id sid tid token lemma pos ms35t725p2j 1 1 in in ADP ms35t725p2j 1 2 the the DET ms35t725p2j 1 3 course course NOUN ms35t725p2j 1 4 of of ADP ms35t725p2j 1 5 an an DET ms35t725p2j 1 6 enterprise enterprise NOUN ms35t725p2j 1 7 cloud cloud NOUN ms35t725p2j 1 8 migration migration NOUN ms35t725p2j 1 9 effort effort NOUN ms35t725p2j 1 10 , , PUNCT ms35t725p2j 1 11 engineers engineer NOUN ms35t725p2j 1 12 often often ADV ms35t725p2j 1 13 rely rely VERB ms35t725p2j 1 14 on on ADP ms35t725p2j 1 15 domain domain NOUN ms35t725p2j 1 16 knowledge knowledge NOUN ms35t725p2j 1 17 or or CCONJ ms35t725p2j 1 18 employ employ VERB ms35t725p2j 1 19 a a DET ms35t725p2j 1 20 heuristic heuristic ADJ ms35t725p2j 1 21 approach approach NOUN ms35t725p2j 1 22 when when SCONJ ms35t725p2j 1 23 allocating allocate VERB ms35t725p2j 1 24 resources resource NOUN ms35t725p2j 1 25 to to ADP ms35t725p2j 1 26 workloads workload NOUN ms35t725p2j 1 27 . . PUNCT ms35t725p2j 2 1 while while SCONJ ms35t725p2j 2 2 this this DET ms35t725p2j 2 3 approach approach NOUN ms35t725p2j 2 4 may may AUX ms35t725p2j 2 5 be be AUX ms35t725p2j 2 6 sufficient sufficient ADJ ms35t725p2j 2 7 for for ADP ms35t725p2j 2 8 the the DET ms35t725p2j 2 9 initial initial ADJ ms35t725p2j 2 10 lift lift NOUN ms35t725p2j 2 11 , , PUNCT ms35t725p2j 2 12 it it PRON ms35t725p2j 2 13 is be AUX ms35t725p2j 2 14 an an DET ms35t725p2j 2 15 inefficient inefficient ADJ ms35t725p2j 2 16 strategy strategy NOUN ms35t725p2j 2 17 for for ADP ms35t725p2j 2 18 ongoing ongoing ADJ ms35t725p2j 2 19 data datum NOUN ms35t725p2j 2 20 center center NOUN ms35t725p2j 2 21 operations operation NOUN ms35t725p2j 2 22 in in ADP ms35t725p2j 2 23 the the DET ms35t725p2j 2 24 cloud cloud NOUN ms35t725p2j 2 25 . . PUNCT ms35t725p2j 3 1 it it PRON ms35t725p2j 3 2 increases increase VERB ms35t725p2j 3 3 the the DET ms35t725p2j 3 4 risk risk NOUN ms35t725p2j 3 5 of of ADP ms35t725p2j 3 6 over over NOUN ms35t725p2j 3 7 - - PUNCT ms35t725p2j 3 8 provisioning provisioning NOUN ms35t725p2j 3 9 , , PUNCT ms35t725p2j 3 10 which which PRON ms35t725p2j 3 11 results result VERB ms35t725p2j 3 12 in in ADP ms35t725p2j 3 13 increased increase VERB ms35t725p2j 3 14 total total ADJ ms35t725p2j 3 15 cost cost NOUN ms35t725p2j 3 16 of of ADP ms35t725p2j 3 17 ownership ownership NOUN ms35t725p2j 3 18 . . PUNCT ms35t725p2j 4 1 it it PRON ms35t725p2j 4 2 also also ADV ms35t725p2j 4 3 increases increase VERB ms35t725p2j 4 4 the the DET ms35t725p2j 4 5 risk risk NOUN ms35t725p2j 4 6 of of ADP ms35t725p2j 4 7 under under NOUN ms35t725p2j 4 8 - - PUNCT ms35t725p2j 4 9 provisioning provisioning NOUN ms35t725p2j 4 10 , , PUNCT ms35t725p2j 4 11 which which PRON ms35t725p2j 4 12 increases increase VERB ms35t725p2j 4 13 the the DET ms35t725p2j 4 14 potential potential NOUN ms35t725p2j 4 15 for for ADP ms35t725p2j 4 16 service service NOUN ms35t725p2j 4 17 level level NOUN ms35t725p2j 4 18 agreement agreement NOUN ms35t725p2j 4 19 violations violation NOUN ms35t725p2j 4 20 . . PUNCT ms35t725p2j 5 1 this this DET ms35t725p2j 5 2 research research NOUN ms35t725p2j 5 3 presents present VERB ms35t725p2j 5 4 an an DET ms35t725p2j 5 5 analytic analytic ADJ ms35t725p2j 5 6 approach approach NOUN ms35t725p2j 5 7 to to PART ms35t725p2j 5 8 workload workload NOUN ms35t725p2j 5 9 resource resource NOUN ms35t725p2j 5 10 allocation allocation NOUN ms35t725p2j 5 11 in in ADP ms35t725p2j 5 12 the the DET ms35t725p2j 5 13 cloud cloud NOUN ms35t725p2j 5 14 . . PUNCT ms35t725p2j 6 1 it it PRON ms35t725p2j 6 2 presents present VERB ms35t725p2j 6 3 techniques technique NOUN ms35t725p2j 6 4 to to PART ms35t725p2j 6 5 analyze analyze VERB ms35t725p2j 6 6 and and CCONJ ms35t725p2j 6 7 model model VERB ms35t725p2j 6 8 the the DET ms35t725p2j 6 9 characteristics characteristic NOUN ms35t725p2j 6 10 and and CCONJ ms35t725p2j 6 11 patterns pattern NOUN ms35t725p2j 6 12 of of ADP ms35t725p2j 6 13 workloads workload NOUN ms35t725p2j 6 14 within within ADP ms35t725p2j 6 15 a a DET ms35t725p2j 6 16 cloud cloud NOUN ms35t725p2j 6 17 computing computing NOUN ms35t725p2j 6 18 environment environment NOUN ms35t725p2j 6 19 . . PUNCT ms35t725p2j 7 1 it it PRON ms35t725p2j 7 2 also also ADV ms35t725p2j 7 3 presents present VERB ms35t725p2j 7 4 an an DET ms35t725p2j 7 5 approach approach NOUN ms35t725p2j 7 6 with with ADP ms35t725p2j 7 7 which which PRON ms35t725p2j 7 8 to to PART ms35t725p2j 7 9 learn learn VERB ms35t725p2j 7 10 from from ADP ms35t725p2j 7 11 prior prior ADJ ms35t725p2j 7 12 workload workload NOUN ms35t725p2j 7 13 behavior behavior NOUN ms35t725p2j 7 14 and and CCONJ ms35t725p2j 7 15 prescribe prescribe VERB ms35t725p2j 7 16 an an DET ms35t725p2j 7 17 optimal optimal ADJ ms35t725p2j 7 18 resource resource NOUN ms35t725p2j 7 19 allocation allocation NOUN ms35t725p2j 7 20 scheme scheme NOUN ms35t725p2j 7 21 or or CCONJ ms35t725p2j 7 22 optimization optimization NOUN ms35t725p2j 7 23 policy policy NOUN ms35t725p2j 7 24 based base VERB ms35t725p2j 7 25 on on ADP ms35t725p2j 7 26 set set ADJ ms35t725p2j 7 27 objectives objective NOUN ms35t725p2j 7 28 and and CCONJ ms35t725p2j 7 29 constraints constraint NOUN ms35t725p2j 7 30 . . PUNCT ms35t725p2j 8 1 finally finally ADV ms35t725p2j 8 2 , , PUNCT ms35t725p2j 8 3 the the DET ms35t725p2j 8 4 work work NOUN ms35t725p2j 8 5 presents present VERB ms35t725p2j 8 6 an an DET ms35t725p2j 8 7 approach approach NOUN ms35t725p2j 8 8 to to PART ms35t725p2j 8 9 predict predict VERB ms35t725p2j 8 10 how how SCONJ ms35t725p2j 8 11 workload workload NOUN ms35t725p2j 8 12 characteristics characteristic NOUN ms35t725p2j 8 13 will will AUX ms35t725p2j 8 14 change change VERB ms35t725p2j 8 15 as as ADP ms35t725p2j 8 16 a a DET ms35t725p2j 8 17 result result NOUN ms35t725p2j 8 18 of of ADP ms35t725p2j 8 19 variations variation NOUN ms35t725p2j 8 20 in in ADP ms35t725p2j 8 21 allocated allocate VERB ms35t725p2j 8 22 resource resource NOUN ms35t725p2j 8 23 parameters parameter NOUN ms35t725p2j 8 24 . . PUNCT ms35t725p2j 9 1 this this PRON ms35t725p2j 9 2 is be AUX ms35t725p2j 9 3 critical critical ADJ ms35t725p2j 9 4 in in ADP ms35t725p2j 9 5 order order NOUN ms35t725p2j 9 6 to to PART ms35t725p2j 9 7 understand understand VERB ms35t725p2j 9 8 the the DET ms35t725p2j 9 9 impact impact NOUN ms35t725p2j 9 10 of of ADP ms35t725p2j 9 11 proposed propose VERB ms35t725p2j 9 12 optimization optimization NOUN ms35t725p2j 9 13 policies policy NOUN ms35t725p2j 9 14 , , PUNCT ms35t725p2j 9 15 so so SCONJ ms35t725p2j 9 16 they they PRON ms35t725p2j 9 17 can can AUX ms35t725p2j 9 18 be be AUX ms35t725p2j 9 19 validated validate VERB ms35t725p2j 9 20 before before ADP ms35t725p2j 9 21 being be AUX ms35t725p2j 9 22 implemented implement VERB ms35t725p2j 9 23 in in ADP ms35t725p2j 9 24 real real ADJ ms35t725p2j 9 25 world world NOUN ms35t725p2j 9 26 environments.workload environments.workload NOUN ms35t725p2j 9 27 modeling modeling NOUN ms35t725p2j 9 28 and and CCONJ ms35t725p2j 9 29 resource resource NOUN ms35t725p2j 9 30 optimization optimization NOUN ms35t725p2j 9 31 in in ADP ms35t725p2j 9 32 cloud cloud NOUN ms35t725p2j 9 33 environments environment NOUN ms35t725p2j 9 34 is be AUX ms35t725p2j 9 35 challenging challenge VERB ms35t725p2j 9 36 for for ADP ms35t725p2j 9 37 several several ADJ ms35t725p2j 9 38 reasons reason NOUN ms35t725p2j 9 39 . . PUNCT ms35t725p2j 10 1 some some PRON ms35t725p2j 10 2 of of ADP ms35t725p2j 10 3 these these DET ms35t725p2j 10 4 reasons reason NOUN ms35t725p2j 10 5 include include VERB ms35t725p2j 10 6 challenges challenge NOUN ms35t725p2j 10 7 due due ADP ms35t725p2j 10 8 to to ADP ms35t725p2j 10 9 the the DET ms35t725p2j 10 10 abstraction abstraction NOUN ms35t725p2j 10 11 and and CCONJ ms35t725p2j 10 12 overhead overhead NOUN ms35t725p2j 10 13 presented present VERB ms35t725p2j 10 14 by by ADP ms35t725p2j 10 15 the the DET ms35t725p2j 10 16 virtualization virtualization NOUN ms35t725p2j 10 17 layer layer NOUN ms35t725p2j 10 18 , , PUNCT ms35t725p2j 10 19 the the DET ms35t725p2j 10 20 lack lack NOUN ms35t725p2j 10 21 of of ADP ms35t725p2j 10 22 clarity clarity NOUN ms35t725p2j 10 23 with with ADP ms35t725p2j 10 24 and and CCONJ ms35t725p2j 10 25 absence absence NOUN ms35t725p2j 10 26 of of ADP ms35t725p2j 10 27 sufficient sufficient ADJ ms35t725p2j 10 28 system system NOUN ms35t725p2j 10 29 - - PUNCT ms35t725p2j 10 30 level level NOUN ms35t725p2j 10 31 trace trace NOUN ms35t725p2j 10 32 - - PUNCT ms35t725p2j 10 33 logs log NOUN ms35t725p2j 10 34 that that PRON ms35t725p2j 10 35 correlate correlate VERB ms35t725p2j 10 36 with with ADP ms35t725p2j 10 37 performance performance NOUN ms35t725p2j 10 38 , , PUNCT ms35t725p2j 10 39 the the DET ms35t725p2j 10 40 complexity complexity NOUN ms35t725p2j 10 41 and and CCONJ ms35t725p2j 10 42 variability variability NOUN ms35t725p2j 10 43 of of ADP ms35t725p2j 10 44 workloads workload NOUN ms35t725p2j 10 45 and and CCONJ ms35t725p2j 10 46 a a DET ms35t725p2j 10 47 lack lack NOUN ms35t725p2j 10 48 of of ADP ms35t725p2j 10 49 effective effective ADJ ms35t725p2j 10 50 standards standard NOUN ms35t725p2j 10 51 for for ADP ms35t725p2j 10 52 workload workload NOUN ms35t725p2j 10 53 classification classification NOUN ms35t725p2j 10 54 and and CCONJ ms35t725p2j 10 55 forecasting forecasting NOUN ms35t725p2j 10 56 . . PUNCT ms35t725p2j 11 1 this this DET ms35t725p2j 11 2 research research NOUN ms35t725p2j 11 3 takes take VERB ms35t725p2j 11 4 these these DET ms35t725p2j 11 5 challenges challenge NOUN ms35t725p2j 11 6 into into ADP ms35t725p2j 11 7 account account NOUN ms35t725p2j 11 8 and and CCONJ ms35t725p2j 11 9 presents present VERB ms35t725p2j 11 10 mitigating mitigate VERB ms35t725p2j 11 11 approaches approach NOUN ms35t725p2j 11 12 to to ADP ms35t725p2j 11 13 them they PRON ms35t725p2j 11 14 . . PUNCT