{"id":"https://openalex.org/W4224909974","doi":"https://doi.org/10.1145/3491102.3501850","title":"Investigating Positive and Negative Qualities of Human-in-the-Loop Optimization for Designing Interaction Techniques","display_name":"Investigating Positive and Negative Qualities of Human-in-the-Loop Optimization for Designing Interaction Techniques","publication_year":2022,"publication_date":"2022-04-27","ids":{"openalex":"https://openalex.org/W4224909974","doi":"https://doi.org/10.1145/3491102.3501850"},"language":"en","primary_location":{"id":"doi:10.1145/3491102.3501850","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3491102.3501850","pdf_url":null,"source":{"id":"https://openalex.org/S4363607743","display_name":"CHI Conference on Human Factors in Computing Systems","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":"CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2204.07641","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063871463","display_name":"Liwei Chan","orcid":"https://orcid.org/0000-0002-7862-2817"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Liwei Chan","raw_affiliation_strings":["Department of Computer Science, National Yang Ming Chiao Tung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Yang Ming Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030620792","display_name":"Yi-Chi Liao","orcid":"https://orcid.org/0000-0002-2670-8328"},"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":"Yi-Chi Liao","raw_affiliation_strings":["Department of Communications and Networking, Aalto University, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Communications and Networking, Aalto University, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080226335","display_name":"George Mo","orcid":"https://orcid.org/0000-0001-9535-778X"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"George B Mo","raw_affiliation_strings":["Department of Engineering, University of Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068640497","display_name":"John J. Dudley","orcid":"https://orcid.org/0000-0001-6692-4853"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John J Dudley","raw_affiliation_strings":["Department of Engineering, University of Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016347622","display_name":"Chun-Lien Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Lien Cheng","raw_affiliation_strings":["Department of Computer Science, National Yang Ming Chiao Tung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, National Yang Ming Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042452579","display_name":"Per Ola Kristensson","orcid":"https://orcid.org/0000-0002-7139-871X"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Per Ola Kristensson","raw_affiliation_strings":["Department of Engineering, University of Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003084232","display_name":"Antti Oulasvirta","orcid":"https://orcid.org/0000-0002-2498-7837"},"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":"Antti Oulasvirta","raw_affiliation_strings":["Department of Communications and Networking, Aalto University, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Communications and Networking, Aalto University, Finland","institution_ids":["https://openalex.org/I9927081"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":92,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10914","display_name":"Tactile and Sensory Interactions","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10789","display_name":"Interactive and Immersive Displays","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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":0.71112459897995},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5994626879692078},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.5704219937324524},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.5529817342758179},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5339611172676086},{"id":"https://openalex.org/keywords/agency","display_name":"Agency (philosophy)","score":0.5089952945709229},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.48620977997779846},{"id":"https://openalex.org/keywords/design-process","display_name":"Design process","score":0.4679041802883148},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4422807991504669},{"id":"https://openalex.org/keywords/engineering-design-process","display_name":"Engineering design process","score":0.4392279386520386},{"id":"https://openalex.org/keywords/interaction-design","display_name":"Interaction design","score":0.43790167570114136},{"id":"https://openalex.org/keywords/design-methods","display_name":"Design methods","score":0.417169451713562},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2656225562095642},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.1520136594772339},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12627273797988892},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09674853086471558}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.71112459897995},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5994626879692078},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.5704219937324524},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.5529817342758179},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5339611172676086},{"id":"https://openalex.org/C108170787","wikidata":"https://www.wikidata.org/wiki/Q3951828","display_name":"Agency (philosophy)","level":2,"score":0.5089952945709229},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.48620977997779846},{"id":"https://openalex.org/C48262172","wikidata":"https://www.wikidata.org/wiki/Q16908765","display_name":"Design process","level":3,"score":0.4679041802883148},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4422807991504669},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.4392279386520386},{"id":"https://openalex.org/C13854087","wikidata":"https://www.wikidata.org/wiki/Q1061656","display_name":"Interaction design","level":2,"score":0.43790167570114136},{"id":"https://openalex.org/C138852830","wikidata":"https://www.wikidata.org/wiki/Q2292993","display_name":"Design methods","level":2,"score":0.417169451713562},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2656225562095642},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.1520136594772339},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12627273797988892},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09674853086471558},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3491102.3501850","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3491102.3501850","pdf_url":null,"source":{"id":"https://openalex.org/S4363607743","display_name":"CHI Conference on Human Factors in Computing Systems","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":"CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2204.07641","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2204.07641","pdf_url":"https://arxiv.org/pdf/2204.07641","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"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2204.07641","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2204.07641","pdf_url":"https://arxiv.org/pdf/2204.07641","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"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6375635680","display_name":null,"funder_award_id":"EP/S027432/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W156580920","https://openalex.org/W1550321890","https://openalex.org/W1579630868","https://openalex.org/W1969214042","https://openalex.org/W1974587651","https://openalex.org/W1974839367","https://openalex.org/W1980360876","https://openalex.org/W2001789161","https://openalex.org/W2016572888","https://openalex.org/W2042751882","https://openalex.org/W2042871795","https://openalex.org/W2063289012","https://openalex.org/W2068151495","https://openalex.org/W2079467012","https://openalex.org/W2083808168","https://openalex.org/W2087641817","https://openalex.org/W2097041645","https://openalex.org/W2109147217","https://openalex.org/W2109697590","https://openalex.org/W2111526171","https://openalex.org/W2111661711","https://openalex.org/W2115210820","https://openalex.org/W2130267005","https://openalex.org/W2131210874","https://openalex.org/W2134512786","https://openalex.org/W2157289187","https://openalex.org/W2158660898","https://openalex.org/W2159717974","https://openalex.org/W2165645720","https://openalex.org/W2168573280","https://openalex.org/W2169003314","https://openalex.org/W2363610583","https://openalex.org/W2394568426","https://openalex.org/W2395998745","https://openalex.org/W2401887447","https://openalex.org/W2413358622","https://openalex.org/W2582663318","https://openalex.org/W2738735766","https://openalex.org/W2794079986","https://openalex.org/W2796034263","https://openalex.org/W2911600290","https://openalex.org/W2964045283","https://openalex.org/W2995523160","https://openalex.org/W3006937233","https://openalex.org/W3006944335","https://openalex.org/W3023257870","https://openalex.org/W3029417991","https://openalex.org/W3030248992","https://openalex.org/W3030494008","https://openalex.org/W3031082838","https://openalex.org/W3099630227","https://openalex.org/W3124688585","https://openalex.org/W3152860878","https://openalex.org/W3153187842","https://openalex.org/W3160663997","https://openalex.org/W3163165591","https://openalex.org/W3163944103","https://openalex.org/W4236174972","https://openalex.org/W4248010398","https://openalex.org/W4250326920","https://openalex.org/W4288359814"],"related_works":["https://openalex.org/W2192203593","https://openalex.org/W2005643425","https://openalex.org/W1510475275","https://openalex.org/W603631228","https://openalex.org/W3021256080","https://openalex.org/W2673685756","https://openalex.org/W2330220111","https://openalex.org/W2018813394","https://openalex.org/W2105463171","https://openalex.org/W2034351979"],"abstract_inverted_index":{"Designers":[0,187],"reportedly":[1],"struggle":[2],"with":[3,73,148],"design":[4,16,27,43,49,75,122,133,172],"optimization":[5,28,114,123,212],"tasks":[6],"where":[7,219],"they":[8,54,181],"are":[9,30],"asked":[10],"to":[11,119,129,135,155],"find":[12],"a":[13,20,56,130,145,157,177],"combination":[14],"of":[15,23,58,82,170,205],"parameters":[17],"that":[18,210],"maximizes":[19],"given":[21,138],"set":[22],"objectives.":[24],"In":[25,108],"HCI,":[26],"problems":[29],"often":[31],"exceedingly":[32],"complex,":[33],"involving":[34],"multiple":[35],"objectives":[36],"and":[37,174,185,201],"expensive":[38],"empirical":[39,80],"evaluations.":[40],"Model-based":[41],"computational":[42],"algorithms":[44],"assist":[45],"designers":[46,104,151,166,216],"by":[47,90,127,189],"generating":[48],"examples":[50],"during":[51],"design,":[52],"however":[53,180],"assume":[55],"model":[57],"the":[59,68,121,171,206],"interaction":[60,161],"domain.":[61],"Black":[62],"box":[63],"methods":[64,101],"for":[65],"assistance,":[66],"on":[67],"other":[69],"hand,":[70],"can":[71,102,213],"work":[72],"any":[74],"problem.":[76],"However,":[77],"virtually":[78],"all":[79],"studies":[81],"this":[83,109],"human-in-the-loop":[84,211],"approach":[85],"have":[86],"been":[87],"carried":[88],"out":[89,98],"either":[91],"researchers":[92],"or":[93],"end-users.":[94],"The":[95,163],"question":[96],"stands":[97],"if":[99],"such":[100],"help":[103],"in":[105,203,217],"realistic":[106],"tasks.":[107],"paper,":[110],"we":[111],"study":[112,147],"Bayesian":[113],"as":[115],"an":[116,190],"algorithmic":[117],"method":[118],"guide":[120],"process.":[124],"It":[125],"operates":[126],"proposing":[128],"designer":[131],"which":[132],"candidate":[134],"try":[136],"next,":[137],"previous":[139],"observations.":[140],"We":[141,208],"report":[142],"observations":[143],"from":[144],"comparative":[146],"40":[149],"novice":[150,215],"who":[152],"were":[153],"tasked":[154],"optimize":[156],"complex":[158],"3D":[159],"touch":[160],"technique.":[162],"optimizer":[164,191],"helped":[165],"explore":[167],"larger":[168],"proportions":[169],"space":[173],"arrive":[175],"at":[176],"better":[178],"solution,":[179],"reported":[182,192],"lower":[183,193],"agency":[184,220],"expressiveness.":[186],"guided":[188],"mental":[194],"effort":[195],"but":[196],"also":[197],"felt":[198],"less":[199,202],"creative":[200],"charge":[204],"progress.":[207],"conclude":[209],"support":[214],"cases":[218],"is":[221],"not":[222],"critical.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":68},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
