{"id":"https://openalex.org/W4233594626","doi":"https://doi.org/10.1109/wsc.2017.8247895","title":"Learning about systems using machine learning: Towards more data-driven feedback loops","display_name":"Learning about systems using machine learning: Towards more data-driven feedback loops","publication_year":2017,"publication_date":"2017-12-01","ids":{"openalex":"https://openalex.org/W4233594626","doi":"https://doi.org/10.1109/wsc.2017.8247895"},"language":"en","primary_location":{"id":"doi:10.1109/wsc.2017.8247895","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2017.8247895","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://uwe-repository.worktribe.com/preview/15811226/WinterSim2018.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044332158","display_name":"Mahmoud Elbattah","orcid":"https://orcid.org/0000-0002-5089-9160"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Mahmoud Elbattah","raw_affiliation_strings":["College of Engineering and Informatics, National University of Ireland Galway, Galway City, IRELAND"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering and Informatics, National University of Ireland Galway, Galway City, IRELAND","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075575725","display_name":"Owen Molloy","orcid":"https://orcid.org/0000-0002-8781-9742"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Owen Molloy","raw_affiliation_strings":["College of Engineering and Informatics, National University of Ireland Galway, Galway City, IRELAND"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering and Informatics, National University of Ireland Galway, Galway City, IRELAND","institution_ids":["https://openalex.org/I188760350"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I188760350"],"apc_list":null,"apc_paid":null,"fwci":0.3642,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.62997347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1539","last_page":"1550"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.9710000157356262,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9309999942779541,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7745610475540161},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.725663423538208},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5717695951461792},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.539861798286438},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.5370921492576599},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.5140088796615601},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"System dynamics","score":0.5059608817100525},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4928889274597168},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4730619192123413},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2947123050689697},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.10736870765686035}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7745610475540161},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.725663423538208},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5717695951461792},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.539861798286438},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.5370921492576599},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.5140088796615601},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.5059608817100525},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4928889274597168},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4730619192123413},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2947123050689697},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.10736870765686035},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/wsc.2017.8247895","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc.2017.8247895","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:uwe-repository.worktribe.com:15811222","is_oa":true,"landing_page_url":"https://uwe-repository.worktribe.com/output/15811222","pdf_url":"https://uwe-repository.worktribe.com/preview/15811226/WinterSim2018.pdf","source":{"id":"https://openalex.org/S4306401464","display_name":"UWE Research Repository (UWE Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I178535277","host_organization_name":"University of the West of England","host_organization_lineage":["https://openalex.org/I178535277"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Presentation / Conference Contribution"},{"id":"pmh:oai:figshare.com:article/6613790","is_oa":true,"landing_page_url":"https://figshare.com/articles/presentation/Learning_about_Systems_Using_Machine_Learning_Towards_More_Data-Driven_Feedback_Loops/6613790","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"doi:10.6084/m9.figshare.6613790.v1","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.6613790.v1","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Audiovisual"}],"best_oa_location":{"id":"pmh:oai:uwe-repository.worktribe.com:15811222","is_oa":true,"landing_page_url":"https://uwe-repository.worktribe.com/output/15811222","pdf_url":"https://uwe-repository.worktribe.com/preview/15811226/WinterSim2018.pdf","source":{"id":"https://openalex.org/S4306401464","display_name":"UWE Research Repository (UWE Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I178535277","host_organization_name":"University of the West of England","host_organization_lineage":["https://openalex.org/I178535277"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Presentation / Conference Contribution"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4233594626.pdf","grobid_xml":"https://content.openalex.org/works/W4233594626.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1801404373","https://openalex.org/W2050230073","https://openalex.org/W2054256979","https://openalex.org/W2100042154","https://openalex.org/W2144214952","https://openalex.org/W2167313771","https://openalex.org/W2169022172","https://openalex.org/W2295035117","https://openalex.org/W2473769720","https://openalex.org/W2919115771","https://openalex.org/W2988934653","https://openalex.org/W4230096730","https://openalex.org/W4234023821","https://openalex.org/W4238149961","https://openalex.org/W4244023744","https://openalex.org/W4252898129","https://openalex.org/W6638234941","https://openalex.org/W6681402339","https://openalex.org/W6697383064","https://openalex.org/W6720862309"],"related_works":["https://openalex.org/W4234874385","https://openalex.org/W2323648130","https://openalex.org/W2157140558","https://openalex.org/W2378782423","https://openalex.org/W4233308809","https://openalex.org/W2388988621","https://openalex.org/W2357797405","https://openalex.org/W2366623913","https://openalex.org/W2374905595","https://openalex.org/W2516693588"],"abstract_inverted_index":{"Machine":[0],"Learning":[1],"(ML)":[2],"has":[3],"demonstrated":[4],"great":[5],"potentials":[6],"for":[7,58],"constructing":[8],"new":[9],"knowledge,":[10],"or":[11],"improving":[12],"already":[13],"established":[14],"knowledge.":[15],"Reflecting":[16],"this":[17],"trend,":[18],"the":[19,24,33,40,82,93,109],"paper":[20],"lends":[21],"support":[22,32],"to":[23,49,53,79,99,113],"discussion":[25],"of":[26,35],"why":[27],"and":[28,37,85,125],"how":[29],"should":[30],"ML":[31,67,75],"practice":[34],"modeling":[36,124],"simulation?":[38],"Subsequently,":[39],"study":[41,110],"goes":[42],"through":[43],"a":[44,55,70,101,116],"use":[45],"case":[46],"in":[47,77],"relation":[48],"healthcare,":[50],"which":[51],"aims":[52],"provide":[54],"practical":[56],"perspective":[57],"integrating":[59],"simulation":[60,123],"models":[61],"with":[62],"data-driven":[63],"insights":[64,90],"learned":[65],"by":[66,92],"models.":[68],"Through":[69],"realistic":[71],"scenario,":[72],"we":[73],"utilise":[74],"clustering":[76,94],"order":[78],"learn":[80],"about":[81],"system's":[83],"structure":[84],"behaviour":[86],"under":[87],"study.":[88],"The":[89],"gained":[91],"model":[95],"are":[96],"then":[97],"utilised":[98],"build":[100],"System":[102],"Dynamics":[103],"model.":[104],"Recognizing":[105],"its":[106],"current":[107],"limitations,":[108],"is":[111],"believed":[112],"serve":[114],"as":[115],"kernel":[117],"towards":[118],"promoting":[119],"further":[120],"integration":[121],"between":[122],"ML.":[126]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-08-29T07:29:34.045763","created_date":"2025-10-10T00:00:00"}