id sid tid token lemma pos 37720c49z2p 1 1 the the DET 37720c49z2p 1 2 term term NOUN 37720c49z2p 1 3 cloud cloud NOUN 37720c49z2p 1 4 computing computing NOUN 37720c49z2p 1 5 has have AUX 37720c49z2p 1 6 been be AUX 37720c49z2p 1 7 used use VERB 37720c49z2p 1 8 to to PART 37720c49z2p 1 9 define define VERB 37720c49z2p 1 10 commoditized commoditized ADJ 37720c49z2p 1 11 clusters cluster NOUN 37720c49z2p 1 12 of of ADP 37720c49z2p 1 13 server server NOUN 37720c49z2p 1 14 nodes node NOUN 37720c49z2p 1 15 where where SCONJ 37720c49z2p 1 16 elasticity elasticity NOUN 37720c49z2p 1 17 and and CCONJ 37720c49z2p 1 18 on on ADP 37720c49z2p 1 19 - - PUNCT 37720c49z2p 1 20 demand demand NOUN 37720c49z2p 1 21 resource resource NOUN 37720c49z2p 1 22 provisioning provisioning NOUN 37720c49z2p 1 23 facilitate facilitate VERB 37720c49z2p 1 24 the the DET 37720c49z2p 1 25 efficient efficient ADJ 37720c49z2p 1 26 processing processing NOUN 37720c49z2p 1 27 of of ADP 37720c49z2p 1 28 user user NOUN 37720c49z2p 1 29 applications application NOUN 37720c49z2p 1 30 and and CCONJ 37720c49z2p 1 31 services service NOUN 37720c49z2p 1 32 . . PUNCT 37720c49z2p 2 1 a a DET 37720c49z2p 2 2 promise promise NOUN 37720c49z2p 2 3 of of ADP 37720c49z2p 2 4 the the DET 37720c49z2p 2 5 cloud cloud NOUN 37720c49z2p 2 6 computing computing NOUN 37720c49z2p 2 7 paradigm paradigm NOUN 37720c49z2p 2 8 is be AUX 37720c49z2p 2 9 that that SCONJ 37720c49z2p 2 10 workflows workflow NOUN 37720c49z2p 2 11 can can AUX 37720c49z2p 2 12 be be AUX 37720c49z2p 2 13 hosted host VERB 37720c49z2p 2 14 and and CCONJ 37720c49z2p 2 15 managed manage VERB 37720c49z2p 2 16 more more ADV 37720c49z2p 2 17 efficiently efficiently ADV 37720c49z2p 2 18 based base VERB 37720c49z2p 2 19 on on ADP 37720c49z2p 2 20 the the DET 37720c49z2p 2 21 new new ADJ 37720c49z2p 2 22 level level NOUN 37720c49z2p 2 23 of of ADP 37720c49z2p 2 24 dynamism dynamism NOUN 37720c49z2p 2 25 and and CCONJ 37720c49z2p 2 26 control control NOUN 37720c49z2p 2 27 . . PUNCT 37720c49z2p 3 1 however however ADV 37720c49z2p 3 2 , , PUNCT 37720c49z2p 3 3 new new ADJ 37720c49z2p 3 4 requirements requirement NOUN 37720c49z2p 3 5 and and CCONJ 37720c49z2p 3 6 challenges challenge NOUN 37720c49z2p 3 7 arise arise VERB 37720c49z2p 3 8 when when SCONJ 37720c49z2p 3 9 leveraging leverage VERB 37720c49z2p 3 10 cloud cloud NOUN 37720c49z2p 3 11 techniques technique NOUN 37720c49z2p 3 12 in in ADP 37720c49z2p 3 13 this this DET 37720c49z2p 3 14 manner manner NOUN 37720c49z2p 3 15 . . PUNCT 37720c49z2p 4 1 this this DET 37720c49z2p 4 2 dissertation dissertation NOUN 37720c49z2p 4 3 explores explore VERB 37720c49z2p 4 4 the the DET 37720c49z2p 4 5 monitoring monitoring NOUN 37720c49z2p 4 6 , , PUNCT 37720c49z2p 4 7 configuration configuration NOUN 37720c49z2p 4 8 and and CCONJ 37720c49z2p 4 9 dynamic dynamic ADJ 37720c49z2p 4 10 resource resource NOUN 37720c49z2p 4 11 management management NOUN 37720c49z2p 4 12 of of ADP 37720c49z2p 4 13 service service NOUN 37720c49z2p 4 14 workflows workflow NOUN 37720c49z2p 4 15 in in ADP 37720c49z2p 4 16 a a DET 37720c49z2p 4 17 cloud cloud ADJ 37720c49z2p 4 18 environment environment NOUN 37720c49z2p 4 19 . . PUNCT 37720c49z2p 5 1 a a DET 37720c49z2p 5 2 major major ADJ 37720c49z2p 5 3 contribution contribution NOUN 37720c49z2p 5 4 is be AUX 37720c49z2p 5 5 to to PART 37720c49z2p 5 6 utilize utilize VERB 37720c49z2p 5 7 the the DET 37720c49z2p 5 8 dynamism dynamism NOUN 37720c49z2p 5 9 of of ADP 37720c49z2p 5 10 virtualized virtualized ADJ 37720c49z2p 5 11 cloud cloud NOUN 37720c49z2p 5 12 resources resource NOUN 37720c49z2p 5 13 in in ADP 37720c49z2p 5 14 various various ADJ 37720c49z2p 5 15 workflow workflow NOUN 37720c49z2p 5 16 management management NOUN 37720c49z2p 5 17 operations operation NOUN 37720c49z2p 5 18 . . PUNCT 37720c49z2p 6 1 several several ADJ 37720c49z2p 6 2 algorithms algorithm NOUN 37720c49z2p 6 3 are be AUX 37720c49z2p 6 4 proposed propose VERB 37720c49z2p 6 5 throughout throughout ADP 37720c49z2p 6 6 the the DET 37720c49z2p 6 7 dissertation dissertation NOUN 37720c49z2p 6 8 , , PUNCT 37720c49z2p 6 9 each each PRON 37720c49z2p 6 10 focusing focus VERB 37720c49z2p 6 11 on on ADP 37720c49z2p 6 12 a a DET 37720c49z2p 6 13 different different ADJ 37720c49z2p 6 14 aspect aspect NOUN 37720c49z2p 6 15 of of ADP 37720c49z2p 6 16 the the DET 37720c49z2p 6 17 larger large ADJ 37720c49z2p 6 18 problem problem NOUN 37720c49z2p 6 19 , , PUNCT 37720c49z2p 6 20 from from ADP 37720c49z2p 6 21 monitoring monitor VERB 37720c49z2p 6 22 individual individual ADJ 37720c49z2p 6 23 services service NOUN 37720c49z2p 6 24 , , PUNCT 37720c49z2p 6 25 to to ADP 37720c49z2p 6 26 placing place VERB 37720c49z2p 6 27 a a DET 37720c49z2p 6 28 new new ADJ 37720c49z2p 6 29 service service NOUN 37720c49z2p 6 30 workflow workflow NOUN 37720c49z2p 6 31 in in ADP 37720c49z2p 6 32 the the DET 37720c49z2p 6 33 cloud cloud NOUN 37720c49z2p 6 34 , , PUNCT 37720c49z2p 6 35 to to PART 37720c49z2p 6 36 dynamically dynamically ADV 37720c49z2p 6 37 reallocating reallocate VERB 37720c49z2p 6 38 resources resource NOUN 37720c49z2p 6 39 across across ADP 37720c49z2p 6 40 different different ADJ 37720c49z2p 6 41 services service NOUN 37720c49z2p 6 42 to to PART 37720c49z2p 6 43 satisfy satisfy VERB 37720c49z2p 6 44 demands demand NOUN 37720c49z2p 6 45 and and CCONJ 37720c49z2p 6 46 reduce reduce VERB 37720c49z2p 6 47 costs cost NOUN 37720c49z2p 6 48 . . PUNCT 37720c49z2p 7 1 the the DET 37720c49z2p 7 2 goal goal NOUN 37720c49z2p 7 3 is be AUX 37720c49z2p 7 4 to to PART 37720c49z2p 7 5 add add VERB 37720c49z2p 7 6 an an DET 37720c49z2p 7 7 end end NOUN 37720c49z2p 7 8 - - PUNCT 37720c49z2p 7 9 to to ADP 37720c49z2p 7 10 - - PUNCT 37720c49z2p 7 11 end end NOUN 37720c49z2p 7 12 solution solution NOUN 37720c49z2p 7 13 to to ADP 37720c49z2p 7 14 the the DET 37720c49z2p 7 15 cloud cloud NOUN 37720c49z2p 7 16 provider provider NOUN 37720c49z2p 7 17 's 's PART 37720c49z2p 7 18 offerings offering NOUN 37720c49z2p 7 19 to to PART 37720c49z2p 7 20 workflow workflow VERB 37720c49z2p 7 21 owners owner NOUN 37720c49z2p 7 22 so so SCONJ 37720c49z2p 7 23 that that SCONJ 37720c49z2p 7 24 the the DET 37720c49z2p 7 25 latter latter ADJ 37720c49z2p 7 26 can can AUX 37720c49z2p 7 27 host host VERB 37720c49z2p 7 28 their their PRON 37720c49z2p 7 29 workflows workflow NOUN 37720c49z2p 7 30 in in ADP 37720c49z2p 7 31 the the DET 37720c49z2p 7 32 cloud cloud NOUN 37720c49z2p 7 33 smoothly smoothly ADV 37720c49z2p 7 34 without without ADP 37720c49z2p 7 35 worrying worry VERB 37720c49z2p 7 36 about about ADP 37720c49z2p 7 37 managing manage VERB 37720c49z2p 7 38 the the DET 37720c49z2p 7 39 underlying underlie VERB 37720c49z2p 7 40 cloud cloud NOUN 37720c49z2p 7 41 resources resource NOUN 37720c49z2p 7 42 themselves themselves PRON 37720c49z2p 7 43 . . PUNCT 37720c49z2p 8 1 we we PRON 37720c49z2p 8 2 show show VERB 37720c49z2p 8 3 through through ADP 37720c49z2p 8 4 experimental experimental ADJ 37720c49z2p 8 5 results result NOUN 37720c49z2p 8 6 , , PUNCT 37720c49z2p 8 7 from from ADP 37720c49z2p 8 8 both both PRON 37720c49z2p 8 9 real real ADJ 37720c49z2p 8 10 world world NOUN 37720c49z2p 8 11 cluster cluster NOUN 37720c49z2p 8 12 trace trace NOUN 37720c49z2p 8 13 logs log NOUN 37720c49z2p 8 14 and and CCONJ 37720c49z2p 8 15 synthetic synthetic ADJ 37720c49z2p 8 16 data datum NOUN 37720c49z2p 8 17 , , PUNCT 37720c49z2p 8 18 that that SCONJ 37720c49z2p 8 19 the the DET 37720c49z2p 8 20 proposed propose VERB 37720c49z2p 8 21 approaches approach NOUN 37720c49z2p 8 22 can can AUX 37720c49z2p 8 23 perform perform VERB 37720c49z2p 8 24 various various ADJ 37720c49z2p 8 25 management management NOUN 37720c49z2p 8 26 tasks task NOUN 37720c49z2p 8 27 for for ADP 37720c49z2p 8 28 service service NOUN 37720c49z2p 8 29 workflows workflow NOUN 37720c49z2p 8 30 efficiently efficiently ADV 37720c49z2p 8 31 . . PUNCT