaplan PROPN ctmj-172 104 10 , , PUNCT ctmj-172 104 11 e. e. PROPN ctmj-172 104 12 saltzman saltzman PROPN ctmj-172 104 13 , , PUNCT ctmj-172 104 14 z. z. PROPN ctmj-172 104 15 winkelman winkelman PROPN ctmj-172 104 16 , , PUNCT ctmj-172 104 17 and and CCONJ ctmj-172 104 18 d. d. PROPN ctmj-172 104 19 woods woods PROPN ctmj-172 104 20 , , PUNCT ctmj-172 104 21 “ " PUNCT ctmj-172 104 22 cloud cloud NOUN ctmj-172 104 23 - - PUNCT ctmj-172 104 24 trust trust NOUN ctmj-172 104 25 — — PUNCT ctmj-172 104 26 a a DET ctmj-172 104 27 security security NOUN ctmj-172 104 28 assessment assessment NOUN ctmj-172 104 29 model model NOUN ctmj-172 104 30 for for ADP ctmj-172 104 31 infrastructure infrastructure NOUN ctmj-172 104 32 as as ADP ctmj-172 104 33 a a DET ctmj-172 104 34 service service NOUN ctmj-172 104 35 ( ( PUNCT ctmj-172 104 36 iaas iaas NOUN ctmj-172 104 37 ) ) PUNCT ctmj-172 104 38 clouds cloud NOUN ctmj-172 104 39 , , PUNCT ctmj-172 104 40 ” " PUNCT ctmj-172 104 41 ieee ieee NOUN ctmj-172 104 42 trans tran NOUN ctmj-172 104 43 . . PUNCT ctmj-172 105 1 cloud cloud ADJ ctmj-172 105 2 comput comput NOUN ctmj-172 105 3 . . PUNCT ctmj-172 105 4 , , PUNCT ctmj-172 105 5 vol vol NOUN ctmj-172 105 6 . . PROPN ctmj-172 106 1 5 5 NUM ctmj-172 106 2 , , PUNCT ctmj-172 106 3 no no INTJ ctmj-172 106 4 . . NOUN ctmj-172 106 5 3 3 NUM ctmj-172 106 6 , , PUNCT ctmj-172 106 7 pp pp ADJ ctmj-172 106 8 . . PUNCT ctmj-172 107 1 523–536 523–536 NUM ctmj-172 107 2 , , PUNCT ctmj-172 107 3 jul jul PROPN ctmj-172 107 4 . . PROPN ctmj-172 107 5 2017 2017 NUM ctmj-172 107 6 , , PUNCT ctmj-172 107 7 doi doi NOUN ctmj-172 107 8 : : PUNCT ctmj-172 107 9 10.1109 10.1109 NUM ctmj-172 107 10 / / SYM ctmj-172 107 11 tcc.2015.2415794 tcc.2015.2415794 NOUN ctmj-172 107 12 . . PUNCT ctmj-172 108 1 [ [ X ctmj-172 108 2 4 4 NUM ctmj-172 108 3 ] ] PUNCT ctmj-172 108 4 i. i. PROPN ctmj-172 108 5 a.-b a.-b PROPN ctmj-172 108 6 . . PUNCT ctmj-172 109 1 adueni adueni PROPN ctmj-172 109 2 , , PUNCT ctmj-172 109 3 j. j. PROPN ctmj-172 109 4 b. b. PROPN ctmj-172 109 5 hayfron hayfron PROPN ctmj-172 109 6 - - PUNCT ctmj-172 109 7 acquah acquah PROPN ctmj-172 109 8 , , PUNCT ctmj-172 109 9 and and CCONJ ctmj-172 109 10 j. j. PROPN ctmj-172 109 11 k. k. PROPN ctmj-172 109 12 panford panford PROPN ctmj-172 109 13 , , PUNCT ctmj-172 109 14 “ " PUNCT ctmj-172 109 15 developing develop VERB ctmj-172 109 16 a a DET ctmj-172 109 17 common common ADJ ctmj-172 109 18 cloud cloud NOUN ctmj-172 109 19 platform platform NOUN ctmj-172 109 20 to to PART ctmj-172 109 21 manage manage VERB ctmj-172 109 22 ghana ghana PROPN ctmj-172 109 23 ’s ’s PART ctmj-172 109 24 healthcare healthcare PROPN ctmj-172 109 25 system system NOUN ctmj-172 109 26 . . PUNCT ctmj-172 110 1 case case NOUN ctmj-172 110 2 study study NOUN ctmj-172 110 3 of of ADP ctmj-172 110 4 ghana ghana PROPN ctmj-172 110 5 health health PROPN ctmj-172 110 6 service service NOUN ctmj-172 110 7 ( ( PUNCT ctmj-172 110 8 ghs ghs PROPN ctmj-172 110 9 ) ) PUNCT ctmj-172 110 10 , , PUNCT ctmj-172 110 11 ” " PUNCT ctmj-172 110 12 no no NOUN ctmj-172 110 13 . . NOUN ctmj-172 110 14 4 4 NUM ctmj-172 110 15 , , PUNCT ctmj-172 110 16 2016 2016 NUM ctmj-172 110 17 . . PUNCT ctmj-172 111 1 [ [ X ctmj-172 111 2 5 5 NUM ctmj-172 111 3 ] ] PUNCT ctmj-172 111 4 abinaya abinaya NOUN ctmj-172 111 5 , , PUNCT ctmj-172 111 6 s. s. PROPN ctmj-172 111 7 , , PUNCT ctmj-172 111 8 & & CCONJ ctmj-172 111 9 arulkumaran arulkumaran PROPN ctmj-172 111 10 , , PUNCT ctmj-172 111 11 g. g. PROPN ctmj-172 111 12 ( ( PUNCT ctmj-172 111 13 2017 2017 NUM ctmj-172 111 14 ) ) PUNCT ctmj-172 111 15 . . PUNCT ctmj-172 112 1 detecting detect VERB ctmj-172 112 2 black black ADJ ctmj-172 112 3 hole hole NOUN ctmj-172 112 4 attack attack NOUN ctmj-172 112 5 using use VERB ctmj-172 112 6 fuzzy fuzzy ADJ ctmj-172 112 7 trust trust NOUN ctmj-172 112 8 approach approach NOUN ctmj-172 112 9 in in ADP ctmj-172 112 10 manet manet PROPN ctmj-172 112 11 . . PUNCT ctmj-172 113 1 int int PROPN ctmj-172 113 2 . . PUNCT ctmj-172 114 1 j. j. PROPN ctmj-172 114 2 innov innov PROPN ctmj-172 114 3 . . PUNCT ctmj-172 115 1 sci sci PROPN ctmj-172 115 2 . . PUNCT ctmj-172 116 1 eng eng PROPN ctmj-172 116 2 . . PUNCT ctmj-172 117 1 res res PROPN ctmj-172 117 2 , , PUNCT ctmj-172 117 3 4(3 4(3 NUM ctmj-172 117 4 ) ) PUNCT ctmj-172 117 5 , , PUNCT ctmj-172 117 6 102 102 NUM ctmj-172 117 7 - - SYM ctmj-172 117 8 108 108 NUM ctmj-172 117 9 . . PUNCT ctmj-172 118 1 [ [ X ctmj-172 118 2 6 6 NUM ctmj-172 118 3 ] ] PUNCT ctmj-172 118 4 s. s. PROPN ctmj-172 118 5 sarkar sarkar PROPN ctmj-172 118 6 , , PUNCT ctmj-172 118 7 s. s. PROPN ctmj-172 118 8 chatterjee chatterjee PROPN ctmj-172 118 9 , , PUNCT ctmj-172 118 10 s. s. PROPN ctmj-172 118 11 misra misra PROPN ctmj-172 118 12 , , PUNCT ctmj-172 118 13 and and CCONJ ctmj-172 118 14 r. r. PROPN ctmj-172 118 15 kudupudi kudupudi PROPN ctmj-172 118 16 , , PUNCT ctmj-172 118 17 “ " PUNCT ctmj-172 118 18 privacy privacy NOUN ctmj-172 118 19 - - PUNCT ctmj-172 118 20 aware aware ADJ ctmj-172 118 21 blind blind ADJ ctmj-172 118 22 cloud cloud NOUN ctmj-172 118 23 framework framework NOUN ctmj-172 118 24 for for ADP ctmj-172 118 25 advanced advanced ADJ ctmj-172 118 26 healthcare healthcare NOUN ctmj-172 118 27 , , PUNCT ctmj-172 118 28 ” " PUNCT ctmj-172 118 29 ieee ieee PROPN ctmj-172 118 30 commun commun PROPN ctmj-172 118 31 . . PUNCT ctmj-172 119 1 lett lett PROPN ctmj-172 119 2 . . PROPN ctmj-172 119 3 , , PUNCT ctmj-172 119 4 vol vol NOUN ctmj-172 119 5 . . PROPN ctmj-172 119 6 21 21 NUM ctmj-172 119 7 , , PUNCT ctmj-172 119 8 no no INTJ ctmj-172 119 9 . . NOUN ctmj-172 119 10 11 11 NUM ctmj-172 119 11 , , PUNCT ctmj-172 119 12 pp pp ADJ ctmj-172 119 13 . . PUNCT ctmj-172 119 14 2492 2492 NUM ctmj-172 119 15 – – PUNCT ctmj-172 119 16 2495 2495 NUM ctmj-172 119 17 , , PUNCT ctmj-172 119 18 nov nov PROPN ctmj-172 119 19 . . PROPN ctmj-172 119 20 2017 2017 NUM ctmj-172 119 21 , , PUNCT ctmj-172 119 22 doi doi NOUN ctmj-172 119 23 : : PUNCT ctmj-172 119 24 10.1109 10.1109 NUM ctmj-172 119 25 / / SYM ctmj-172 119 26 lcomm.2017.2739141 lcomm.2017.2739141 NOUN ctmj-172 119 27 . . PUNCT ctmj-172 120 1 [ [ X ctmj-172 120 2 7 7 X ctmj-172 120 3 ] ] PUNCT ctmj-172 120 4 “ " PUNCT ctmj-172 120 5 proceedings proceeding NOUN ctmj-172 120 6 of of ADP ctmj-172 120 7 the the DET ctmj-172 120 8 2016 2016 NUM ctmj-172 120 9 itu itu PROPN ctmj-172 120 10 kaleidoscope kaleidoscope PROPN ctmj-172 120 11 academic academic PROPN ctmj-172 120 12 conference conference NOUN ctmj-172 120 13 icts ict NOUN ctmj-172 120 14 for for ADP ctmj-172 120 15 a a DET ctmj-172 120 16 sustainable sustainable ADJ ctmj-172 120 17 world world NOUN ctmj-172 120 18 ” " PUNCT ctmj-172 120 19 . . PUNCT ctmj-172 121 1 ctmj ctmj NOUN ctmj-172 122 1 | | ADV ctmj-172 122 2 traditionalmedicinejournals.com traditionalmedicinejournals.com X ctmj-172 122 3 chinese chinese ADJ ctmj-172 122 4 traditional traditional ADJ ctmj-172 122 5 medicine medicine NOUN ctmj-172 122 6 journal journal NOUN ctmj-172 122 7 | | ADV ctmj-172 122 8 2018 2018 NUM ctmj-172 122 9 | | ADV ctmj-172 122 10 vol vol NOUN ctmj-172 122 11 1 1 NUM ctmj-172 122 12 |issue |issue NOUN ctmj-172 122 13 2 2 NUM ctmj-172 122 14 19 19 NUM ctmj-172 122 15 [ [ SYM ctmj-172 122 16 8 8 NUM ctmj-172 122 17 ] ] X ctmj-172 122 18 alam alam PROPN ctmj-172 122 19 , , PUNCT ctmj-172 122 20 z. z. PROPN ctmj-172 122 21 , , PUNCT ctmj-172 122 22 & & CCONJ ctmj-172 122 23 patel patel PROPN ctmj-172 122 24 , , PUNCT ctmj-172 122 25 h. h. PROPN ctmj-172 122 26 ( ( PUNCT ctmj-172 122 27 2017 2017 NUM ctmj-172 122 28 ) ) PUNCT ctmj-172 122 29 . . PUNCT ctmj-172 123 1 security security NOUN ctmj-172 123 2 & & CCONJ ctmj-172 123 3 privacy privacy NOUN ctmj-172 123 4 issues issue NOUN ctmj-172 123 5 of of ADP ctmj-172 123 6 big big ADJ ctmj-172 123 7 data datum NOUN ctmj-172 123 8 in in ADP ctmj-172 123 9 iot iot PROPN ctmj-172 123 10 based base VERB ctmj-172 123 11 healthcare healthcare NOUN ctmj-172 123 12 system system NOUN ctmj-172 123 13 using use VERB ctmj-172 123 14 cloud cloud NOUN ctmj-172 123 15 computing computing NOUN ctmj-172 123 16 . . PUNCT ctmj-172 124 1 international international ADJ ctmj-172 124 2 journal journal PROPN ctmj-172 124 3 on on ADP ctmj-172 124 4 recent recent ADJ ctmj-172 124 5 and and CCONJ ctmj-172 124 6 innovation innovation NOUN ctmj-172 124 7 trends trend NOUN ctmj-172 124 8 in in ADP ctmj-172 124 9 computing computing NOUN ctmj-172 124 10 and and CCONJ ctmj-172 124 11 communication communication NOUN ctmj-172 124 12 , , PUNCT ctmj-172 124 13 5(6 5(6 NUM ctmj-172 124 14 ) ) PUNCT ctmj-172 124 15 , , PUNCT ctmj-172 124 16 26 26 NUM ctmj-172 124 17 - - SYM ctmj-172 124 18 30 30 NUM ctmj-172 124 19 . . PUNCT ctmj-172 125 1 [ [ X ctmj-172 125 2 9 9 NUM ctmj-172 125 3 ] ] PUNCT ctmj-172 125 4 h. h. PROPN ctmj-172 125 5 a. a. PROPN ctmj-172 125 6 k. k. PROPN ctmj-172 125 7 khattak khattak PROPN ctmj-172 125 8 , , PUNCT ctmj-172 125 9 h. h. PROPN ctmj-172 125 10 abbass abbass PROPN ctmj-172 125 11 , , PUNCT ctmj-172 125 12 a. a. PROPN ctmj-172 125 13 naeem naeem PROPN ctmj-172 125 14 , , PUNCT ctmj-172 125 15 k. k. PROPN ctmj-172 125 16 saleem saleem PROPN ctmj-172 125 17 , , PUNCT ctmj-172 125 18 and and CCONJ ctmj-172 125 19 w. w. PROPN ctmj-172 125 20 iqbal iqbal PROPN ctmj-172 125 21 , , PUNCT ctmj-172 125 22 “ " PUNCT ctmj-172 125 23 security security NOUN ctmj-172 125 24 concerns concern NOUN ctmj-172 125 25 of of ADP ctmj-172 125 26 cloud cloud NOUN ctmj-172 125 27 - - PUNCT ctmj-172 125 28 based base VERB ctmj-172 125 29 healthcare healthcare NOUN ctmj-172 125 30 systems system NOUN ctmj-172 125 31 : : PUNCT ctmj-172 125 32 a a DET ctmj-172 125 33 perspective perspective NOUN ctmj-172 125 34 of of ADP ctmj-172 125 35 moving move VERB ctmj-172 125 36 from from ADP ctmj-172 125 37 single single ADJ ctmj-172 125 38 - - PUNCT ctmj-172 125 39 cloud cloud NOUN ctmj-172 125 40 to to ADP ctmj-172 125 41 a a DET ctmj-172 125 42 multi multi ADJ ctmj-172 125 43 - - ADJ ctmj-172 125 44 cloud cloud ADJ ctmj-172 125 45 infrastructure infrastructure NOUN ctmj-172 125 46 , , PUNCT ctmj-172 125 47 ” " PUNCT ctmj-172 125 48 in in ADP ctmj-172 125 49 2015 2015 NUM ctmj-172 125 50 17th 17th NOUN ctmj-172 125 51 international international ADJ ctmj-172 125 52 conference conference NOUN ctmj-172 125 53 on on ADP ctmj-172 125 54 e e NOUN ctmj-172 125 55 - - NOUN ctmj-172 125 56 health health ADJ ctmj-172 125 57 networking networking NOUN ctmj-172 125 58 , , PUNCT ctmj-172 125 59 application application NOUN ctmj-172 125 60 & & CCONJ ctmj-172 125 61 services service NOUN ctmj-172 125 62 ( ( PUNCT ctmj-172 125 63 healthcom healthcom PROPN ctmj-172 125 64 ) ) PUNCT ctmj-172 125 65 , , PUNCT ctmj-172 125 66 boston boston PROPN ctmj-172 125 67 , , PUNCT ctmj-172 125 68 ma ma PROPN ctmj-172 125 69 , , PUNCT ctmj-172 125 70 usa usa PROPN ctmj-172 125 71 : : PUNCT ctmj-172 125 72 ieee ieee PROPN ctmj-172 125 73 , , PUNCT ctmj-172 125 74 oct oct PROPN ctmj-172 125 75 . . PROPN ctmj-172 125 76 2015 2015 NUM ctmj-172 125 77 , , PUNCT ctmj-172 125 78 pp pp ADJ ctmj-172 125 79 . . PUNCT ctmj-172 126 1 61–67 61–67 NUM ctmj-172 126 2 . . PUNCT ctmj-172 127 1 doi doi NOUN ctmj-172 127 2 : : PUNCT ctmj-172 127 3 10.1109 10.1109 NUM ctmj-172 127 4 / / SYM ctmj-172 127 5 healthcom.2015.7454474 healthcom.2015.7454474 NOUN ctmj-172 127 6 . . PUNCT ctmj-172 128 1 [ [ X ctmj-172 128 2 10 10 NUM ctmj-172 128 3 ] ] X ctmj-172 128 4 s. s. PROPN ctmj-172 128 5 nepal nepal PROPN ctmj-172 128 6 , , PUNCT ctmj-172 128 7 r. r. PROPN ctmj-172 128 8 ranjan ranjan PROPN ctmj-172 128 9 , , PUNCT ctmj-172 128 10 and and CCONJ ctmj-172 128 11 k.-k k.-k PROPN ctmj-172 128 12 . . PUNCT ctmj-172 129 1 r. r. PROPN ctmj-172 129 2 choo choo PROPN ctmj-172 129 3 , , PUNCT ctmj-172 129 4 “ " PUNCT ctmj-172 129 5 trustworthy trustworthy ADJ ctmj-172 129 6 processing processing NOUN ctmj-172 129 7 of of ADP ctmj-172 129 8 healthcare healthcare PROPN ctmj-172 129 9 big big ADJ ctmj-172 129 10 data datum NOUN ctmj-172 129 11 in in ADP ctmj-172 129 12 hybrid hybrid ADJ ctmj-172 129 13 clouds cloud NOUN ctmj-172 129 14 , , PUNCT ctmj-172 129 15 ” " PUNCT ctmj-172 129 16 ieee ieee NOUN ctmj-172 129 17 cloud cloud NOUN ctmj-172 129 18 comput comput NOUN ctmj-172 129 19 . . PUNCT ctmj-172 129 20 , , PUNCT ctmj-172 129 21 vol vol NOUN ctmj-172 129 22 . . PROPN ctmj-172 129 23 2 2 NUM ctmj-172 129 24 , , PUNCT ctmj-172 129 25 no no INTJ ctmj-172 129 26 . . NOUN ctmj-172 129 27 2 2 NUM ctmj-172 129 28 , , PUNCT ctmj-172 129 29 pp pp ADJ ctmj-172 129 30 . . PUNCT ctmj-172 130 1 78–84 78–84 NOUN ctmj-172 130 2 , , PUNCT ctmj-172 130 3 mar mar PROPN ctmj-172 130 4 . . PROPN ctmj-172 130 5 2015 2015 NUM ctmj-172 130 6 , , PUNCT ctmj-172 130 7 doi doi NOUN ctmj-172 130 8 : : PUNCT ctmj-172 130 9 10.1109 10.1109 NUM ctmj-172 130 10 / / SYM ctmj-172 130 11 mcc.2015.36 mcc.2015.36 NOUN ctmj-172 130 12 . . PUNCT ctmj-172 131 1 [ [ X ctmj-172 131 2 11 11 NUM ctmj-172 131 3 ] ] PUNCT ctmj-172 131 4 m. m. NOUN ctmj-172 131 5 deng deng PROPN ctmj-172 131 6 , , PUNCT ctmj-172 131 7 m. m. NOUN ctmj-172 131 8 petkovic petkovic PROPN ctmj-172 131 9 , , PUNCT ctmj-172 131 10 m. m. NOUN ctmj-172 131 11 nalin nalin PROPN ctmj-172 131 12 , , PUNCT ctmj-172 131 13 and and CCONJ ctmj-172 131 14 i. i. PROPN ctmj-172 131 15 baroni baroni PROPN ctmj-172 131 16 , , PUNCT ctmj-172 131 17 “ " PUNCT ctmj-172 131 18 a a DET ctmj-172 131 19 home home NOUN ctmj-172 131 20 healthcare healthcare NOUN ctmj-172 131 21 system system NOUN ctmj-172 131 22 in in ADP ctmj-172 131 23 the the DET ctmj-172 131 24 cloud cloud NOUN ctmj-172 131 25 -- -- PUNCT ctmj-172 131 26 addressing address VERB ctmj-172 131 27 security security NOUN ctmj-172 131 28 and and CCONJ ctmj-172 131 29 privacy privacy NOUN ctmj-172 131 30 challenges challenge NOUN ctmj-172 131 31 , , PUNCT ctmj-172 131 32 ” " PUNCT ctmj-172 131 33 in in ADP ctmj-172 131 34 2011 2011 NUM ctmj-172 131 35 ieee ieee NOUN ctmj-172 131 36 4th 4th ADJ ctmj-172 131 37 international international ADJ ctmj-172 131 38 conference conference NOUN ctmj-172 131 39 on on ADP ctmj-172 131 40 cloud cloud PROPN ctmj-172 131 41 computing computing NOUN ctmj-172 131 42 , , PUNCT ctmj-172 131 43 washington washington PROPN ctmj-172 131 44 , , PUNCT ctmj-172 131 45 dc dc PROPN ctmj-172 131 46 , , PUNCT ctmj-172 131 47 usa usa PROPN ctmj-172 131 48 : : PUNCT ctmj-172 131 49 ieee ieee PROPN ctmj-172 131 50 , , PUNCT ctmj-172 131 51 jul jul PROPN ctmj-172 131 52 . . PROPN ctmj-172 131 53 2011 2011 NUM ctmj-172 131 54 , , PUNCT ctmj-172 131 55 pp pp ADV ctmj-172 131 56 . . PUNCT ctmj-172 132 1 549–556 549–556 NUM ctmj-172 132 2 . . PUNCT ctmj-172 133 1 doi doi NOUN ctmj-172 133 2 : : PUNCT ctmj-172 133 3 10.1109 10.1109 NUM ctmj-172 133 4 / / SYM ctmj-172 133 5 cloud.2011.108 cloud.2011.108 PROPN ctmj-172 133 6 . . PUNCT ctmj-172 134 1 [ [ X ctmj-172 134 2 12 12 NUM ctmj-172 134 3 ] ] PUNCT ctmj-172 134 4 m. m. NOUN ctmj-172 134 5 gorata gorata NOUN ctmj-172 134 6 , , PUNCT ctmj-172 134 7 a. a. NOUN ctmj-172 134 8 m. m. PROPN ctmj-172 134 9 zungeru zungeru PROPN ctmj-172 134 10 , , PUNCT ctmj-172 134 11 m. m. NOUN ctmj-172 134 12 mangwala mangwala PROPN ctmj-172 134 13 , , PUNCT ctmj-172 134 14 and and CCONJ ctmj-172 134 15 j. j. PROPN ctmj-172 134 16 chuma chuma PROPN ctmj-172 134 17 , , PUNCT ctmj-172 134 18 “ " PUNCT ctmj-172 134 19 design design NOUN ctmj-172 134 20 and and CCONJ ctmj-172 134 21 implementation implementation NOUN ctmj-172 134 22 of of ADP ctmj-172 134 23 security security NOUN ctmj-172 134 24 in in ADP ctmj-172 134 25 healthcare healthcare PROPN ctmj-172 134 26 cloud cloud PROPN ctmj-172 134 27 computing computing PROPN ctmj-172 134 28 , , PUNCT ctmj-172 134 29 ” " PUNCT ctmj-172 134 30 j. j. PROPN ctmj-172 134 31 comput comput PROPN ctmj-172 134 32 . . PUNCT ctmj-172 135 1 sci sci PROPN ctmj-172 135 2 . . PROPN ctmj-172 135 3 , , PUNCT ctmj-172 135 4 vol vol NOUN ctmj-172 135 5 . . PROPN ctmj-172 135 6 13 13 NUM ctmj-172 135 7 , , PUNCT ctmj-172 135 8 no no INTJ ctmj-172 135 9 . . NOUN ctmj-172 135 10 2 2 NUM ctmj-172 135 11 , , PUNCT ctmj-172 135 12 pp pp ADJ ctmj-172 135 13 . . PUNCT ctmj-172 135 14 34–47 34–47 NUM ctmj-172 135 15 , , PUNCT ctmj-172 135 16 apr apr NOUN ctmj-172 135 17 . . PROPN ctmj-172 135 18 2017 2017 NUM ctmj-172 135 19 , , PUNCT ctmj-172 135 20 doi doi NOUN ctmj-172 135 21 : : PUNCT ctmj-172 135 22 10.3844 10.3844 NUM ctmj-172 135 23 / / SYM ctmj-172 135 24 jcssp.2017.34.47 jcssp.2017.34.47 NOUN ctmj-172 135 25 . . PUNCT ctmj-172 136 1 [ [ X ctmj-172 136 2 13 13 NUM ctmj-172 136 3 ] ] X ctmj-172 136 4 d. d. PROPN ctmj-172 136 5 raval raval PROPN ctmj-172 136 6 and and CCONJ ctmj-172 136 7 s. s. PROPN ctmj-172 136 8 jangale jangale PROPN ctmj-172 136 9 , , PUNCT ctmj-172 136 10 “ " PUNCT ctmj-172 136 11 cloud cloud NOUN ctmj-172 136 12 based base VERB ctmj-172 136 13 information information NOUN ctmj-172 136 14 security security NOUN ctmj-172 136 15 and and CCONJ ctmj-172 136 16 privacy privacy NOUN ctmj-172 136 17 in in ADP ctmj-172 136 18 healthcare healthcare PROPN ctmj-172 136 19 , , PUNCT ctmj-172 136 20 ” " PUNCT ctmj-172 136 21 int int NOUN ctmj-172 136 22 . . PUNCT ctmj-172 137 1 j. j. PROPN ctmj-172 137 2 comput comput PROPN ctmj-172 137 3 . . PUNCT ctmj-172 138 1 appl appl PROPN ctmj-172 138 2 . . PROPN ctmj-172 138 3 , , PUNCT ctmj-172 138 4 vol vol NOUN ctmj-172 138 5 . . PROPN ctmj-172 138 6 150 150 NUM ctmj-172 138 7 , , PUNCT ctmj-172 138 8 no no INTJ ctmj-172 138 9 . . NOUN ctmj-172 138 10 4 4 NUM ctmj-172 138 11 , , PUNCT ctmj-172 138 12 pp pp ADJ ctmj-172 138 13 . . PUNCT ctmj-172 139 1 11–15 11–15 NUM ctmj-172 139 2 , , PUNCT ctmj-172 139 3 sep sep PROPN ctmj-172 139 4 . . PROPN ctmj-172 139 5 2016 2016 NUM ctmj-172 139 6 , , PUNCT ctmj-172 139 7 doi doi NOUN ctmj-172 139 8 : : PUNCT ctmj-172 139 9 10.5120 10.5120 NUM ctmj-172 139 10 / / SYM ctmj-172 139 11 ijca2016911483 ijca2016911483 PROPN ctmj-172 139 12 . . PUNCT ctmj-172 140 1 [ [ X ctmj-172 140 2 14 14 NUM ctmj-172 140 3 ] ] X ctmj-172 140 4 tran tran PROPN ctmj-172 140 5 quang quang PROPN ctmj-172 140 6 thanh thanh PROPN ctmj-172 140 7 , , PUNCT ctmj-172 140 8 s. s. PROPN ctmj-172 140 9 covaci covaci PROPN ctmj-172 140 10 , , PUNCT ctmj-172 140 11 t. t. PROPN ctmj-172 140 12 magedanz magedanz PROPN ctmj-172 140 13 , , PUNCT ctmj-172 140 14 p. p. NOUN ctmj-172 140 15 gouvas gouvas NOUN ctmj-172 140 16 , , PUNCT ctmj-172 140 17 and and CCONJ ctmj-172 140 18 a. a. NOUN ctmj-172 140 19 zafeiropoulos zafeiropoulos PROPN ctmj-172 140 20 , , PUNCT ctmj-172 140 21 “ " PUNCT ctmj-172 140 22 embedding embed VERB ctmj-172 140 23 security security NOUN ctmj-172 140 24 and and CCONJ ctmj-172 140 25 privacy privacy NOUN ctmj-172 140 26 into into ADP ctmj-172 140 27 the the DET ctmj-172 140 28 development development NOUN ctmj-172 140 29 and and CCONJ ctmj-172 140 30 operation operation NOUN ctmj-172 140 31 of of ADP ctmj-172 140 32 cloud cloud NOUN ctmj-172 140 33 applications application NOUN ctmj-172 140 34 and and CCONJ ctmj-172 140 35 services service NOUN ctmj-172 140 36 , , PUNCT ctmj-172 140 37 ” " PUNCT ctmj-172 140 38 in in ADP ctmj-172 140 39 2016 2016 NUM ctmj-172 140 40 17th 17th ADJ ctmj-172 140 41 international international ADJ ctmj-172 140 42 telecommunications telecommunication NOUN ctmj-172 140 43 network network NOUN ctmj-172 140 44 strategy strategy NOUN ctmj-172 140 45 and and CCONJ ctmj-172 140 46 planning planning NOUN ctmj-172 140 47 symposium symposium NOUN ctmj-172 140 48 ( ( PUNCT ctmj-172 140 49 networks network NOUN ctmj-172 140 50 ) ) PUNCT ctmj-172 140 51 , , PUNCT ctmj-172 140 52 montreal montreal PROPN ctmj-172 140 53 , , PUNCT ctmj-172 140 54 qc qc PROPN ctmj-172 140 55 , , PUNCT ctmj-172 140 56 canada canada PROPN ctmj-172 140 57 : : PUNCT ctmj-172 140 58 ieee ieee PROPN ctmj-172 140 59 , , PUNCT ctmj-172 140 60 sep sep PROPN ctmj-172 140 61 . . PROPN ctmj-172 140 62 2016 2016 NUM ctmj-172 140 63 , , PUNCT ctmj-172 140 64 pp pp ADJ ctmj-172 140 65 . . PUNCT ctmj-172 141 1 31–36 31–36 NUM ctmj-172 141 2 . . PUNCT ctmj-172 142 1 doi doi NOUN ctmj-172 142 2 : : PUNCT ctmj-172 142 3 10.1109 10.1109 NUM ctmj-172 142 4 / / SYM ctmj-172 142 5 netwks.2016.7751149 netwks.2016.7751149 NOUN ctmj-172 142 6 . . PUNCT ctmj-172 143 1 [ [ X ctmj-172 143 2 15 15 NUM ctmj-172 143 3 ] ] X ctmj-172 143 4 s. s. PROPN ctmj-172 143 5 d. d. PROPN ctmj-172 143 6 devi devi PROPN ctmj-172 143 7 and and CCONJ ctmj-172 143 8 d. d. PROPN ctmj-172 143 9 p. p. PROPN ctmj-172 143 10 marikkannu marikkannu PROPN ctmj-172 143 11 , , PUNCT ctmj-172 143 12 “ " PUNCT ctmj-172 143 13 enhancing enhance VERB ctmj-172 143 14 the the DET ctmj-172 143 15 privacy privacy NOUN ctmj-172 143 16 in in ADP ctmj-172 143 17 medical medical ADJ ctmj-172 143 18 data datum NOUN ctmj-172 143 19 using use VERB ctmj-172 143 20 cloud cloud NOUN ctmj-172 143 21 computing computing NOUN ctmj-172 143 22 , , PUNCT ctmj-172 143 23 ” " PUNCT ctmj-172 143 24 vol vol NOUN ctmj-172 143 25 . . PROPN ctmj-172 143 26 3 3 NUM ctmj-172 143 27 , , PUNCT ctmj-172 143 28 no no INTJ ctmj-172 143 29 . . NOUN ctmj-172 143 30 1 1 NUM ctmj-172 143 31 , , PUNCT ctmj-172 143 32 2016 2016 NUM ctmj-172 143 33 international international ADJ ctmj-172 143 34 journal journal NOUN ctmj-172 143 35 of of ADP ctmj-172 143 36 novel novel ADJ ctmj-172 143 37 research research NOUN ctmj-172 143 38 in in ADP ctmj-172 143 39 healthcare healthcare NOUN ctmj-172 143 40 and and CCONJ ctmj-172 143 41 nursing nursing NOUN ctmj-172 143 42 . . PUNCT ctmj-172 144 1 [ [ X ctmj-172 144 2 16 16 NUM ctmj-172 144 3 ] ] PUNCT ctmj-172 144 4 m. m. NOUN ctmj-172 144 5 quwaider quwaider NOUN ctmj-172 144 6 and and CCONJ ctmj-172 144 7 y. y. PROPN ctmj-172 144 8 jararweh jararweh PROPN ctmj-172 144 9 , , PUNCT ctmj-172 144 10 “ " PUNCT ctmj-172 144 11 multi multi ADJ ctmj-172 144 12 - - ADJ ctmj-172 144 13 tier tier ADJ ctmj-172 144 14 cloud cloud NOUN ctmj-172 144 15 infrastructure infrastructure NOUN ctmj-172 144 16 support support NOUN ctmj-172 144 17 for for ADP ctmj-172 144 18 reliable reliable ADJ ctmj-172 144 19 global global ADJ ctmj-172 144 20 health health NOUN ctmj-172 144 21 awareness awareness NOUN ctmj-172 144 22 system system NOUN ctmj-172 144 23 , , PUNCT ctmj-172 144 24 ” " PUNCT ctmj-172 144 25 simul simul PROPN ctmj-172 144 26 . . PUNCT ctmj-172 144 27 model model PROPN ctmj-172 144 28 . . PUNCT ctmj-172 145 1 pract pract PROPN ctmj-172 145 2 . . PUNCT ctmj-172 146 1 theory theory NOUN ctmj-172 146 2 , , PUNCT ctmj-172 146 3 vol vol NOUN ctmj-172 146 4 . . PROPN ctmj-172 146 5 67 67 NUM ctmj-172 146 6 , , PUNCT ctmj-172 146 7 pp pp PROPN ctmj-172 146 8 . . PUNCT ctmj-172 147 1 44–58 44–58 NOUN ctmj-172 147 2 , , PUNCT ctmj-172 147 3 sep sep PROPN ctmj-172 147 4 . . PROPN ctmj-172 147 5 2016 2016 NUM ctmj-172 147 6 , , PUNCT ctmj-172 147 7 doi doi NOUN ctmj-172 147 8 : : PUNCT ctmj-172 147 9 10.1016 10.1016 NUM ctmj-172 147 10 / / SYM ctmj-172 147 11 j.simpat.2016.06.005 j.simpat.2016.06.005 PROPN ctmj-172 147 12 . . PUNCT ctmj-172 148 1 [ [ X ctmj-172 148 2 17 17 NUM ctmj-172 148 3 ] ] PUNCT ctmj-172 148 4 e. e. PROPN ctmj-172 148 5 k. k. PROPN ctmj-172 148 6 achampong achampong PROPN ctmj-172 148 7 and and CCONJ ctmj-172 148 8 c. c. PROPN ctmj-172 148 9 dzidonu dzidonu NOUN ctmj-172 148 10 , , PUNCT ctmj-172 148 11 “ " PUNCT ctmj-172 148 12 private private ADJ ctmj-172 148 13 virtual virtual ADJ ctmj-172 148 14 infrastructure infrastructure NOUN ctmj-172 148 15 for for ADP ctmj-172 148 16 security security NOUN ctmj-172 148 17 of of ADP ctmj-172 148 18 electronic electronic ADJ ctmj-172 148 19 health health NOUN ctmj-172 148 20 records record NOUN ctmj-172 148 21 in in ADP ctmj-172 148 22 a a DET ctmj-172 148 23 cloud cloud NOUN ctmj-172 148 24 computing computing NOUN ctmj-172 148 25 environment environment NOUN ctmj-172 148 26 , , PUNCT ctmj-172 148 27 ” " PUNCT ctmj-172 148 28 vol vol NOUN ctmj-172 148 29 . . PROPN ctmj-172 149 1 3 3 NUM ctmj-172 149 2 , , PUNCT ctmj-172 149 3 no no INTJ ctmj-172 149 4 . . NOUN ctmj-172 149 5 1 1 NUM ctmj-172 149 6 , , PUNCT ctmj-172 149 7 2016 2016 NUM ctmj-172 149 8 . . PUNCT ctmj-172 150 1 [ [ X ctmj-172 150 2 18 18 NUM ctmj-172 150 3 ] ] PUNCT ctmj-172 150 4 paladi paladi NOUN ctmj-172 150 5 , , PUNCT ctmj-172 150 6 n. n. NOUN ctmj-172 150 7 , , PUNCT ctmj-172 150 8 gehrmann gehrmann PROPN ctmj-172 150 9 , , PUNCT ctmj-172 150 10 c. c. PROPN ctmj-172 150 11 , , PUNCT ctmj-172 150 12 & & CCONJ ctmj-172 150 13 michalas michalas PROPN ctmj-172 150 14 , , PUNCT ctmj-172 150 15 a. a. NOUN ctmj-172 150 16 ( ( PUNCT ctmj-172 150 17 2016 2016 NUM ctmj-172 150 18 ) ) PUNCT ctmj-172 150 19 . . PUNCT ctmj-172 151 1 providing provide VERB ctmj-172 151 2 user user NOUN ctmj-172 151 3 security security NOUN ctmj-172 151 4 guarantees guarantee NOUN ctmj-172 151 5 in in ADP ctmj-172 151 6 public public ADJ ctmj-172 151 7 infrastructure infrastructure NOUN ctmj-172 151 8 clouds cloud NOUN ctmj-172 151 9 . . PUNCT ctmj-172 152 1 ieee ieee NOUN ctmj-172 152 2 transactions transaction NOUN ctmj-172 152 3 on on ADP ctmj-172 152 4 cloud cloud NOUN ctmj-172 152 5 computing computing NOUN ctmj-172 152 6 , , PUNCT ctmj-172 152 7 5(3 5(3 NUM ctmj-172 152 8 ) ) PUNCT ctmj-172 152 9 , , PUNCT ctmj-172 152 10 405419 405419 NUM ctmj-172 152 11 . . PUNCT ctmj-172 153 1 [ [ X ctmj-172 153 2 19 19 NUM ctmj-172 153 3 ] ] X ctmj-172 153 4 vasanthi vasanthi NOUN ctmj-172 153 5 , , PUNCT ctmj-172 153 6 e. e. PROPN ctmj-172 153 7 , , PUNCT ctmj-172 153 8 & & CCONJ ctmj-172 153 9 kanchanal kanchanal PROPN ctmj-172 153 10 , , PUNCT ctmj-172 153 11 r. r. PROPN ctmj-172 153 12 ( ( PUNCT ctmj-172 153 13 2015 2015 NUM ctmj-172 153 14 ) ) PUNCT ctmj-172 153 15 . . PUNCT ctmj-172 154 1 security security NOUN ctmj-172 154 2 model model NOUN ctmj-172 154 3 for for ADP ctmj-172 154 4 healthcare healthcare NOUN ctmj-172 154 5 application application NOUN ctmj-172 154 6 in in ADP ctmj-172 154 7 cloud cloud NOUN ctmj-172 154 8 computing computing NOUN ctmj-172 154 9 . . PUNCT ctmj-172 155 1 international international ADJ ctmj-172 155 2 journal journal PROPN ctmj-172 155 3 of of ADP ctmj-172 155 4 computer computer NOUN ctmj-172 155 5 science science NOUN ctmj-172 155 6 and and CCONJ ctmj-172 155 7 engineering engineering NOUN ctmj-172 155 8 communications communication NOUN ctmj-172 155 9 , , PUNCT ctmj-172 155 10 627 627 NUM ctmj-172 155 11 - - SYM ctmj-172 155 12 635 635 NUM ctmj-172 155 13 . . PUNCT ctmj-172 156 1 [ [ X ctmj-172 156 2 20 20 NUM ctmj-172 156 3 ] ] PUNCT ctmj-172 156 4 milovanovic milovanovic PROPN ctmj-172 156 5 , , PUNCT ctmj-172 156 6 d. d. PROPN ctmj-172 156 7 , , PUNCT ctmj-172 156 8 & & CCONJ ctmj-172 156 9 bojkovic bojkovic PROPN ctmj-172 156 10 , , PUNCT ctmj-172 156 11 z. z. PROPN ctmj-172 156 12 ( ( PUNCT ctmj-172 156 13 2017 2017 NUM ctmj-172 156 14 ) ) PUNCT ctmj-172 156 15 . . PUNCT ctmj-172 157 1 cloud cloud NOUN ctmj-172 157 2 - - PUNCT ctmj-172 157 3 based base VERB ctmj-172 157 4 iot iot PROPN ctmj-172 157 5 healthcare healthcare PROPN ctmj-172 157 6 applications application NOUN ctmj-172 157 7 : : PUNCT ctmj-172 157 8 requirements requirement NOUN ctmj-172 157 9 and and CCONJ ctmj-172 157 10 recommendations recommendation NOUN ctmj-172 157 11 . . PUNCT ctmj-172 158 1 international international ADJ ctmj-172 158 2 journal journal PROPN ctmj-172 158 3 of of ADP ctmj-172 158 4 internet internet NOUN ctmj-172 158 5 of of ADP ctmj-172 158 6 things thing NOUN ctmj-172 158 7 and and CCONJ ctmj-172 158 8 web web NOUN ctmj-172 158 9 services service NOUN ctmj-172 158 10 , , PUNCT ctmj-172 158 11 2 2 NUM ctmj-172 158 12 , , PUNCT ctmj-172 158 13 60 60 NUM ctmj-172 158 14 - - SYM ctmj-172 158 15 65 65 NUM ctmj-172 158 16 . . PUNCT