{"id":"https://openalex.org/W3046959460","doi":"https://doi.org/10.1109/tnsm.2020.3013922","title":"Online Sparse BLSTM Models for Resource Usage Prediction in Cloud Datacentres","display_name":"Online Sparse BLSTM Models for Resource Usage Prediction in Cloud Datacentres","publication_year":2020,"publication_date":"2020-08-04","ids":{"openalex":"https://openalex.org/W3046959460","doi":"https://doi.org/10.1109/tnsm.2020.3013922","mag":"3046959460"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2020.3013922","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2020.3013922","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-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/A5049753648","display_name":"Shaifu Gupta","orcid":"https://orcid.org/0000-0002-7146-9012"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shaifu Gupta","raw_affiliation_strings":["School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, Mandi, India"],"raw_orcid":"https://orcid.org/0000-0002-7146-9012","affiliations":[{"raw_affiliation_string":"School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, Mandi, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112944102","display_name":"A. D. Dileep","orcid":null},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"A. D. Dileep","raw_affiliation_strings":["School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, Mandi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, Mandi, India","institution_ids":["https://openalex.org/I9579091"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025015499","display_name":"Timothy A. Gonsalves","orcid":"https://orcid.org/0000-0003-1837-4564"},"institutions":[{"id":"https://openalex.org/I9579091","display_name":"Indian Institute of Technology Mandi","ror":"https://ror.org/05r9r2f34","country_code":"IN","type":"education","lineage":["https://openalex.org/I9579091"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Timothy A. Gonsalves","raw_affiliation_strings":["School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, Mandi, India"],"raw_orcid":"https://orcid.org/0000-0003-1837-4564","affiliations":[{"raw_affiliation_string":"School of Computing and Electrical Engineering, Indian Institute of Technology Mandi, Mandi, India","institution_ids":["https://openalex.org/I9579091"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9579091"],"apc_list":null,"apc_paid":null,"fwci":5.5946,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.96177262,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"17","issue":"4","first_page":"2335","last_page":"2349"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9995999932289124,"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":0.9995999932289124,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9945999979972839,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8413138389587402},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7439041137695312},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.6118590235710144},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5283083915710449},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.4610670208930969},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4341173470020294},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4223731756210327},{"id":"https://openalex.org/keywords/stochastic-gradient-descent","display_name":"Stochastic gradient descent","score":0.4160151779651642},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4112709164619446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3885745406150818},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3538098931312561},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.19811463356018066},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.12108016014099121}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8413138389587402},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7439041137695312},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.6118590235710144},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5283083915710449},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.4610670208930969},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4341173470020294},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4223731756210327},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.4160151779651642},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4112709164619446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3885745406150818},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3538098931312561},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.19811463356018066},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.12108016014099121},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2020.3013922","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2020.3013922","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.47999998927116394,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1743501494","https://openalex.org/W1975017357","https://openalex.org/W1990229375","https://openalex.org/W2027675520","https://openalex.org/W2031679758","https://openalex.org/W2032797777","https://openalex.org/W2045891970","https://openalex.org/W2064675550","https://openalex.org/W2076935281","https://openalex.org/W2079735306","https://openalex.org/W2106098710","https://openalex.org/W2110374615","https://openalex.org/W2114766824","https://openalex.org/W2129542763","https://openalex.org/W2156150815","https://openalex.org/W2166486541","https://openalex.org/W2182357802","https://openalex.org/W2282727795","https://openalex.org/W2460144244","https://openalex.org/W2461621749","https://openalex.org/W2488544472","https://openalex.org/W2511380230","https://openalex.org/W2531361673","https://openalex.org/W2561450502","https://openalex.org/W2604790007","https://openalex.org/W2608354815","https://openalex.org/W2750762682","https://openalex.org/W2766759358","https://openalex.org/W2807773348","https://openalex.org/W2884885841","https://openalex.org/W2963322354","https://openalex.org/W2963452728","https://openalex.org/W2963643655","https://openalex.org/W2963674932","https://openalex.org/W4250589301","https://openalex.org/W6637863832","https://openalex.org/W6638632666","https://openalex.org/W6675704460","https://openalex.org/W6677103964","https://openalex.org/W6728396080","https://openalex.org/W6738957339"],"related_works":["https://openalex.org/W2017432143","https://openalex.org/W1973694374","https://openalex.org/W4244478748","https://openalex.org/W2983574358","https://openalex.org/W2370475531","https://openalex.org/W4385924768","https://openalex.org/W4256551238","https://openalex.org/W2785227142","https://openalex.org/W572531444","https://openalex.org/W2945962340"],"abstract_inverted_index":{"Real":[0],"time":[1,40],"resource":[2,10,23,29,45,50,90,106,140,180],"usage":[3,30,51,107,141,148,181],"prediction":[4,26,52,92,108,142,149,182],"is":[5,34,61,144],"an":[6],"important":[7],"part":[8],"of":[9,27,38,43,59,89,105,138,162],"provisioning":[11,24],"in":[12,68,150,183],"a":[13,56,97,184],"cloud":[14,18,44,69],"data":[15],"centre.":[16],"As":[17],"workloads":[19],"vary":[20],"dynamically,":[21],"effective":[22],"requires":[25],"future":[28,49],"trends.":[31],"The":[32,131],"problem":[33],"highly":[35,39],"complicated":[36],"because":[37],"varying":[41],"nature":[42],"workloads.":[46,70],"Training":[47],"the":[48,66,151],"models":[53,143],"once,":[54],"using":[55],"fixed":[57],"set":[58],"observations":[60],"not":[62],"sufficient":[63],"to":[64,76,112],"capture":[65],"variability":[67],"In":[71],"this":[72],"work,":[73],"we":[74],"propose":[75,96,111],"use":[77],"gradient":[78],"descent":[79],"(GD)":[80],"and":[81,155],"Levenberg-Marquardt":[82],"(LM)":[83],"adaptation":[84,88,104,137,170],"algorithms":[85,115],"for":[86,101,128,135,146,177],"dynamic":[87],"utilization":[91],"models.":[93,109],"We":[94,110],"also":[95],"novel":[98],"sparse":[99,133,164],"framework":[100,134],"fast":[102],"online":[103,136,178],"analyze":[113],"different":[114,163],"such":[116],"as":[117],"\u21131regularization,":[118],"\u21132regularization,":[119],"optimal":[120,124],"brain":[121,125],"damage":[122],"(OBD),":[123],"surgeon":[126],"(OBS)":[127],"introducing":[129],"sparsity.":[130],"proposed":[132],"multivariate":[139,179],"validated":[145],"CPU":[147],"Google":[152],"cluster":[153],"trace":[154],"PlanetLab":[156],"workload":[157],"trace.":[158],"A":[159],"comparative":[160],"analysis":[161],"frameworks":[165,176],"shows":[166],"that":[167],"OBD-based":[168],"LM":[169],"algorithm":[171],"performs":[172],"better":[173],"than":[174],"other":[175],"cloud.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
