{"id":"https://openalex.org/W2138507599","doi":"https://doi.org/10.1145/2371536.2371555","title":"Automated machine learning for autonomic computing","display_name":"Automated machine learning for autonomic computing","publication_year":2012,"publication_date":"2012-09-18","ids":{"openalex":"https://openalex.org/W2138507599","doi":"https://doi.org/10.1145/2371536.2371555","mag":"2138507599"},"language":"en","primary_location":{"id":"doi:10.1145/2371536.2371555","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2371536.2371555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th international conference on Autonomic computing","raw_type":"proceedings-article"},"type":"conference-paper","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/A5049553911","display_name":"Subutai Ahmad","orcid":"https://orcid.org/0000-0002-2141-0629"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Subutai Ahmad","raw_affiliation_strings":["Numenta, Redwood City, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Numenta, Redwood City, CA, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5049553911"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5203,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.63393729,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"103","last_page":"104"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9093999862670898,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9093999862670898,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.846373438835144},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5896672010421753},{"id":"https://openalex.org/keywords/autonomic-computing","display_name":"Autonomic computing","score":0.5790345668792725},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5733991861343384},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.47651541233062744},{"id":"https://openalex.org/keywords/streaming-data","display_name":"Streaming data","score":0.4303194284439087},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4291471242904663},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4191117584705353},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.4187161922454834},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3678458034992218},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3514760732650757},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.2912750840187073},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.267093300819397},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11425843834877014}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.846373438835144},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5896672010421753},{"id":"https://openalex.org/C558632462","wikidata":"https://www.wikidata.org/wiki/Q788172","display_name":"Autonomic computing","level":3,"score":0.5790345668792725},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5733991861343384},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.47651541233062744},{"id":"https://openalex.org/C2777611316","wikidata":"https://www.wikidata.org/wiki/Q39045282","display_name":"Streaming data","level":2,"score":0.4303194284439087},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4291471242904663},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4191117584705353},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.4187161922454834},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3678458034992218},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3514760732650757},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2912750840187073},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.267093300819397},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11425843834877014},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2371536.2371555","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2371536.2371555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th international conference on Autonomic computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2570647323","https://openalex.org/W2206805568","https://openalex.org/W2076942471","https://openalex.org/W2863268765","https://openalex.org/W4226266853","https://openalex.org/W2896245927","https://openalex.org/W4205879366","https://openalex.org/W3027285423","https://openalex.org/W2805665112","https://openalex.org/W4238120086"],"abstract_inverted_index":{"We":[0],"are":[1],"witnessing":[2],"an":[3,174],"explosion":[4],"in":[5,132,178],"the":[6,38,70,163,179],"amount":[7],"of":[8,22,63,72,100,165,181],"data":[9,39,53,166],"generated.":[10],"Every":[11],"server,":[12],"device,":[13],"and":[14,28,43,57,93,111,126,158],"system":[15,65],"is":[16,25,32,47],"able":[17],"to":[18,35,51,54,86],"generate":[19],"a":[20,48,97,120,133],"stream":[21,52],"information":[23],"that":[24,69],"both":[26],"valuable":[27],"ever":[29],"changing.":[30],"It":[31],"becoming":[33],"insufficient":[34],"simply":[36],"store":[37],"for":[40,123,149],"later":[41],"analysis":[42],"modeling.":[44],"Instead":[45],"there":[46],"growing":[49],"need":[50],"adaptive":[55,115,169],"models":[56],"take":[58],"instant":[59],"action.":[60],"This":[61],"type":[62],"online":[64],"imposes":[66],"hard":[67],"constraints":[68],"field":[71],"machine":[73],"learning":[74],"has":[75],"not":[76],"addressed.":[77],"The":[78],"systems":[79],"must":[80],"be":[81,147],"highly":[82],"automated,":[83],"automatically":[84],"adapt":[85],"changing":[87],"statistics,":[88],"deal":[89],"with":[90],"temporal":[91],"data,":[92],"work":[94],"well":[95],"across":[96],"wide":[98],"range":[99],"inputs.":[101],"In":[102],"this":[103,129],"talk":[104],"I":[105,117,140],"will":[106,118,141,172],"go":[107],"over":[108],"these":[109],"issues":[110],"how":[112,128,143],"they":[113],"impact":[114],"systems.":[116],"describe":[119],"new":[121],"technology":[122,130],"streaming":[124,144,170],"analytics":[125,145],"illustrate":[127],"works":[131],"practical":[134],"product":[135],"called":[136],"Grok.":[137],"Using":[138],"Grok":[139],"show":[142],"can":[146],"appropriate":[148],"applications":[150],"such":[151],"as":[152],"predictive":[153],"maintenance,":[154],"server":[155],"capacity":[156],"planning":[157],"cluster":[159],"health":[160],"monitoring.":[161],"As":[162],"number":[164],"sources":[167],"increases,":[168],"solutions":[171],"play":[173],"increasingly":[175],"important":[176],"role":[177],"future":[180],"autonomic":[182],"computing.":[183]},"counts_by_year":[{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
