id sid tid token lemma pos m613mw26663 1 1 the the DET m613mw26663 1 2 rise rise NOUN m613mw26663 1 3 of of ADP m613mw26663 1 4 the the DET m613mw26663 1 5 internet internet NOUN m613mw26663 1 6 of of ADP m613mw26663 1 7 things thing NOUN m613mw26663 1 8 ( ( PUNCT m613mw26663 1 9 iot iot PROPN m613mw26663 1 10 ) ) PUNCT m613mw26663 1 11 and and CCONJ m613mw26663 1 12 artificial artificial ADJ m613mw26663 1 13 intelligence intelligence NOUN m613mw26663 1 14 ( ( PUNCT m613mw26663 1 15 ai ai PROPN m613mw26663 1 16 ) ) PUNCT m613mw26663 1 17 leads lead VERB m613mw26663 1 18 to to ADP m613mw26663 1 19 the the DET m613mw26663 1 20 emergence emergence NOUN m613mw26663 1 21 of of ADP m613mw26663 1 22 edge edge NOUN m613mw26663 1 23 computing computing NOUN m613mw26663 1 24 systems system NOUN m613mw26663 1 25 that that PRON m613mw26663 1 26 push push VERB m613mw26663 1 27 the the DET m613mw26663 1 28 training training NOUN m613mw26663 1 29 and and CCONJ m613mw26663 1 30 deployment deployment NOUN m613mw26663 1 31 of of ADP m613mw26663 1 32 ai ai NOUN m613mw26663 1 33 to to ADP m613mw26663 1 34 the the DET m613mw26663 1 35 edge edge NOUN m613mw26663 1 36 of of ADP m613mw26663 1 37 the the DET m613mw26663 1 38 network network NOUN m613mw26663 1 39 , , PUNCT m613mw26663 1 40 so so SCONJ m613mw26663 1 41 as as SCONJ m613mw26663 1 42 to to PART m613mw26663 1 43 achieve achieve VERB m613mw26663 1 44 reduced reduce VERB m613mw26663 1 45 bandwidth bandwidth ADJ m613mw26663 1 46 cost cost NOUN m613mw26663 1 47 , , PUNCT m613mw26663 1 48 improved improve VERB m613mw26663 1 49 responsiveness responsiveness NOUN m613mw26663 1 50 , , PUNCT m613mw26663 1 51 and and CCONJ m613mw26663 1 52 better well ADJ m613mw26663 1 53 privacy privacy NOUN m613mw26663 1 54 protection protection NOUN m613mw26663 1 55 . . PUNCT m613mw26663 2 1 there there PRON m613mw26663 2 2 exist exist VERB m613mw26663 2 3 several several ADJ m613mw26663 2 4 major major ADJ m613mw26663 2 5 limitations limitation NOUN m613mw26663 2 6 of of ADP m613mw26663 2 7 existing exist VERB m613mw26663 2 8 research research NOUN m613mw26663 2 9 in in ADP m613mw26663 2 10 edge edge NOUN m613mw26663 2 11 computing computing NOUN m613mw26663 2 12 for for ADP m613mw26663 2 13 supporting support VERB m613mw26663 2 14 ai ai NOUN m613mw26663 2 15 applications application NOUN m613mw26663 2 16 at at ADP m613mw26663 2 17 the the DET m613mw26663 2 18 edge edge NOUN m613mw26663 2 19 . . PUNCT m613mw26663 3 1 first first ADV m613mw26663 3 2 , , PUNCT m613mw26663 3 3 existing existing ADJ m613mw26663 3 4 methods method NOUN m613mw26663 3 5 focus focus VERB m613mw26663 3 6 on on ADP m613mw26663 3 7 a a DET m613mw26663 3 8 device device NOUN m613mw26663 3 9 - - PUNCT m613mw26663 3 10 server server NOUN m613mw26663 3 11 offloading offload VERB m613mw26663 3 12 design design NOUN m613mw26663 3 13 while while SCONJ m613mw26663 3 14 ignoring ignore VERB m613mw26663 3 15 the the DET m613mw26663 3 16 collective collective ADJ m613mw26663 3 17 computing computing NOUN m613mw26663 3 18 power power NOUN m613mw26663 3 19 of of ADP m613mw26663 3 20 privately privately ADV m613mw26663 3 21 owned own VERB m613mw26663 3 22 devices device NOUN m613mw26663 3 23 . . PUNCT m613mw26663 4 1 second second ADV m613mw26663 4 2 , , PUNCT m613mw26663 4 3 the the DET m613mw26663 4 4 unique unique ADJ m613mw26663 4 5 analytical analytical ADJ m613mw26663 4 6 skill skill NOUN m613mw26663 4 7 and and CCONJ m613mw26663 4 8 domain domain NOUN m613mw26663 4 9 knowledge knowledge NOUN m613mw26663 4 10 of of ADP m613mw26663 4 11 the the DET m613mw26663 4 12 device device NOUN m613mw26663 4 13 owners owner NOUN m613mw26663 4 14 ( ( PUNCT m613mw26663 4 15 humans human NOUN m613mw26663 4 16 ) ) PUNCT m613mw26663 4 17 are be AUX m613mw26663 4 18 underutilized underutilize VERB m613mw26663 4 19 in in ADP m613mw26663 4 20 existing exist VERB m613mw26663 4 21 edge edge NOUN m613mw26663 4 22 computing computing NOUN m613mw26663 4 23 systems system NOUN m613mw26663 4 24 . . PUNCT m613mw26663 5 1 third third ADJ m613mw26663 5 2 , , PUNCT m613mw26663 5 3 the the DET m613mw26663 5 4 current current ADJ m613mw26663 5 5 centralized centralized ADJ m613mw26663 5 6 training training NOUN m613mw26663 5 7 of of ADP m613mw26663 5 8 ai ai NOUN m613mw26663 5 9 models model NOUN m613mw26663 5 10 is be AUX m613mw26663 5 11 no no ADV m613mw26663 5 12 longer long ADV m613mw26663 5 13 appropriate appropriate ADJ m613mw26663 5 14 in in ADP m613mw26663 5 15 privacy privacy NOUN m613mw26663 5 16 - - PUNCT m613mw26663 5 17 sensitive sensitive ADJ m613mw26663 5 18 applications application NOUN m613mw26663 5 19 where where SCONJ m613mw26663 5 20 the the DET m613mw26663 5 21 training training NOUN m613mw26663 5 22 data datum NOUN m613mw26663 5 23 is be AUX m613mw26663 5 24 owned own VERB m613mw26663 5 25 by by ADP m613mw26663 5 26 individuals individual NOUN m613mw26663 5 27 . . PUNCT m613mw26663 6 1 to to PART m613mw26663 6 2 address address VERB m613mw26663 6 3 these these DET m613mw26663 6 4 knowledge knowledge NOUN m613mw26663 6 5 gaps gap NOUN m613mw26663 6 6 , , PUNCT m613mw26663 6 7 the the DET m613mw26663 6 8 thesis thesis NOUN m613mw26663 6 9 proposes propose VERB m613mw26663 6 10 a a DET m613mw26663 6 11 new new ADJ m613mw26663 6 12 application application NOUN m613mw26663 6 13 paradigm paradigm NOUN m613mw26663 6 14 , , PUNCT m613mw26663 6 15 the the DET m613mw26663 6 16 social social ADJ m613mw26663 6 17 edge edge NOUN m613mw26663 6 18 intelligence intelligence NOUN m613mw26663 6 19 ( ( PUNCT m613mw26663 6 20 sei sei PROPN m613mw26663 6 21 ) ) PUNCT m613mw26663 6 22 , , PUNCT m613mw26663 6 23 that that PRON m613mw26663 6 24 empowers empower VERB m613mw26663 6 25 intelligent intelligent ADJ m613mw26663 6 26 applications application NOUN m613mw26663 6 27 at at ADP m613mw26663 6 28 the the DET m613mw26663 6 29 edge edge NOUN m613mw26663 6 30 by by ADP m613mw26663 6 31 revolutionizing revolutionize VERB m613mw26663 6 32 the the DET m613mw26663 6 33 computing computing NOUN m613mw26663 6 34 , , PUNCT m613mw26663 6 35 intelligence intelligence NOUN m613mw26663 6 36 , , PUNCT m613mw26663 6 37 and and CCONJ m613mw26663 6 38 the the DET m613mw26663 6 39 training training NOUN m613mw26663 6 40 of of ADP m613mw26663 6 41 the the DET m613mw26663 6 42 ai ai NOUN m613mw26663 6 43 models model NOUN m613mw26663 6 44 . . PUNCT m613mw26663 7 1 the the DET m613mw26663 7 2 integration integration NOUN m613mw26663 7 3 of of ADP m613mw26663 7 4 edge edge NOUN m613mw26663 7 5 computing computing NOUN m613mw26663 7 6 , , PUNCT m613mw26663 7 7 humans human NOUN m613mw26663 7 8 , , PUNCT m613mw26663 7 9 and and CCONJ m613mw26663 7 10 ai ai VERB m613mw26663 7 11 in in ADP m613mw26663 7 12 sei sei PROPN m613mw26663 7 13 allows allow VERB m613mw26663 7 14 machines machine NOUN m613mw26663 7 15 and and CCONJ m613mw26663 7 16 humans human NOUN m613mw26663 7 17 to to PART m613mw26663 7 18 make make VERB m613mw26663 7 19 collaborative collaborative ADJ m613mw26663 7 20 and and CCONJ m613mw26663 7 21 optimized optimize VERB m613mw26663 7 22 decisions decision NOUN m613mw26663 7 23 that that PRON m613mw26663 7 24 drastically drastically ADV m613mw26663 7 25 improves improve VERB m613mw26663 7 26 the the DET m613mw26663 7 27 performance performance NOUN m613mw26663 7 28 of of ADP m613mw26663 7 29 edge edge NOUN m613mw26663 7 30 - - PUNCT m613mw26663 7 31 based base VERB m613mw26663 7 32 intelligent intelligent ADJ m613mw26663 7 33 applications application NOUN m613mw26663 7 34 . . PUNCT m613mw26663 8 1 the the DET m613mw26663 8 2 sei sei PROPN m613mw26663 8 3 paradigm paradigm NOUN m613mw26663 8 4 introduces introduce VERB m613mw26663 8 5 a a DET m613mw26663 8 6 set set NOUN m613mw26663 8 7 of of ADP m613mw26663 8 8 critical critical ADJ m613mw26663 8 9 challenges challenge NOUN m613mw26663 8 10 such such ADJ m613mw26663 8 11 as as ADP m613mw26663 8 12 pronounced pronounce VERB m613mw26663 8 13 heterogeneity heterogeneity NOUN m613mw26663 8 14 of of ADP m613mw26663 8 15 the the DET m613mw26663 8 16 edge edge NOUN m613mw26663 8 17 devices device NOUN m613mw26663 8 18 , , PUNCT m613mw26663 8 19 the the DET m613mw26663 8 20 resource resource NOUN m613mw26663 8 21 limitation limitation NOUN m613mw26663 8 22 at at ADP m613mw26663 8 23 the the DET m613mw26663 8 24 edge edge NOUN m613mw26663 8 25 , , PUNCT m613mw26663 8 26 and and CCONJ m613mw26663 8 27 the the DET m613mw26663 8 28 privacy privacy NOUN m613mw26663 8 29 concern concern NOUN m613mw26663 8 30 and and CCONJ m613mw26663 8 31 rational rational ADJ m613mw26663 8 32 nature nature NOUN m613mw26663 8 33 of of ADP m613mw26663 8 34 the the DET m613mw26663 8 35 human human ADJ m613mw26663 8 36 users user NOUN m613mw26663 8 37 . . PUNCT m613mw26663 9 1 the the DET m613mw26663 9 2 thesis thesis NOUN m613mw26663 9 3 addresses address VERB m613mw26663 9 4 these these DET m613mw26663 9 5 challenges challenge NOUN m613mw26663 9 6 by by ADP m613mw26663 9 7 developing develop VERB m613mw26663 9 8 a a DET m613mw26663 9 9 series series NOUN m613mw26663 9 10 of of ADP m613mw26663 9 11 principled principled ADJ m613mw26663 9 12 algorithms algorithm NOUN m613mw26663 9 13 and and CCONJ m613mw26663 9 14 systems system NOUN m613mw26663 9 15 that that PRON m613mw26663 9 16 enable enable VERB m613mw26663 9 17 the the DET m613mw26663 9 18 confluence confluence NOUN m613mw26663 9 19 of of ADP m613mw26663 9 20 the the DET m613mw26663 9 21 computing compute VERB m613mw26663 9 22 capabilities capability NOUN m613mw26663 9 23 of of ADP m613mw26663 9 24 devices device NOUN m613mw26663 9 25 and and CCONJ m613mw26663 9 26 the the DET m613mw26663 9 27 domain domain NOUN m613mw26663 9 28 knowledge knowledge NOUN m613mw26663 9 29 of of ADP m613mw26663 9 30 the the DET m613mw26663 9 31 people people NOUN m613mw26663 9 32 , , PUNCT m613mw26663 9 33 while while SCONJ m613mw26663 9 34 explicitly explicitly ADV m613mw26663 9 35 addressing address VERB m613mw26663 9 36 the the DET m613mw26663 9 37 unique unique ADJ m613mw26663 9 38 concerns concern NOUN m613mw26663 9 39 and and CCONJ m613mw26663 9 40 constraints constraint NOUN m613mw26663 9 41 of of ADP m613mw26663 9 42 humans human NOUN m613mw26663 9 43 . . PUNCT m613mw26663 10 1 this this DET m613mw26663 10 2 thesis thesis NOUN m613mw26663 10 3 first first ADV m613mw26663 10 4 develops develop VERB m613mw26663 10 5 a a DET m613mw26663 10 6 set set NOUN m613mw26663 10 7 of of ADP m613mw26663 10 8 novel novel ADJ m613mw26663 10 9 resource resource NOUN m613mw26663 10 10 management management NOUN m613mw26663 10 11 frameworks framework NOUN m613mw26663 10 12 that that PRON m613mw26663 10 13 enable enable VERB m613mw26663 10 14 heterogeneous heterogeneous ADJ m613mw26663 10 15 iot iot ADJ m613mw26663 10 16 devices device NOUN m613mw26663 10 17 owned own VERB m613mw26663 10 18 by by ADP m613mw26663 10 19 end end NOUN m613mw26663 10 20 - - PUNCT m613mw26663 10 21 users user NOUN m613mw26663 10 22 to to PART m613mw26663 10 23 collaboratively collaboratively ADV m613mw26663 10 24 provide provide VERB m613mw26663 10 25 computing computing NOUN m613mw26663 10 26 power power NOUN m613mw26663 10 27 for for ADP m613mw26663 10 28 executing execute VERB m613mw26663 10 29 ai ai NOUN m613mw26663 10 30 models model NOUN m613mw26663 10 31 . . PUNCT m613mw26663 11 1 the the DET m613mw26663 11 2 thesis thesis NOUN m613mw26663 11 3 then then ADV m613mw26663 11 4 presents present VERB m613mw26663 11 5 a a DET m613mw26663 11 6 human human ADJ m613mw26663 11 7 - - PUNCT m613mw26663 11 8 machine machine NOUN m613mw26663 11 9 interactive interactive ADJ m613mw26663 11 10 learning learning NOUN m613mw26663 11 11 framework framework NOUN m613mw26663 11 12 that that PRON m613mw26663 11 13 leverages leverage VERB m613mw26663 11 14 human human ADJ m613mw26663 11 15 intelligence intelligence NOUN m613mw26663 11 16 to to PART m613mw26663 11 17 troubleshoot troubleshoot VERB m613mw26663 11 18 and and CCONJ m613mw26663 11 19 improve improve VERB m613mw26663 11 20 the the DET m613mw26663 11 21 ai ai NOUN m613mw26663 11 22 model model NOUN m613mw26663 11 23 performance performance NOUN m613mw26663 11 24 . . PUNCT m613mw26663 12 1 finally finally ADV m613mw26663 12 2 , , PUNCT m613mw26663 12 3 the the DET m613mw26663 12 4 thesis thesis NOUN m613mw26663 12 5 proposes propose VERB m613mw26663 12 6 several several ADJ m613mw26663 12 7 federated federate VERB m613mw26663 12 8 learning learning NOUN m613mw26663 12 9 - - PUNCT m613mw26663 12 10 based base VERB m613mw26663 12 11 edge edge NOUN m613mw26663 12 12 learning learning NOUN m613mw26663 12 13 frameworks framework NOUN m613mw26663 12 14 that that PRON m613mw26663 12 15 allow allow VERB m613mw26663 12 16 device device NOUN m613mw26663 12 17 owners owner NOUN m613mw26663 12 18 to to PART m613mw26663 12 19 contribute contribute VERB m613mw26663 12 20 to to ADP m613mw26663 12 21 the the DET m613mw26663 12 22 training training NOUN m613mw26663 12 23 of of ADP m613mw26663 12 24 ai ai NOUN m613mw26663 12 25 models model NOUN m613mw26663 12 26 with with ADP m613mw26663 12 27 minimized minimized ADJ m613mw26663 12 28 privacy privacy NOUN m613mw26663 12 29 risks risk NOUN m613mw26663 12 30 . . PUNCT m613mw26663 13 1 the the DET m613mw26663 13 2 extensive extensive ADJ m613mw26663 13 3 evaluation evaluation NOUN m613mw26663 13 4 of of ADP m613mw26663 13 5 sei sei PROPN m613mw26663 13 6 in in ADP m613mw26663 13 7 real real ADJ m613mw26663 13 8 - - PUNCT m613mw26663 13 9 world world NOUN m613mw26663 13 10 edge edge NOUN m613mw26663 13 11 computing computing NOUN m613mw26663 13 12 applications application NOUN m613mw26663 13 13 shows show VERB m613mw26663 13 14 that that SCONJ m613mw26663 13 15 the the DET m613mw26663 13 16 proposed propose VERB m613mw26663 13 17 paradigm paradigm NOUN m613mw26663 13 18 benefits benefit NOUN m613mw26663 13 19 edge edge VERB m613mw26663 13 20 intelligent intelligent ADJ m613mw26663 13 21 applications application NOUN m613mw26663 13 22 by by ADP m613mw26663 13 23 achieving achieve VERB m613mw26663 13 24 impressive impressive ADJ m613mw26663 13 25 performance performance NOUN m613mw26663 13 26 gains gain NOUN m613mw26663 13 27 in in ADP m613mw26663 13 28 various various ADJ m613mw26663 13 29 aspects aspect NOUN m613mw26663 13 30 such such ADJ m613mw26663 13 31 as as ADP m613mw26663 13 32 service service NOUN m613mw26663 13 33 responsiveness responsiveness NOUN m613mw26663 13 34 , , PUNCT m613mw26663 13 35 energy energy NOUN m613mw26663 13 36 efficiency efficiency NOUN m613mw26663 13 37 , , PUNCT m613mw26663 13 38 model model NOUN m613mw26663 13 39 accuracy accuracy NOUN m613mw26663 13 40 , , PUNCT m613mw26663 13 41 and and CCONJ m613mw26663 13 42 model model NOUN m613mw26663 13 43 fairness fairness NOUN m613mw26663 13 44 . . PUNCT m613mw26663 14 1 sei sei PROPN m613mw26663 14 2 enables enable VERB m613mw26663 14 3 " " PUNCT m613mw26663 14 4 social social ADJ m613mw26663 14 5 interactions interaction NOUN m613mw26663 14 6 " " PUNCT m613mw26663 14 7 between between ADP m613mw26663 14 8 machines machine NOUN m613mw26663 14 9 and and CCONJ m613mw26663 14 10 humans human NOUN m613mw26663 14 11 by by ADP m613mw26663 14 12 allowing allow VERB m613mw26663 14 13 the the DET m613mw26663 14 14 edge edge NOUN m613mw26663 14 15 devices device NOUN m613mw26663 14 16 to to PART m613mw26663 14 17 directly directly ADV m613mw26663 14 18 obtain obtain VERB m613mw26663 14 19 the the DET m613mw26663 14 20 unique unique ADJ m613mw26663 14 21 domain domain NOUN m613mw26663 14 22 knowledge knowledge NOUN m613mw26663 14 23 and and CCONJ m613mw26663 14 24 expertise expertise NOUN m613mw26663 14 25 from from ADP m613mw26663 14 26 humans human NOUN m613mw26663 14 27 to to PART m613mw26663 14 28 improve improve VERB m613mw26663 14 29 the the DET m613mw26663 14 30 performance performance NOUN m613mw26663 14 31 and and CCONJ m613mw26663 14 32 transparency transparency NOUN m613mw26663 14 33 of of ADP m613mw26663 14 34 the the DET m613mw26663 14 35 application application NOUN m613mw26663 14 36 . . PUNCT m613mw26663 15 1 sei sei PROPN m613mw26663 15 2 also also ADV m613mw26663 15 3 gives give VERB m613mw26663 15 4 rise rise NOUN m613mw26663 15 5 to to ADP m613mw26663 15 6 novel novel ADJ m613mw26663 15 7 social social ADJ m613mw26663 15 8 good good NOUN m613mw26663 15 9 ai ai VERB m613mw26663 15 10 applications application NOUN m613mw26663 15 11 such such ADJ m613mw26663 15 12 as as ADP m613mw26663 15 13 private private ADJ m613mw26663 15 14 - - PUNCT m613mw26663 15 15 aware aware ADJ m613mw26663 15 16 health health NOUN m613mw26663 15 17 monitoring monitoring NOUN m613mw26663 15 18 , , PUNCT m613mw26663 15 19 disaster disaster NOUN m613mw26663 15 20 damage damage NOUN m613mw26663 15 21 assessment assessment NOUN m613mw26663 15 22 , , PUNCT m613mw26663 15 23 and and CCONJ m613mw26663 15 24 vehicle vehicle NOUN m613mw26663 15 25 - - PUNCT m613mw26663 15 26 based base VERB m613mw26663 15 27 criminal criminal ADJ m613mw26663 15 28 tracking tracking NOUN m613mw26663 15 29 . . PUNCT