{"id":"https://openalex.org/W3114797807","doi":"https://doi.org/10.1145/3430984.3431003","title":"Robust resource demand estimation using hierarchical Bayesian model in a distributed service system","display_name":"Robust resource demand estimation using hierarchical Bayesian model in a distributed service system","publication_year":2020,"publication_date":"2020-12-28","ids":{"openalex":"https://openalex.org/W3114797807","doi":"https://doi.org/10.1145/3430984.3431003","mag":"3114797807"},"language":"en","primary_location":{"id":"doi:10.1145/3430984.3431003","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3430984.3431003","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM India Joint International Conference on Data Science & Management of Data (8th ACM IKDD CODS & 26th COMAD)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061683904","display_name":"Sumanta Mukherjee","orcid":"https://orcid.org/0000-0001-7812-1257"},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sumanta Mukherjee","raw_affiliation_strings":["IBM Research - India, India"],"affiliations":[{"raw_affiliation_string":"IBM Research - India, India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016793863","display_name":"Krishnasuri Narayanam","orcid":"https://orcid.org/0000-0002-1580-9959"},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Krishnasuri Narayanam","raw_affiliation_strings":["IBM Research - India, India"],"affiliations":[{"raw_affiliation_string":"IBM Research - India, India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069115539","display_name":"Nupur Aggarwal","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nupur Aggarwal","raw_affiliation_strings":["IBM Research - India, India"],"affiliations":[{"raw_affiliation_string":"IBM Research - India, India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059652479","display_name":"Digbalay Bose","orcid":"https://orcid.org/0000-0002-5281-1695"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Digbalay Bose","raw_affiliation_strings":["University of Southern California, USA"],"affiliations":[{"raw_affiliation_string":"University of Southern California, USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016911500","display_name":"Amith Singhee","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amith Singhee","raw_affiliation_strings":["IBM Research - India, India"],"affiliations":[{"raw_affiliation_string":"IBM Research - India, India","institution_ids":["https://openalex.org/I4210103279"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5061683904"],"corresponding_institution_ids":["https://openalex.org/I4210103279"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26591122,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"350","last_page":"358"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9765999913215637,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7721874117851257},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6642323732376099},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.621949315071106},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.6079038977622986},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.508806049823761},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.44864046573638916},{"id":"https://openalex.org/keywords/categorical-variable","display_name":"Categorical variable","score":0.43424245715141296},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33883580565452576},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.33298003673553467},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2318921983242035},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14166948199272156},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08146560192108154}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7721874117851257},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6642323732376099},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.621949315071106},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.6079038977622986},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.508806049823761},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.44864046573638916},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.43424245715141296},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33883580565452576},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.33298003673553467},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2318921983242035},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14166948199272156},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08146560192108154},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3430984.3431003","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3430984.3431003","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd ACM India Joint International Conference on Data Science & Management of Data (8th ACM IKDD CODS & 26th COMAD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4399999976158142,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W933982334","https://openalex.org/W1634346717","https://openalex.org/W2040959299","https://openalex.org/W2052805238","https://openalex.org/W2082290707","https://openalex.org/W2098576034","https://openalex.org/W2114933419","https://openalex.org/W2156483112","https://openalex.org/W2159226342","https://openalex.org/W2245860473","https://openalex.org/W2295598076","https://openalex.org/W2314381929","https://openalex.org/W2331474426","https://openalex.org/W2412717324","https://openalex.org/W2514575897","https://openalex.org/W2787841522","https://openalex.org/W3020204246","https://openalex.org/W3102476541","https://openalex.org/W3148689316","https://openalex.org/W3152507489","https://openalex.org/W4248681815"],"related_works":["https://openalex.org/W4386799044","https://openalex.org/W2773208253","https://openalex.org/W2560646951","https://openalex.org/W4297454206","https://openalex.org/W65104662","https://openalex.org/W1871748041","https://openalex.org/W2362286668","https://openalex.org/W2133382151","https://openalex.org/W2153339597","https://openalex.org/W1528412344"],"abstract_inverted_index":{"Robust":[0],"resource":[1,25,51,83,115,159,186,203,206],"demand":[2,26,52,84,116,180,187,204],"prediction":[3,85,117,181],"is":[4,141],"crucial":[5],"for":[6,81],"efficient":[7],"allocation":[8],"of":[9,33,57,63,96,143,157],"resources":[10],"to":[11,29,48,66,86,109,149,162,189,209],"service":[12,17,34,58,133,172,216],"requests":[13,35],"in":[14,24,38,71,126],"a":[15,61,77,150,195,215],"distributed":[16],"delivery":[18],"system.":[19],"There":[20],"are":[21],"two":[22],"problems":[23],"prediction:":[27],"firstly":[28],"estimate":[30,49],"the":[31,50,54,68,88,94,106,155,158,192,212],"volume":[32,56],"that":[36,104,131,164],"come":[37],"at":[39,44],"different":[40,45],"time":[41],"points":[42],"and":[43,101,174,201],"geo-locations,":[46],"secondly":[47],"given":[53],"estimated":[55],"requests.":[59],"While":[60],"lot":[62],"literature":[64],"exists":[65],"address":[67,87],"first":[69],"problem,":[70],"this":[72],"work,":[73],"we":[74],"have":[75],"proposed":[76],"data-driven":[78],"statistical":[79],"method":[80,92,129,167],"robust":[82],"second":[89],"problem.":[90],"The":[91,128,179],"automates":[93],"identification":[95],"various":[97],"system":[98,107],"operational":[99],"characteristics":[100],"contributing":[102],"factors":[103],"influence":[105],"behavior":[108],"generate":[110],"an":[111,184],"adaptive":[112],"low":[113],"variance":[114],"model.":[118],"Factors":[119],"can":[120],"be":[121],"either":[122],"continuous":[123],"or":[124],"categorical":[125],"nature.":[127],"assumes":[130],"each":[132],"request":[134,217],"resolution":[135],"involves":[136],"multiple":[137,144],"tasks.":[138],"Each":[139,146],"task":[140,147,151,196,219],"composed":[142],"activities.":[145],"belongs":[148],"type,":[152,207],"based":[153],"on":[154],"type":[156],"it":[160],"requires":[161],"resolve":[163,190,210],"task.":[165,178],"Our":[166],"supports":[168],"configurable":[169,175],"tasks":[170],"per":[171,177],"request,":[173],"activities":[176,193,213],"model":[182],"produces":[183],"aggregated":[185,202],"required":[188,208],"all":[191,211],"under":[194,214],"by":[197,205,218],"activity":[198],"sequence":[199,220],"modeling;":[200],"modeling.":[221]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}