{"id":"https://openalex.org/W4321473427","doi":"https://doi.org/10.1145/3581641.3584094","title":"AutoDOViz: Human-Centered Automation for Decision Optimization","display_name":"AutoDOViz: Human-Centered Automation for Decision Optimization","publication_year":2023,"publication_date":"2023-03-27","ids":{"openalex":"https://openalex.org/W4321473427","doi":"https://doi.org/10.1145/3581641.3584094"},"language":"en","primary_location":{"id":"doi:10.1145/3581641.3584094","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584094","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584094","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584094","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043572512","display_name":"Daniel Karl I. Weidele","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Daniel Karl I. Weidele","raw_affiliation_strings":["IBM Research, United States"],"affiliations":[{"raw_affiliation_string":"IBM Research, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101505239","display_name":"Shazia Afzal","orcid":"https://orcid.org/0000-0001-7151-4306"},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shazia Afzal","raw_affiliation_strings":["IBM Research, India"],"affiliations":[{"raw_affiliation_string":"IBM Research, India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042386858","display_name":"Abel N. Valente","orcid":"https://orcid.org/0000-0001-9365-0923"},"institutions":[{"id":"https://openalex.org/I4210106698","display_name":"Biochemistry Research Institute of La Plata","ror":"https://ror.org/018gb4016","country_code":"AR","type":"nonprofit","lineage":["https://openalex.org/I151201029","https://openalex.org/I4210106698","https://openalex.org/I4210123736","https://openalex.org/I4210138160","https://openalex.org/I4387155568","https://openalex.org/I874386039"]}],"countries":["AR"],"is_corresponding":false,"raw_author_name":"Abel N. Valente","raw_affiliation_strings":["IBM Research, Argentina"],"affiliations":[{"raw_affiliation_string":"IBM Research, Argentina","institution_ids":["https://openalex.org/I4210106698"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076009691","display_name":"Cole Makuch","orcid":"https://orcid.org/0000-0001-9610-4821"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cole Makuch","raw_affiliation_strings":["IBM Consulting, United States"],"affiliations":[{"raw_affiliation_string":"IBM Consulting, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014746776","display_name":"Owen Cornec","orcid":"https://orcid.org/0000-0003-2803-8636"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Owen Cornec","raw_affiliation_strings":["IBM Research, United States"],"affiliations":[{"raw_affiliation_string":"IBM Research, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102951262","display_name":"Long Vu","orcid":"https://orcid.org/0000-0003-2362-2032"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Long Vu","raw_affiliation_strings":["IBM Research, United States"],"affiliations":[{"raw_affiliation_string":"IBM Research, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052501780","display_name":"Dharmashankar Subramanian","orcid":"https://orcid.org/0000-0002-1990-7740"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dharmashankar Subramanian","raw_affiliation_strings":["IBM Research, United States"],"affiliations":[{"raw_affiliation_string":"IBM Research, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022799238","display_name":"Werner Geyer","orcid":"https://orcid.org/0000-0003-4699-5026"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Werner Geyer","raw_affiliation_strings":["IBM Research, United States"],"affiliations":[{"raw_affiliation_string":"IBM Research, United States","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103254573","display_name":"Rahul Nair","orcid":"https://orcid.org/0000-0002-1875-2409"},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Rahul Nair","raw_affiliation_strings":["IBM Research, Ireland"],"affiliations":[{"raw_affiliation_string":"IBM Research, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039437419","display_name":"Inge Vejsbjerg","orcid":"https://orcid.org/0000-0003-3039-2140"},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Inge Vejsbjerg","raw_affiliation_strings":["IBM Research, Ireland"],"affiliations":[{"raw_affiliation_string":"IBM Research, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101514813","display_name":"Radu Marinescu","orcid":"https://orcid.org/0000-0002-7551-0414"},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Radu Marinescu","raw_affiliation_strings":["IBM Research, Ireland"],"affiliations":[{"raw_affiliation_string":"IBM Research, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029176837","display_name":"Paulito Palmes","orcid":"https://orcid.org/0000-0002-3145-6356"},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Paulito Palmes","raw_affiliation_strings":["IBM Research, Ireland"],"affiliations":[{"raw_affiliation_string":"IBM Research, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029550449","display_name":"Elizabeth Daly","orcid":"https://orcid.org/0000-0003-0162-3683"},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Elizabeth M. Daly","raw_affiliation_strings":["IBM Research, Ireland"],"affiliations":[{"raw_affiliation_string":"IBM Research, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069954852","display_name":"Loraine Franke","orcid":"https://orcid.org/0000-0001-8560-2729"},"institutions":[{"id":"https://openalex.org/I33434090","display_name":"University of Massachusetts Boston","ror":"https://ror.org/04ydmy275","country_code":"US","type":"education","lineage":["https://openalex.org/I33434090"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Loraine Franke","raw_affiliation_strings":["University of Massachusetts Boston, United States"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts Boston, United States","institution_ids":["https://openalex.org/I33434090"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062859783","display_name":"Daniel Haehn","orcid":"https://orcid.org/0000-0001-9144-3461"},"institutions":[{"id":"https://openalex.org/I33434090","display_name":"University of Massachusetts Boston","ror":"https://ror.org/04ydmy275","country_code":"US","type":"education","lineage":["https://openalex.org/I33434090"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Haehn","raw_affiliation_strings":["University of Massachusetts Boston, United States"],"affiliations":[{"raw_affiliation_string":"University of Massachusetts Boston, United States","institution_ids":["https://openalex.org/I33434090"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":15,"corresponding_author_ids":["https://openalex.org/A5043572512"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3689,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.87552734,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"664","last_page":"680"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9739000201225281,"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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9635999798774719,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.703473687171936},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6369646191596985},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21607065200805664},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.056501954793930054}],"concepts":[{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.703473687171936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6369646191596985},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21607065200805664},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.056501954793930054}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3581641.3584094","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584094","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584094","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2302.09688","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2302.09688","pdf_url":"https://arxiv.org/pdf/2302.09688","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3581641.3584094","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581641.3584094","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581641.3584094","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 28th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.6899999976158142,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4321473427.pdf","grobid_xml":"https://content.openalex.org/works/W4321473427.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W814282759","https://openalex.org/W1486707268","https://openalex.org/W1564330171","https://openalex.org/W1594610956","https://openalex.org/W2010158189","https://openalex.org/W2028145591","https://openalex.org/W2062299969","https://openalex.org/W2080927183","https://openalex.org/W2085607178","https://openalex.org/W2107726111","https://openalex.org/W2145339207","https://openalex.org/W2171074980","https://openalex.org/W2182353144","https://openalex.org/W2182361439","https://openalex.org/W2232834753","https://openalex.org/W2309832917","https://openalex.org/W2325115803","https://openalex.org/W2507855339","https://openalex.org/W2584335703","https://openalex.org/W2594475271","https://openalex.org/W2621019965","https://openalex.org/W2622408375","https://openalex.org/W2625874945","https://openalex.org/W2765615734","https://openalex.org/W2797920702","https://openalex.org/W2807807246","https://openalex.org/W2892051885","https://openalex.org/W2909324897","https://openalex.org/W2913615284","https://openalex.org/W2916292150","https://openalex.org/W2925554728","https://openalex.org/W2950708852","https://openalex.org/W2963214037","https://openalex.org/W2964024268","https://openalex.org/W2965150591","https://openalex.org/W2972072326","https://openalex.org/W2976174503","https://openalex.org/W2995482541","https://openalex.org/W2995561411","https://openalex.org/W2996061341","https://openalex.org/W2997686802","https://openalex.org/W3022659003","https://openalex.org/W3034069517","https://openalex.org/W3036253705","https://openalex.org/W3043397348","https://openalex.org/W3082925502","https://openalex.org/W3099545035","https://openalex.org/W3103559770","https://openalex.org/W3108010663","https://openalex.org/W3123920941","https://openalex.org/W3131862643","https://openalex.org/W3159394994","https://openalex.org/W3170822423","https://openalex.org/W3177093812","https://openalex.org/W3197347140","https://openalex.org/W4200005433","https://openalex.org/W4234971943","https://openalex.org/W4282592813","https://openalex.org/W4283794871","https://openalex.org/W4286230130","https://openalex.org/W4287552625","https://openalex.org/W4288086169","https://openalex.org/W4290878290","https://openalex.org/W4394666657"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"We":[0,203],"present":[1],"AutoDOViz,":[2],"an":[3,114],"interactive":[4,158],"user":[5,267],"interface":[6,272],"for":[7,52,125,131,141,196,199,248,262],"automated":[8,239],"decision":[9],"optimization":[10,17],"(AutoDO)":[11],"using":[12,224],"reinforcement":[13,93,132],"learning":[14,61,94,133],"(RL).":[15],"Decision":[16,103],"(DO)":[18],"has":[19,46],"classically":[20],"being":[21],"practiced":[22],"by":[23,63],"dedicated":[24],"DO":[25,168,185,200,222,263],"researchers":[26],"[43]":[27],"where":[28],"experts":[29,169],"need":[30],"to":[31,48,56,66,79,89,113,119,154,193,219],"spend":[32],"long":[33],"periods":[34],"of":[35,82,123,138,260],"time":[36],"fine":[37],"tuning":[38],"a":[39,53,86,205],"solution":[40,165],"through":[41,96],"trial-and-error.":[42],"AutoML":[43],"pipeline":[44,62,95,143],"search":[45,67,144],"sought":[47],"make":[49],"it":[50],"easier":[51],"data":[54,126,209],"scientist":[55],"find":[57,90,212],"the":[58,70,80,91,121,136,156,238,271],"best":[59,92],"machine":[60],"leveraging":[64],"automation":[65,198,250,259],"and":[68,99,145,149,164,170,211,236,241,268],"tune":[69],"solution.":[71,227],"More":[72],"recently,":[73],"these":[74],"advances":[75],"have":[76],"been":[77],"applied":[78],"domain":[81,171],"AutoDO":[83,139],"[36],":[84],"with":[85,184,201,208],"similar":[87],"goal":[88],"algorithm":[97],"selection":[98],"parameter":[100],"tuning.":[101],"However,":[102],"Optimization":[104],"requires":[105],"significantly":[106,216],"more":[107,217,244],"complex":[108],"problem":[109,129,162],"specification":[110,130],"when":[111,160,270],"compared":[112],"ML":[115,252],"problem.":[116],"AutoDOViz":[117,228],"seeks":[118],"lower":[120],"barrier":[122],"entry":[124],"scientists":[127,210],"in":[128,152,221,232,251],"problems,":[134],"leverage":[135],"benefits":[137],"algorithms":[140],"RL":[142,233,261],"finally,":[146],"create":[147],"visualizations":[148],"policy":[150],"insights":[151],"order":[153],"facilitate":[155],"typical":[157],"nature":[159],"communicating":[161],"formulation":[163],"proposals":[166],"between":[167],"experts.":[172],"In":[173],"this":[174],"paper,":[175],"we":[176,256],"report":[177],"our":[178,225],"findings":[179],"from":[180,266],"semi-structured":[181],"expert":[182],"interviews":[183],"practitioners":[186],"as":[187,189],"well":[188],"business":[190],"consultants,":[191],"leading":[192],"design":[194],"requirements":[195],"human-centered":[197],"RL.":[202],"evaluate":[204],"system":[206],"implementation":[207],"that":[213],"they":[214],"are":[215],"open":[218],"engage":[220],"after":[223],"proposed":[226],"further":[229],"increases":[230],"trust":[231],"agent":[234],"models":[235],"makes":[237],"training":[240],"evaluation":[242],"process":[243],"comprehensible.":[245],"As":[246],"shown":[247],"other":[249],"tasks":[253],"[33,":[254],"59],":[255],"also":[257],"conclude":[258],"can":[264],"benefit":[265],"vice-versa":[269],"promotes":[273],"human-in-the-loop.":[274]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}