{"id":"https://openalex.org/W4283454398","doi":"https://doi.org/10.1145/3534678.3539196","title":"Human-in-the-Loop Large-Scale Predictive Maintenance of Workstations","display_name":"Human-in-the-Loop Large-Scale Predictive Maintenance of Workstations","publication_year":2022,"publication_date":"2022-08-12","ids":{"openalex":"https://openalex.org/W4283454398","doi":"https://doi.org/10.1145/3534678.3539196"},"language":"en","primary_location":{"id":"doi:10.1145/3534678.3539196","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3534678.3539196","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3534678.3539196","source":{"id":"https://openalex.org/S4363608767","display_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3534678.3539196","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107874207","display_name":"Alexander Nikitin","orcid":null},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Alexander Nikitin","raw_affiliation_strings":["Aalto University, Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Aalto University, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018305257","display_name":"Samuel Kaski","orcid":"https://orcid.org/0000-0003-1925-9154"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Samuel Kaski","raw_affiliation_strings":["Aalto University &amp; University of Manchester, Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Aalto University &amp; University of Manchester, Espoo, Finland","institution_ids":["https://openalex.org/I9927081"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5107874207"],"corresponding_institution_ids":["https://openalex.org/I9927081"],"apc_list":null,"apc_paid":null,"fwci":0.5218,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.62125066,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"3682","last_page":"3690"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9954000115394592,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9954000115394592,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9930999875068665,"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"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9915000200271606,"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/workstation","display_name":"Workstation","score":0.9357309937477112},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7888011932373047},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.6301854252815247},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.622433066368103},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5500659942626953},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.5445194840431213},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4728161096572876},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4727528989315033},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.42920157313346863},{"id":"https://openalex.org/keywords/feedback-loop","display_name":"Feedback loop","score":0.41882529854774475},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3351026177406311},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.28806912899017334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28636372089385986},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2858009934425354},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.11938333511352539},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.08609390258789062},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08281657099723816}],"concepts":[{"id":"https://openalex.org/C67953723","wikidata":"https://www.wikidata.org/wiki/Q192525","display_name":"Workstation","level":2,"score":0.9357309937477112},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7888011932373047},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.6301854252815247},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.622433066368103},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5500659942626953},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.5445194840431213},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4728161096572876},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4727528989315033},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.42920157313346863},{"id":"https://openalex.org/C186886427","wikidata":"https://www.wikidata.org/wiki/Q5441213","display_name":"Feedback loop","level":2,"score":0.41882529854774475},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3351026177406311},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.28806912899017334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28636372089385986},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2858009934425354},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.11938333511352539},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.08609390258789062},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08281657099723816},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3534678.3539196","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3534678.3539196","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3534678.3539196","source":{"id":"https://openalex.org/S4363608767","display_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2206.11574","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2206.11574","pdf_url":"https://arxiv.org/pdf/2206.11574","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/bff65249-5f3a-4677-aa1f-85126c906c0c","is_oa":true,"landing_page_url":"https://research.manchester.ac.uk/en/publications/bff65249-5f3a-4677-aa1f-85126c906c0c","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Nikitin, A & Kaski, S 2022, Human-in-the-Loop Large-Scale Predictive Maintenance of Workstations. in KDD '22 : Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, ACM Special Interest Group, New York, NY, pp. 3682-3690, ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 14/08/22. https://doi.org/10.1145/3534678.3539196","raw_type":"contributionToPeriodical"}],"best_oa_location":{"id":"doi:10.1145/3534678.3539196","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3534678.3539196","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3534678.3539196","source":{"id":"https://openalex.org/S4363608767","display_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G448529986","display_name":null,"funder_award_id":"EP/W002973/1","funder_id":"https://openalex.org/F4320314731","funder_display_name":"UK Research and Innovation"}],"funders":[{"id":"https://openalex.org/F4320314731","display_name":"UK Research and Innovation","ror":"https://ror.org/001aqnf71"},{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"},{"id":"https://openalex.org/F4320332050","display_name":"Finnish Center for Artificial Intelligence","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283454398.pdf","grobid_xml":"https://content.openalex.org/works/W4283454398.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W187138455","https://openalex.org/W824892955","https://openalex.org/W1501005121","https://openalex.org/W1512912754","https://openalex.org/W1678356000","https://openalex.org/W1965175390","https://openalex.org/W2016793149","https://openalex.org/W2056132907","https://openalex.org/W2064675550","https://openalex.org/W2099201756","https://openalex.org/W2144211451","https://openalex.org/W2153274408","https://openalex.org/W2161937612","https://openalex.org/W2187089797","https://openalex.org/W2300445845","https://openalex.org/W2409048579","https://openalex.org/W2478168051","https://openalex.org/W2587885302","https://openalex.org/W2591055632","https://openalex.org/W2597151656","https://openalex.org/W2743886523","https://openalex.org/W2765834009","https://openalex.org/W2799972844","https://openalex.org/W2908550783","https://openalex.org/W2956342231","https://openalex.org/W2964199361","https://openalex.org/W2996521480","https://openalex.org/W3090556797","https://openalex.org/W3139148260","https://openalex.org/W3156628016","https://openalex.org/W3161176621","https://openalex.org/W4251850444","https://openalex.org/W4252003911","https://openalex.org/W4287775039","https://openalex.org/W6688325169"],"related_works":["https://openalex.org/W4288099294","https://openalex.org/W4306697907","https://openalex.org/W4386728952","https://openalex.org/W3091793048","https://openalex.org/W3081671202","https://openalex.org/W4283454398","https://openalex.org/W2238043057","https://openalex.org/W4248476739","https://openalex.org/W2939389115","https://openalex.org/W4382680211"],"abstract_inverted_index":{"Predictive":[0],"maintenance":[1,8],"(PdM)":[2],"is":[3,88],"the":[4,16,63,121],"task":[5],"of":[6,15,36,69,81,103,127,133,137],"scheduling":[7],"operations":[9],"based":[10],"on":[11],"a":[12,21,27,79,110,116,124],"statistical":[13],"analysis":[14],"system's":[17],"condition.":[18],"We":[19],"propose":[20],"human-in-the-loop":[22],"PdM":[23,130],"approach":[24],"in":[25,34,62,73,115,123],"which":[26],"machine":[28],"learning":[29],"system":[30,43,87,122],"predicts":[31],"future":[32],"problems":[33],"sets":[35],"workstations":[37,102,129,134],"(computers,":[38],"laptops,":[39],"and":[40,51,90,119],"servers).":[41],"Our":[42],"interacts":[44],"with":[45,131],"domain":[46,58],"experts":[47,59],"to":[48,92,96],"improve":[49],"predictions":[50],"elicit":[52],"their":[53],"knowledge.":[54],"In":[55,106],"our":[56],"approach,":[57],"are":[60],"included":[61],"loop":[64],"not":[65],"only":[66],"as":[67,72,78,100],"providers":[68],"correct":[70],"labels,":[71],"traditional":[74],"active":[75],"learning,":[76],"but":[77],"source":[80],"explicit":[82],"decision":[83],"rule":[84],"feedback.":[85],"The":[86],"automated":[89],"designed":[91],"be":[93],"easily":[94],"extended":[95],"novel":[97],"domains,":[98],"such":[99],"maintaining":[101],"several":[104],"organizations.":[105],"addition,":[107],"we":[108],"develop":[109],"simulator":[111],"for":[112,135],"reproducible":[113],"experiments":[114],"controlled":[117],"environment":[118],"deploy":[120],"large-scale":[125],"case":[126],"real-life":[128],"thousands":[132],"dozens":[136],"companies.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
