id sid tid token lemma pos 2v23vt17z7z 1 1 this this DET 2v23vt17z7z 1 2 dissertation dissertation NOUN 2v23vt17z7z 1 3 takes take VERB 2v23vt17z7z 1 4 a a DET 2v23vt17z7z 1 5 probabilistic probabilistic ADJ 2v23vt17z7z 1 6 approach approach NOUN 2v23vt17z7z 1 7 to to PART 2v23vt17z7z 1 8 analyze analyze VERB 2v23vt17z7z 1 9 cellular cellular ADJ 2v23vt17z7z 1 10 networks network NOUN 2v23vt17z7z 1 11 , , PUNCT 2v23vt17z7z 1 12 with with ADP 2v23vt17z7z 1 13 an an DET 2v23vt17z7z 1 14 emphasis emphasis NOUN 2v23vt17z7z 1 15 on on ADP 2v23vt17z7z 1 16 the the DET 2v23vt17z7z 1 17 spatial spatial ADJ 2v23vt17z7z 1 18 aspect aspect NOUN 2v23vt17z7z 1 19 . . PUNCT 2v23vt17z7z 2 1 this this DET 2v23vt17z7z 2 2 approach approach NOUN 2v23vt17z7z 2 3 is be AUX 2v23vt17z7z 2 4 substantiated substantiate VERB 2v23vt17z7z 2 5 by by ADP 2v23vt17z7z 2 6 the the DET 2v23vt17z7z 2 7 increasingly increasingly ADV 2v23vt17z7z 2 8 dense dense ADJ 2v23vt17z7z 2 9 and and CCONJ 2v23vt17z7z 2 10 irregular irregular ADJ 2v23vt17z7z 2 11 deployment deployment NOUN 2v23vt17z7z 2 12 of of ADP 2v23vt17z7z 2 13 base base NOUN 2v23vt17z7z 2 14 stations station NOUN 2v23vt17z7z 2 15 as as ADV 2v23vt17z7z 2 16 well well ADV 2v23vt17z7z 2 17 as as ADP 2v23vt17z7z 2 18 the the DET 2v23vt17z7z 2 19 need need NOUN 2v23vt17z7z 2 20 for for ADP 2v23vt17z7z 2 21 tractability tractability NOUN 2v23vt17z7z 2 22 for for ADP 2v23vt17z7z 2 23 advanced advanced ADJ 2v23vt17z7z 2 24 network network NOUN 2v23vt17z7z 2 25 analysis analysis NOUN 2v23vt17z7z 2 26 . . PUNCT 2v23vt17z7z 3 1 for for ADP 2v23vt17z7z 3 2 instance instance NOUN 2v23vt17z7z 3 3 , , PUNCT 2v23vt17z7z 3 4 in in ADP 2v23vt17z7z 3 5 recent recent ADJ 2v23vt17z7z 3 6 developments development NOUN 2v23vt17z7z 3 7 , , PUNCT 2v23vt17z7z 3 8 the the DET 2v23vt17z7z 3 9 ultra ultra ADJ 2v23vt17z7z 3 10 - - ADJ 2v23vt17z7z 3 11 reliable reliable ADJ 2v23vt17z7z 3 12 and and CCONJ 2v23vt17z7z 3 13 low low ADJ 2v23vt17z7z 3 14 - - PUNCT 2v23vt17z7z 3 15 latency latency NOUN 2v23vt17z7z 3 16 communications communication NOUN 2v23vt17z7z 3 17 ( ( PUNCT 2v23vt17z7z 3 18 urllc urllc ADV 2v23vt17z7z 3 19 ) ) PUNCT 2v23vt17z7z 3 20 is be AUX 2v23vt17z7z 3 21 introduced introduce VERB 2v23vt17z7z 3 22 as as ADP 2v23vt17z7z 3 23 a a DET 2v23vt17z7z 3 24 keystone keystone NOUN 2v23vt17z7z 3 25 to to PART 2v23vt17z7z 3 26 support support VERB 2v23vt17z7z 3 27 mission mission NOUN 2v23vt17z7z 3 28 - - PUNCT 2v23vt17z7z 3 29 critical critical ADJ 2v23vt17z7z 3 30 applications application NOUN 2v23vt17z7z 3 31 ; ; PUNCT 2v23vt17z7z 3 32 there there PRON 2v23vt17z7z 3 33 is be VERB 2v23vt17z7z 3 34 also also ADV 2v23vt17z7z 3 35 a a DET 2v23vt17z7z 3 36 shift shift NOUN 2v23vt17z7z 3 37 of of ADP 2v23vt17z7z 3 38 emphasis emphasis NOUN 2v23vt17z7z 3 39 from from ADP 2v23vt17z7z 3 40 the the DET 2v23vt17z7z 3 41 average average ADJ 2v23vt17z7z 3 42 / / SYM 2v23vt17z7z 3 43 peak peak NOUN 2v23vt17z7z 3 44 performance performance NOUN 2v23vt17z7z 3 45 to to ADP 2v23vt17z7z 3 46 a a DET 2v23vt17z7z 3 47 seamless seamless ADJ 2v23vt17z7z 3 48 user user NOUN 2v23vt17z7z 3 49 experience experience NOUN 2v23vt17z7z 3 50 . . PUNCT 2v23vt17z7z 4 1 these these DET 2v23vt17z7z 4 2 developments development NOUN 2v23vt17z7z 4 3 require require VERB 2v23vt17z7z 4 4 guaranteed guarantee VERB 2v23vt17z7z 4 5 performance performance NOUN 2v23vt17z7z 4 6 at at ADP 2v23vt17z7z 4 7 the the DET 2v23vt17z7z 4 8 link link NOUN 2v23vt17z7z 4 9 level level NOUN 2v23vt17z7z 4 10 under under ADP 2v23vt17z7z 4 11 varied varied ADJ 2v23vt17z7z 4 12 propagation propagation NOUN 2v23vt17z7z 4 13 conditions condition NOUN 2v23vt17z7z 4 14 , , PUNCT 2v23vt17z7z 4 15 interference interference NOUN 2v23vt17z7z 4 16 , , PUNCT 2v23vt17z7z 4 17 and and CCONJ 2v23vt17z7z 4 18 so so ADV 2v23vt17z7z 4 19 on on ADV 2v23vt17z7z 4 20 . . PUNCT 2v23vt17z7z 5 1 to to PART 2v23vt17z7z 5 2 model model VERB 2v23vt17z7z 5 3 these these DET 2v23vt17z7z 5 4 variations variation NOUN 2v23vt17z7z 5 5 , , PUNCT 2v23vt17z7z 5 6 the the DET 2v23vt17z7z 5 7 framework framework NOUN 2v23vt17z7z 5 8 of of ADP 2v23vt17z7z 5 9 stochastic stochastic ADJ 2v23vt17z7z 5 10 geometry geometry NOUN 2v23vt17z7z 5 11 is be AUX 2v23vt17z7z 5 12 developed develop VERB 2v23vt17z7z 5 13 , , PUNCT 2v23vt17z7z 5 14 with with ADP 2v23vt17z7z 5 15 the the DET 2v23vt17z7z 5 16 primary primary ADJ 2v23vt17z7z 5 17 goal goal NOUN 2v23vt17z7z 5 18 of of ADP 2v23vt17z7z 5 19 refining refine VERB 2v23vt17z7z 5 20 the the DET 2v23vt17z7z 5 21 network network NOUN 2v23vt17z7z 5 22 analysis analysis NOUN 2v23vt17z7z 5 23 to to ADP 2v23vt17z7z 5 24 the the DET 2v23vt17z7z 5 25 link link NOUN 2v23vt17z7z 5 26 level.previously level.previously ADV 2v23vt17z7z 5 27 , , PUNCT 2v23vt17z7z 5 28 network network NOUN 2v23vt17z7z 5 29 metrics metric NOUN 2v23vt17z7z 5 30 are be AUX 2v23vt17z7z 5 31 often often ADV 2v23vt17z7z 5 32 analyzed analyze VERB 2v23vt17z7z 5 33 in in ADP 2v23vt17z7z 5 34 ways way NOUN 2v23vt17z7z 5 35 that that PRON 2v23vt17z7z 5 36 obscure obscure VERB 2v23vt17z7z 5 37 the the DET 2v23vt17z7z 5 38 effects effect NOUN 2v23vt17z7z 5 39 of of ADP 2v23vt17z7z 5 40 multiple multiple ADJ 2v23vt17z7z 5 41 sources source NOUN 2v23vt17z7z 5 42 of of ADP 2v23vt17z7z 5 43 spatial spatial ADJ 2v23vt17z7z 5 44 and and CCONJ 2v23vt17z7z 5 45 temporal temporal ADJ 2v23vt17z7z 5 46 randomness randomness NOUN 2v23vt17z7z 5 47 . . PUNCT 2v23vt17z7z 6 1 an an DET 2v23vt17z7z 6 2 important important ADJ 2v23vt17z7z 6 3 example example NOUN 2v23vt17z7z 6 4 is be AUX 2v23vt17z7z 6 5 the the DET 2v23vt17z7z 6 6 success success NOUN 2v23vt17z7z 6 7 probability probability NOUN 2v23vt17z7z 6 8 , , PUNCT 2v23vt17z7z 6 9 defined define VERB 2v23vt17z7z 6 10 through through ADP 2v23vt17z7z 6 11 the the DET 2v23vt17z7z 6 12 distribution distribution NOUN 2v23vt17z7z 6 13 of of ADP 2v23vt17z7z 6 14 the the DET 2v23vt17z7z 6 15 signal signal NOUN 2v23vt17z7z 6 16 - - PUNCT 2v23vt17z7z 6 17 to to ADP 2v23vt17z7z 6 18 - - PUNCT 2v23vt17z7z 6 19 interference interference NOUN 2v23vt17z7z 6 20 - - PUNCT 2v23vt17z7z 6 21 plus plus CCONJ 2v23vt17z7z 6 22 - - PUNCT 2v23vt17z7z 6 23 noise noise NOUN 2v23vt17z7z 6 24 ratio ratio NOUN 2v23vt17z7z 6 25 ( ( PUNCT 2v23vt17z7z 6 26 sinr sinr X 2v23vt17z7z 6 27 ) ) PUNCT 2v23vt17z7z 6 28 . . PUNCT 2v23vt17z7z 7 1 the the DET 2v23vt17z7z 7 2 sinr sinr NOUN 2v23vt17z7z 7 3 is be AUX 2v23vt17z7z 7 4 subject subject ADJ 2v23vt17z7z 7 5 to to ADP 2v23vt17z7z 7 6 randomness randomness NOUN 2v23vt17z7z 7 7 both both CCONJ 2v23vt17z7z 7 8 temporally temporally ADV 2v23vt17z7z 7 9 and and CCONJ 2v23vt17z7z 7 10 spatially spatially ADV 2v23vt17z7z 7 11 , , PUNCT 2v23vt17z7z 7 12 including include VERB 2v23vt17z7z 7 13 the the DET 2v23vt17z7z 7 14 small small ADJ 2v23vt17z7z 7 15 - - PUNCT 2v23vt17z7z 7 16 scale scale NOUN 2v23vt17z7z 7 17 fading fading NOUN 2v23vt17z7z 7 18 and and CCONJ 2v23vt17z7z 7 19 the the DET 2v23vt17z7z 7 20 large large ADJ 2v23vt17z7z 7 21 - - PUNCT 2v23vt17z7z 7 22 scale scale NOUN 2v23vt17z7z 7 23 propagation propagation NOUN 2v23vt17z7z 7 24 loss loss NOUN 2v23vt17z7z 7 25 . . PUNCT 2v23vt17z7z 8 1 distinguishing distinguish VERB 2v23vt17z7z 8 2 their their PRON 2v23vt17z7z 8 3 effects effect NOUN 2v23vt17z7z 8 4 is be AUX 2v23vt17z7z 8 5 a a DET 2v23vt17z7z 8 6 crucial crucial ADJ 2v23vt17z7z 8 7 step step NOUN 2v23vt17z7z 8 8 towards towards ADP 2v23vt17z7z 8 9 the the DET 2v23vt17z7z 8 10 analysis analysis NOUN 2v23vt17z7z 8 11 of of ADP 2v23vt17z7z 8 12 next next ADJ 2v23vt17z7z 8 13 - - PUNCT 2v23vt17z7z 8 14 generation generation NOUN 2v23vt17z7z 8 15 networks network NOUN 2v23vt17z7z 8 16 . . PUNCT 2v23vt17z7z 9 1 the the DET 2v23vt17z7z 9 2 dissertation dissertation NOUN 2v23vt17z7z 9 3 consists consist VERB 2v23vt17z7z 9 4 of of ADP 2v23vt17z7z 9 5 three three NUM 2v23vt17z7z 9 6 parts part NOUN 2v23vt17z7z 9 7 . . PUNCT 2v23vt17z7z 10 1 in in ADP 2v23vt17z7z 10 2 the the DET 2v23vt17z7z 10 3 first first ADJ 2v23vt17z7z 10 4 part part NOUN 2v23vt17z7z 10 5 , , PUNCT 2v23vt17z7z 10 6 we we PRON 2v23vt17z7z 10 7 study study VERB 2v23vt17z7z 10 8 the the DET 2v23vt17z7z 10 9 sinr sinr ADJ 2v23vt17z7z 10 10 meta meta ADJ 2v23vt17z7z 10 11 distribution distribution NOUN 2v23vt17z7z 10 12 , , PUNCT 2v23vt17z7z 10 13 which which PRON 2v23vt17z7z 10 14 defines define VERB 2v23vt17z7z 10 15 the the DET 2v23vt17z7z 10 16 individual individual ADJ 2v23vt17z7z 10 17 link link NOUN 2v23vt17z7z 10 18 reliability reliability NOUN 2v23vt17z7z 10 19 by by ADP 2v23vt17z7z 10 20 first first ADJ 2v23vt17z7z 10 21 conditioning conditioning NOUN 2v23vt17z7z 10 22 on on ADP 2v23vt17z7z 10 23 the the DET 2v23vt17z7z 10 24 spatial spatial ADJ 2v23vt17z7z 10 25 locations location NOUN 2v23vt17z7z 10 26 of of ADP 2v23vt17z7z 10 27 base base NOUN 2v23vt17z7z 10 28 stations station NOUN 2v23vt17z7z 10 29 . . PUNCT 2v23vt17z7z 11 1 exploiting exploit VERB 2v23vt17z7z 11 2 the the DET 2v23vt17z7z 11 3 independence independence NOUN 2v23vt17z7z 11 4 between between ADP 2v23vt17z7z 11 5 the the DET 2v23vt17z7z 11 6 small small ADJ 2v23vt17z7z 11 7 - - PUNCT 2v23vt17z7z 11 8 scale scale NOUN 2v23vt17z7z 11 9 fading fading ADJ 2v23vt17z7z 11 10 and and CCONJ 2v23vt17z7z 11 11 large large ADJ 2v23vt17z7z 11 12 - - PUNCT 2v23vt17z7z 11 13 scale scale NOUN 2v23vt17z7z 11 14 path path NOUN 2v23vt17z7z 11 15 loss loss NOUN 2v23vt17z7z 11 16 , , PUNCT 2v23vt17z7z 11 17 we we PRON 2v23vt17z7z 11 18 derive derive VERB 2v23vt17z7z 11 19 the the DET 2v23vt17z7z 11 20 separability separability NOUN 2v23vt17z7z 11 21 of of ADP 2v23vt17z7z 11 22 the the DET 2v23vt17z7z 11 23 meta meta ADJ 2v23vt17z7z 11 24 distributions distribution NOUN 2v23vt17z7z 11 25 for for ADP 2v23vt17z7z 11 26 arbitrary arbitrary ADJ 2v23vt17z7z 11 27 fading fading NOUN 2v23vt17z7z 11 28 . . PUNCT 2v23vt17z7z 12 1 in in ADP 2v23vt17z7z 12 2 the the DET 2v23vt17z7z 12 3 second second ADJ 2v23vt17z7z 12 4 part part NOUN 2v23vt17z7z 12 5 , , PUNCT 2v23vt17z7z 12 6 we we PRON 2v23vt17z7z 12 7 quantify quantify VERB 2v23vt17z7z 12 8 the the DET 2v23vt17z7z 12 9 performance performance NOUN 2v23vt17z7z 12 10 gap gap NOUN 2v23vt17z7z 12 11 between between ADP 2v23vt17z7z 12 12 the the DET 2v23vt17z7z 12 13 typical typical ADJ 2v23vt17z7z 12 14 user user NOUN 2v23vt17z7z 12 15 and and CCONJ 2v23vt17z7z 12 16 the the DET 2v23vt17z7z 12 17 cell cell NOUN 2v23vt17z7z 12 18 edge edge NOUN 2v23vt17z7z 12 19 users user NOUN 2v23vt17z7z 12 20 ; ; PUNCT 2v23vt17z7z 12 21 then then ADV 2v23vt17z7z 12 22 we we PRON 2v23vt17z7z 12 23 investigate investigate VERB 2v23vt17z7z 12 24 cooperative cooperative ADJ 2v23vt17z7z 12 25 transmissions transmission NOUN 2v23vt17z7z 12 26 to to PART 2v23vt17z7z 12 27 improve improve VERB 2v23vt17z7z 12 28 the the DET 2v23vt17z7z 12 29 performance performance NOUN 2v23vt17z7z 12 30 of of ADP 2v23vt17z7z 12 31 the the DET 2v23vt17z7z 12 32 latter latter ADJ 2v23vt17z7z 12 33 . . PUNCT 2v23vt17z7z 13 1 the the DET 2v23vt17z7z 13 2 last last ADJ 2v23vt17z7z 13 3 part part NOUN 2v23vt17z7z 13 4 focuses focus VERB 2v23vt17z7z 13 5 on on ADP 2v23vt17z7z 13 6 the the DET 2v23vt17z7z 13 7 correlation correlation NOUN 2v23vt17z7z 13 8 between between ADP 2v23vt17z7z 13 9 the the DET 2v23vt17z7z 13 10 irregular irregular ADJ 2v23vt17z7z 13 11 base base NOUN 2v23vt17z7z 13 12 station station NOUN 2v23vt17z7z 13 13 deployment deployment NOUN 2v23vt17z7z 13 14 and and CCONJ 2v23vt17z7z 13 15 the the DET 2v23vt17z7z 13 16 large large ADJ 2v23vt17z7z 13 17 - - PUNCT 2v23vt17z7z 13 18 scale scale NOUN 2v23vt17z7z 13 19 propagation propagation NOUN 2v23vt17z7z 13 20 conditions condition NOUN 2v23vt17z7z 13 21 . . PUNCT 2v23vt17z7z 14 1 we we PRON 2v23vt17z7z 14 2 show show VERB 2v23vt17z7z 14 3 that that SCONJ 2v23vt17z7z 14 4 properly properly ADV 2v23vt17z7z 14 5 accounting account VERB 2v23vt17z7z 14 6 for for ADP 2v23vt17z7z 14 7 this this DET 2v23vt17z7z 14 8 correlation correlation NOUN 2v23vt17z7z 14 9 reveals reveal VERB 2v23vt17z7z 14 10 a a DET 2v23vt17z7z 14 11 critical critical ADJ 2v23vt17z7z 14 12 deployment deployment NOUN 2v23vt17z7z 14 13 gain gain NOUN 2v23vt17z7z 14 14 over over ADP 2v23vt17z7z 14 15 models model NOUN 2v23vt17z7z 14 16 that that PRON 2v23vt17z7z 14 17 ignore ignore VERB 2v23vt17z7z 14 18 the the DET 2v23vt17z7z 14 19 dependence dependence NOUN 2v23vt17z7z 14 20 . . PUNCT