{"id":"https://openalex.org/W2795398890","doi":"https://doi.org/10.1145/3173574.3173704","title":"Mapping Machine Learning Advances from HCI Research to Reveal Starting Places for Design Innovation","display_name":"Mapping Machine Learning Advances from HCI Research to Reveal Starting Places for Design Innovation","publication_year":2018,"publication_date":"2018-04-19","ids":{"openalex":"https://openalex.org/W2795398890","doi":"https://doi.org/10.1145/3173574.3173704","mag":"2795398890"},"language":"en","primary_location":{"id":"doi:10.1145/3173574.3173704","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3173574.3173704","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-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/A5017881649","display_name":"Qian Yang","orcid":"https://orcid.org/0000-0002-3548-2535"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Qian Yang","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060671078","display_name":"Nikola Banovi\u0107","orcid":"https://orcid.org/0000-0002-2790-3264"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nikola Banovic","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068413510","display_name":"John Zimmerman","orcid":"https://orcid.org/0000-0001-5299-8157"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John Zimmerman","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5017881649"],"corresponding_institution_ids":["https://openalex.org/I74973139"],"apc_list":null,"apc_paid":null,"fwci":9.7785,"has_fulltext":false,"cited_by_count":121,"citation_normalized_percentile":{"value":0.98558594,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9994999766349792,"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/T10803","display_name":"Innovative Human-Technology Interaction","score":0.9994999766349792,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9843000173568726,"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"}},{"id":"https://openalex.org/T10672","display_name":"Design Education and Practice","score":0.9610000252723694,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/operationalization","display_name":"Operationalization","score":0.8465229272842407},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.723115086555481},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6124103665351868},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5434674024581909},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.5313447117805481},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.46961289644241333},{"id":"https://openalex.org/keywords/user-experience-design","display_name":"User experience design","score":0.4516425132751465},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3431512713432312},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.09689638018608093}],"concepts":[{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.8465229272842407},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.723115086555481},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6124103665351868},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5434674024581909},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.5313447117805481},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.46961289644241333},{"id":"https://openalex.org/C201025465","wikidata":"https://www.wikidata.org/wiki/Q11248500","display_name":"User experience design","level":2,"score":0.4516425132751465},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3431512713432312},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.09689638018608093},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3173574.3173704","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3173574.3173704","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6800000071525574,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306085","display_name":"U.S. Department of Health and Human Services","ror":"https://ror.org/033jnv181"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W100150156","https://openalex.org/W1580834220","https://openalex.org/W1969784320","https://openalex.org/W1984584418","https://openalex.org/W2029317430","https://openalex.org/W2041003138","https://openalex.org/W2045510465","https://openalex.org/W2063594338","https://openalex.org/W2064133037","https://openalex.org/W2083261093","https://openalex.org/W2084624217","https://openalex.org/W2086034674","https://openalex.org/W2088484380","https://openalex.org/W2089797598","https://openalex.org/W2107900346","https://openalex.org/W2117827821","https://openalex.org/W2118586023","https://openalex.org/W2119170250","https://openalex.org/W2133443878","https://openalex.org/W2165664814","https://openalex.org/W2169709590","https://openalex.org/W2171036849","https://openalex.org/W2198863862","https://openalex.org/W2250489604","https://openalex.org/W2273646857","https://openalex.org/W2345597971","https://openalex.org/W2369726090","https://openalex.org/W2410628241","https://openalex.org/W2417717420","https://openalex.org/W2519564830","https://openalex.org/W2568476927","https://openalex.org/W2610465938","https://openalex.org/W2611748211"],"related_works":["https://openalex.org/W2944277854","https://openalex.org/W2258359646","https://openalex.org/W4224032630","https://openalex.org/W3163321199","https://openalex.org/W2320068085","https://openalex.org/W4293198839","https://openalex.org/W2045235295","https://openalex.org/W2971404056","https://openalex.org/W2012552426","https://openalex.org/W4249874437"],"abstract_inverted_index":{"HCI":[0,43],"has":[1],"become":[2],"particularly":[3],"interested":[4],"in":[5,28,93],"using":[6],"machine":[7],"learning":[8],"(ML)":[9],"to":[10,66,144],"improve":[11,33,145],"user":[12],"experience":[13],"(UX).":[14],"However,":[15],"some":[16],"design":[17,26,89,104],"researchers":[18,90],"claim":[19,38],"that":[20,88],"there":[21],"is":[22],"a":[23,49,68],"lack":[24,50],"of":[25,51,75],"innovation":[27],"envisioning":[29,138],"how":[30],"ML":[31,76,142],"might":[32],"UX.":[34],"We":[35],"investigate":[36],"this":[37,60],"by":[39],"analyzing":[40],"2,494":[41],"related":[42],"research":[44,52],"publications.":[45],"Our":[46],"review":[47],"confirmed":[48],"integrating":[53],"UX":[54],"and":[55,94,125,129],"ML.":[56],"To":[57,99],"help":[58,100],"span":[59],"gap,":[61],"we":[62,83],"mined":[63],"our":[64,106],"corpus":[65],"generate":[67],"topic":[69],"landscape,":[70],"mapping":[71],"out":[72],"7":[73],"clusters":[74,87,128],"technical":[77,103,115],"capabilities":[78,116],"within":[79],"HCI.":[80],"Among":[81],"them,":[82],"identified":[84,109],"3":[85],"under-explored":[86],"can":[91,117],"dig":[92],"create":[95],"sensitizing":[96],"concepts":[97],"for.":[98],"operationalize":[101],"these":[102],"materials,":[105],"analysis":[107],"then":[108],"value":[110,119,131],"channels":[111,132],"through":[112],"which":[113],"the":[114,130],"provide":[118],"for":[120,137,141],"users:":[121],"self,":[122],"context,":[123],"optimal,":[124],"utility-capability.":[126],"The":[127],"collectively":[133],"mark":[134],"starting":[135],"places":[136],"new":[139],"ways":[140],"technology":[143],"people's":[146],"lives.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":24},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}