{"id":"https://openalex.org/W4294073705","doi":"https://doi.org/10.1515/itit-2022-0034","title":"Machine learning meets visualization \u2013 Experiences and lessons learned","display_name":"Machine learning meets visualization \u2013 Experiences and lessons learned","publication_year":2022,"publication_date":"2022-08-01","ids":{"openalex":"https://openalex.org/W4294073705","doi":"https://doi.org/10.1515/itit-2022-0034"},"language":"en","primary_location":{"id":"doi:10.1515/itit-2022-0034","is_oa":true,"landing_page_url":"https://doi.org/10.1515/itit-2022-0034","pdf_url":"https://www.degruyter.com/document/doi/10.1515/itit-2022-0034/pdf","source":{"id":"https://openalex.org/S4210229153","display_name":"it - Information Technology","issn_l":"1611-2776","issn":["1611-2776","2196-7032"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"it - Information Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.degruyter.com/document/doi/10.1515/itit-2022-0034/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036890265","display_name":"Quynh Quang Ngo","orcid":"https://orcid.org/0000-0001-5254-1480"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Quynh Quang Ngo","raw_affiliation_strings":["Universit\u00e4t Stuttgart , Visualization Research Center , , Stuttgart , Germany"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Stuttgart , Visualization Research Center , , Stuttgart , Germany","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009938675","display_name":"Frederik L. Dennig","orcid":"https://orcid.org/0000-0003-1116-8450"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Frederik L. Dennig","raw_affiliation_strings":["Universit\u00e4t Konstanz , Department of Computer and Information Science , , Konstanz , Germany"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Konstanz , Department of Computer and Information Science , , Konstanz , Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073919282","display_name":"Daniel A. Keim","orcid":"https://orcid.org/0000-0001-7966-9740"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel A. Keim","raw_affiliation_strings":["Universit\u00e4t Konstanz , Department of Computer and Information Science , , Konstanz , Germany"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Konstanz , Department of Computer and Information Science , , Konstanz , Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037110552","display_name":"Michael Sedlmair","orcid":"https://orcid.org/0000-0001-7048-9292"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Sedlmair","raw_affiliation_strings":["Universit\u00e4t Stuttgart , Visualization Research Center , , Stuttgart , Germany"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Stuttgart , Visualization Research Center , , Stuttgart , Germany","institution_ids":["https://openalex.org/I100066346"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5036890265"],"corresponding_institution_ids":["https://openalex.org/I100066346"],"apc_list":null,"apc_paid":{"value":1785,"currency":"EUR","value_usd":1925},"fwci":0.4025,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.59228476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"64","issue":"4-5","first_page":"169","last_page":"180"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T13398","display_name":"Data Analysis with R","score":0.9825000166893005,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.9764999747276306,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.8191388249397278},{"id":"https://openalex.org/keywords/intersection","display_name":"Intersection (aeronautics)","score":0.7669057250022888},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7341952323913574},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.6907856464385986},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5871672630310059},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.5718483328819275},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.485854834318161},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46746566891670227},{"id":"https://openalex.org/keywords/creative-visualization","display_name":"Creative visualization","score":0.46229952573776245},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.44595152139663696},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.43756648898124695},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41280245780944824},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37562862038612366},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08128607273101807}],"concepts":[{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.8191388249397278},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.7669057250022888},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7341952323913574},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.6907856464385986},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5871672630310059},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.5718483328819275},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.485854834318161},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46746566891670227},{"id":"https://openalex.org/C14669888","wikidata":"https://www.wikidata.org/wiki/Q4014850","display_name":"Creative visualization","level":3,"score":0.46229952573776245},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.44595152139663696},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.43756648898124695},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41280245780944824},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37562862038612366},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08128607273101807},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/itit-2022-0034","is_oa":true,"landing_page_url":"https://doi.org/10.1515/itit-2022-0034","pdf_url":"https://www.degruyter.com/document/doi/10.1515/itit-2022-0034/pdf","source":{"id":"https://openalex.org/S4210229153","display_name":"it - Information Technology","issn_l":"1611-2776","issn":["1611-2776","2196-7032"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"it - Information Technology","raw_type":"journal-article"},{"id":"pmh:oai:kops.uni-konstanz.de:123456789/58499","is_oa":false,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-2-n8aqwbi3iil62","pdf_url":null,"source":{"id":"https://openalex.org/S4306401487","display_name":"KOPS (University of Konstanz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189712700","host_organization_name":"University of Konstanz","host_organization_lineage":["https://openalex.org/I189712700"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"it - Information Technology ; 64 (2022), 4-5. - S. 169-180. - De Gruyter Oldenbourg. - ISSN 2081-3856. - eISSN 2196-7032","raw_type":"doc-type:article"}],"best_oa_location":{"id":"doi:10.1515/itit-2022-0034","is_oa":true,"landing_page_url":"https://doi.org/10.1515/itit-2022-0034","pdf_url":"https://www.degruyter.com/document/doi/10.1515/itit-2022-0034/pdf","source":{"id":"https://openalex.org/S4210229153","display_name":"it - Information Technology","issn_l":"1611-2776","issn":["1611-2776","2196-7032"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"it - Information Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6100000143051147}],"awards":[{"id":"https://openalex.org/G6401459825","display_name":null,"funder_award_id":"251654672","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4294073705.pdf","grobid_xml":"https://content.openalex.org/works/W4294073705.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W115273737","https://openalex.org/W884650706","https://openalex.org/W1927933524","https://openalex.org/W1963547174","https://openalex.org/W1964473154","https://openalex.org/W1970569592","https://openalex.org/W2001141328","https://openalex.org/W2015755066","https://openalex.org/W2028678069","https://openalex.org/W2037568557","https://openalex.org/W2051088039","https://openalex.org/W2053186076","https://openalex.org/W2089076842","https://openalex.org/W2100889083","https://openalex.org/W2103713538","https://openalex.org/W2119452648","https://openalex.org/W2132881639","https://openalex.org/W2147997165","https://openalex.org/W2152825437","https://openalex.org/W2157316473","https://openalex.org/W2161078926","https://openalex.org/W2161381700","https://openalex.org/W2163965546","https://openalex.org/W2346476940","https://openalex.org/W2462558827","https://openalex.org/W2542768043","https://openalex.org/W2583408446","https://openalex.org/W2590401502","https://openalex.org/W2610962473","https://openalex.org/W2750714283","https://openalex.org/W2752662042","https://openalex.org/W2753079413","https://openalex.org/W2769210209","https://openalex.org/W2791402561","https://openalex.org/W2795226127","https://openalex.org/W2815307792","https://openalex.org/W2883102881","https://openalex.org/W2888449044","https://openalex.org/W2888723145","https://openalex.org/W2889326414","https://openalex.org/W2891503716","https://openalex.org/W2892051885","https://openalex.org/W2896302278","https://openalex.org/W2899457449","https://openalex.org/W2902588880","https://openalex.org/W2944634251","https://openalex.org/W2960826148","https://openalex.org/W2962772482","https://openalex.org/W2963214037","https://openalex.org/W2964101465","https://openalex.org/W2965608405","https://openalex.org/W2965907370","https://openalex.org/W2975605169","https://openalex.org/W3043666678","https://openalex.org/W3092649770","https://openalex.org/W3103496950","https://openalex.org/W3108010663","https://openalex.org/W3115635240","https://openalex.org/W3126486408","https://openalex.org/W3173804777","https://openalex.org/W3205683536","https://openalex.org/W4200296112","https://openalex.org/W4224006294","https://openalex.org/W4248146732","https://openalex.org/W4292023222"],"related_works":["https://openalex.org/W1995622179","https://openalex.org/W1484111231","https://openalex.org/W1552543208","https://openalex.org/W2074396517","https://openalex.org/W2166963679","https://openalex.org/W2187269125","https://openalex.org/W1641615907","https://openalex.org/W3089231081","https://openalex.org/W2093956241","https://openalex.org/W2354420595"],"abstract_inverted_index":{"Abstract":[0],"In":[1,62],"this":[2,31],"article,":[3],"we":[4,38,66,92,101],"discuss":[5,67],"how":[6,42,70],"Visualization":[7],"(VIS)":[8],"with":[9],"Machine":[10],"Learning":[11],"(ML)":[12],"could":[13],"mutually":[14],"benefit":[15],"from":[16],"each":[17],"other.":[18],"We":[19],"do":[20],"so":[21],"through":[22],"the":[23,34,63,86],"lens":[24],"of":[25,96],"our":[26,89,105],"own":[27,90],"experience":[28],"working":[29],"at":[30],"intersection":[32],"for":[33],"last":[35],"decade.":[36],"Particularly":[37],"focus":[39],"on":[40,85],"describing":[41],"VIS":[43],"supports":[44],"explaining":[45],"ML":[46,71,109],"models":[47],"and":[48,88,110],"aids":[49],"ML-based":[50,78],"Dimensionality":[51],"Reduction":[52],"techniques":[53],"in":[54,104],"solving":[55],"tasks":[56],"such":[57,75],"as":[58,76],"parameter":[59],"space":[60],"analysis.":[61],"other":[64],"direction,":[65],"approaches":[68],"showing":[69],"helps":[72],"improve":[73,81],"VIS,":[74],"applying":[77],"automation":[79],"to":[80,107],"visualization":[82],"design.":[83],"Based":[84],"examples":[87],"perspective,":[91],"describe":[93],"a":[94],"number":[95],"open":[97],"research":[98],"challenges":[99],"that":[100],"frequently":[102],"encountered":[103],"endeavors":[106],"combine":[108],"VIS.":[111]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}