{"id":"https://openalex.org/W2469151340","doi":"https://doi.org/10.1109/noms.2016.7502958","title":"Collating time-series resource data for system-wide job profiling","display_name":"Collating time-series resource data for system-wide job profiling","publication_year":2016,"publication_date":"2016-04-01","ids":{"openalex":"https://openalex.org/W2469151340","doi":"https://doi.org/10.1109/noms.2016.7502958","mag":"2469151340"},"language":"en","primary_location":{"id":"doi:10.1109/noms.2016.7502958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms.2016.7502958","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium","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/A5061842203","display_name":"Cody Bumgardner","orcid":"https://orcid.org/0000-0001-9588-3501"},"institutions":[{"id":"https://openalex.org/I143302722","display_name":"University of Kentucky","ror":"https://ror.org/02k3smh20","country_code":"US","type":"education","lineage":["https://openalex.org/I143302722"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"V. K. Cody Bumgardner","raw_affiliation_strings":["University of Kentucky, Lexington, KY, US"],"affiliations":[{"raw_affiliation_string":"University of Kentucky, Lexington, KY, US","institution_ids":["https://openalex.org/I143302722"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048411051","display_name":"Victor W. Marek","orcid":"https://orcid.org/0000-0002-1369-5177"},"institutions":[{"id":"https://openalex.org/I143302722","display_name":"University of Kentucky","ror":"https://ror.org/02k3smh20","country_code":"US","type":"education","lineage":["https://openalex.org/I143302722"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Victor W. Marek","raw_affiliation_strings":["Department of Computer Science, University of Kentucky Lexington, Kentucky, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Kentucky Lexington, Kentucky, USA","institution_ids":["https://openalex.org/I143302722"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066944271","display_name":"Ray L. Hyatt","orcid":null},"institutions":[{"id":"https://openalex.org/I143302722","display_name":"University of Kentucky","ror":"https://ror.org/02k3smh20","country_code":"US","type":"education","lineage":["https://openalex.org/I143302722"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ray L. Hyatt","raw_affiliation_strings":["Department of Computer Science, University of Kentucky Lexington, Kentucky, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Kentucky Lexington, Kentucky, USA","institution_ids":["https://openalex.org/I143302722"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5061842203"],"corresponding_institution_ids":["https://openalex.org/I143302722"],"apc_list":null,"apc_paid":null,"fwci":1.3609,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86091859,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1043","last_page":"1048"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994999766349792,"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":0.9994999766349792,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/profiling","display_name":"Profiling (computer programming)","score":0.8374032378196716},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8066746592521667},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7480671405792236},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7017571926116943},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5571938753128052},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.42090755701065063},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38457849621772766},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3829181492328644},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3665224313735962},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3208851218223572},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.24967443943023682},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.0958789587020874}],"concepts":[{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.8374032378196716},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8066746592521667},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7480671405792236},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7017571926116943},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5571938753128052},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.42090755701065063},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38457849621772766},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3829181492328644},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3665224313735962},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3208851218223572},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.24967443943023682},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0958789587020874}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/noms.2016.7502958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/noms.2016.7502958","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NOMS 2016 - 2016 IEEE/IFIP Network Operations and Management Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.5799999833106995,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1482061752","https://openalex.org/W1560179297","https://openalex.org/W1596936080","https://openalex.org/W1736816662","https://openalex.org/W1745980198","https://openalex.org/W1854079585","https://openalex.org/W1890713732","https://openalex.org/W1959671196","https://openalex.org/W1973696811","https://openalex.org/W1977110635","https://openalex.org/W1977556410","https://openalex.org/W1984712701","https://openalex.org/W2003526442","https://openalex.org/W2021615496","https://openalex.org/W2042742070","https://openalex.org/W2043701535","https://openalex.org/W2044436985","https://openalex.org/W2084653252","https://openalex.org/W2107310869","https://openalex.org/W2111556044","https://openalex.org/W2115110170","https://openalex.org/W2122878758","https://openalex.org/W2141992894","https://openalex.org/W2143039774","https://openalex.org/W2153456949","https://openalex.org/W2154983209","https://openalex.org/W2170715240","https://openalex.org/W2173213060","https://openalex.org/W2276193635","https://openalex.org/W2295862081","https://openalex.org/W2301577677","https://openalex.org/W3015385986","https://openalex.org/W3152703111","https://openalex.org/W3158361138","https://openalex.org/W4241335538","https://openalex.org/W4250981202","https://openalex.org/W6628680360","https://openalex.org/W6637730800","https://openalex.org/W6639500269","https://openalex.org/W6697739871"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W4390608645","https://openalex.org/W2004734601","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525","https://openalex.org/W2620865396"],"abstract_inverted_index":{"Through":[0],"the":[1,40,118],"collection":[2],"and":[3,10,17,33,39,65,70,75,85,128,142],"association":[4],"of":[5,52,109,120,125,137],"discrete":[6,36],"time-series":[7,37,91],"resource":[8,19,140],"metrics":[9,38,92],"workloads,":[11],"we":[12,82],"can":[13],"both":[14],"provide":[15],"benchmark":[16],"intra-job":[18],"collations,":[20],"along":[21],"with":[22],"system-wide":[23,129],"job":[24],"profiling.":[25],"Traditional":[26],"RDBMSes":[27],"are":[28],"not":[29],"designed":[30],"to":[31,72],"store":[32],"process":[34],"long-term":[35,50],"commonly":[41],"used":[42],"resolution-reducing":[43],"round":[44],"robin":[45],"databases":[46],"(RRDB),":[47],"make":[48],"poor":[49],"sources":[51],"data":[53,138],"for":[54,122,139],"workload":[55],"analytics.":[56],"We":[57],"implemented":[58],"a":[59,88,106,134],"system":[60,81,112],"that":[61],"employs":[62],"\u201cBig-data\u201d":[63],"(Hadoop/HBase)":[64],"other":[66],"analytics":[67],"(R)":[68],"techniques":[69],"tools":[71],"store,":[73],"process,":[74],"characterize":[76],"HPC":[77],"workloads.":[78,110],"Using":[79],"this":[80],"have":[83],"collected":[84],"processed":[86],"over":[87,101],"30":[89],"billion":[90],"from":[93],"existing":[94],"short-term":[95],"high-resolution":[96],"(15-sec":[97],"RRDB)":[98],"sources,":[99],"profiling":[100,130],"200":[102],"thousand":[103],"jobs":[104,127],"across":[105],"wide":[107],"spectrum":[108],"The":[111],"is":[113],"currently":[114],"in":[115],"use":[116],"at":[117],"University":[119],"Kentucky":[121],"better":[123],"understanding":[124],"individual":[126],"as":[131,133],"well":[132],"strategic":[135],"source":[136],"allocation":[141],"future":[143],"acquisitions.":[144]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}