{"id":"https://openalex.org/W4210298342","doi":"https://doi.org/10.1109/mcg.2021.3130314","title":"Visual Analytics for Human-Centered Machine Learning","display_name":"Visual Analytics for Human-Centered Machine Learning","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4210298342","doi":"https://doi.org/10.1109/mcg.2021.3130314","pmid":"https://pubmed.ncbi.nlm.nih.gov/35077350"},"language":"en","primary_location":{"id":"doi:10.1109/mcg.2021.3130314","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcg.2021.3130314","pdf_url":null,"source":{"id":"https://openalex.org/S105380075","display_name":"IEEE Computer Graphics and Applications","issn_l":"0272-1716","issn":["0272-1716","1558-1756"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Computer Graphics and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5057538550","display_name":"Natalia Andrienko","orcid":"https://orcid.org/0000-0003-3313-1560"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Natalia Andrienko","raw_affiliation_strings":["City University of London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0003-3313-1560","affiliations":[{"raw_affiliation_string":"City University of London, London, U.K","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022699013","display_name":"Gennady Andrienko","orcid":"https://orcid.org/0000-0002-8574-6295"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gennady Andrienko","raw_affiliation_strings":["City University of London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-8574-6295","affiliations":[{"raw_affiliation_string":"City University of London, London, U.K","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040989782","display_name":"Linara Adilova","orcid":"https://orcid.org/0000-0003-0689-6138"},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Linara Adilova","raw_affiliation_strings":["Ruhr University Bochum, Bochum, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ruhr University Bochum, Bochum, Germany","institution_ids":["https://openalex.org/I904495901"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108279292","display_name":"Stefan Wrobel","orcid":null},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Wrobel","raw_affiliation_strings":["University of Bonn, Bonn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bonn, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5057538550"],"corresponding_institution_ids":["https://openalex.org/I180825142"],"apc_list":null,"apc_paid":null,"fwci":2.8434,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.91876163,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"42","issue":"1","first_page":"123","last_page":"133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9997000098228455,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9922000169754028,"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/T13398","display_name":"Data Analysis with R","score":0.9502000212669373,"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/computer-science","display_name":"Computer science","score":0.8175857067108154},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.7299895882606506},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.576280951499939},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5663076043128967},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5271570086479187},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.526347279548645},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5089921951293945},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.48505109548568726},{"id":"https://openalex.org/keywords/human-intelligence","display_name":"Human intelligence","score":0.45479846000671387},{"id":"https://openalex.org/keywords/visual-reasoning","display_name":"Visual reasoning","score":0.45234835147857666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3987847864627838}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8175857067108154},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.7299895882606506},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.576280951499939},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5663076043128967},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5271570086479187},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.526347279548645},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5089921951293945},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.48505109548568726},{"id":"https://openalex.org/C105409693","wikidata":"https://www.wikidata.org/wiki/Q5937824","display_name":"Human intelligence","level":2,"score":0.45479846000671387},{"id":"https://openalex.org/C2777508537","wikidata":"https://www.wikidata.org/wiki/Q7936620","display_name":"Visual reasoning","level":2,"score":0.45234835147857666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3987847864627838},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","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}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/mcg.2021.3130314","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcg.2021.3130314","pdf_url":null,"source":{"id":"https://openalex.org/S105380075","display_name":"IEEE Computer Graphics and Applications","issn_l":"0272-1716","issn":["0272-1716","1558-1756"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Computer Graphics and Applications","raw_type":"journal-article"},{"id":"pmid:35077350","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35077350","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE computer graphics and applications","raw_type":null},{"id":"pmh:oai:openaccess.city.ac.uk:27550","is_oa":false,"landing_page_url":"https://openaccess.city.ac.uk/view/creators_id/natalia=2Eandrienko=2E1.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306401940","display_name":"City Research Online (City University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I180825142","host_organization_name":"City, University of London","host_organization_lineage":["https://openalex.org/I180825142"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:publica.fraunhofer.de:publica/428579","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/428579","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"journal article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W73593153","https://openalex.org/W1501005121","https://openalex.org/W2094834818","https://openalex.org/W2141115795","https://openalex.org/W2153676086","https://openalex.org/W2587299461","https://openalex.org/W2602814102","https://openalex.org/W2625478334","https://openalex.org/W2788844524","https://openalex.org/W2824561939","https://openalex.org/W2883424428","https://openalex.org/W2896774728","https://openalex.org/W2899751989","https://openalex.org/W2927351257","https://openalex.org/W2942444880","https://openalex.org/W2962772482","https://openalex.org/W2963214037","https://openalex.org/W2963790214","https://openalex.org/W2965446359","https://openalex.org/W3006087551","https://openalex.org/W3081898781","https://openalex.org/W3087851140","https://openalex.org/W3108010663","https://openalex.org/W3114823909","https://openalex.org/W3163710317","https://openalex.org/W4250852845"],"related_works":["https://openalex.org/W2062940763","https://openalex.org/W2937343495","https://openalex.org/W2013698423","https://openalex.org/W4360833258","https://openalex.org/W3213842882","https://openalex.org/W4230323307","https://openalex.org/W2119477629","https://openalex.org/W3082938327","https://openalex.org/W2161243549","https://openalex.org/W602080368"],"abstract_inverted_index":{"We":[0,130],"introduce":[1],"a":[2,41,57,121,132],"new":[3],"research":[4,134,138],"area":[5],"in":[6,96],"visual":[7],"analytics":[8],"(VA)":[9],"aiming":[10],"to":[11,70,78,83,118],"bridge":[12],"existing":[13],"gaps":[14,38],"between":[15,44,59],"methods":[16],"of":[17,53,65,90,109,115,124],"interactive":[18],"machine":[19],"learning":[20],"(ML)":[21],"and":[22,30,47,51,55,63,67,72,81,88,120,128,136],"eXplainable":[23],"Artificial":[24],"Intelligence":[25],"(XAI),":[26],"on":[27,33],"one":[28],"side,":[29],"human":[31,48,68,84,125],"minds,":[32],"the":[34,60,93,107],"other":[35],"side.":[36],"The":[37],"are,":[39],"first,":[40],"conceptual":[42],"mismatch":[43,58],"ML/XAI":[45],"outputs":[46],"mental":[49],"models":[50],"ways":[52,89],"reasoning,":[54],"second,":[56],"information":[61,117],"quantity":[62],"level":[64],"detail":[66],"capabilities":[69],"perceive":[71],"understand.":[73],"A":[74],"grand":[75],"challenge":[76],"is":[77],"adapt":[79],"ML":[80],"XAI":[82,97],"goals,":[85],"concepts,":[86],"values,":[87],"thinking.":[91,129],"Complementing":[92],"current":[94],"efforts":[95],"towards":[98],"solving":[99],"this":[100],"challenge,":[101],"VA":[102],"can":[103],"contribute":[104],"by":[105],"exploiting":[106],"potential":[108],"visualization":[110],"as":[111],"an":[112],"effective":[113],"way":[114],"communicating":[116],"humans":[119],"strong":[122],"trigger":[123],"abstractive":[126],"perception":[127],"propose":[131],"cross-disciplinary":[133],"framework":[135],"formulate":[137],"directions":[139],"for":[140],"VA.":[141]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":6}],"updated_date":"2026-05-10T08:33:47.465468","created_date":"2025-10-10T00:00:00"}
