{"id":"https://openalex.org/W4212900831","doi":"https://doi.org/10.5220/0010896200003124","title":"SDBM: Supervised Decision Boundary Maps for Machine Learning Classifiers","display_name":"SDBM: Supervised Decision Boundary Maps for Machine Learning Classifiers","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4212900831","doi":"https://doi.org/10.5220/0010896200003124"},"language":"en","primary_location":{"id":"doi:10.5220/0010896200003124","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010896200003124","pdf_url":null,"source":{"id":"https://openalex.org/S4363608825","display_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.5220/0010896200003124","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002816721","display_name":"Artur Andr\u00e9 Almeida de Macedo Oliveira","orcid":"https://orcid.org/0000-0002-3606-1687"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Artur Oliveira","raw_affiliation_strings":["Institute of Mathematics and Statistics, University of S\u00e3o Paulo, Brazil, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Institute of Mathematics and Statistics, University of S\u00e3o Paulo, Brazil, --- Select a Country ---","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074525572","display_name":"Mateus Espadoto","orcid":"https://orcid.org/0000-0002-1922-4309"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Mateus Espadoto","raw_affiliation_strings":["Institute of Mathematics and Statistics, University of S\u00e3o Paulo, Brazil, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Institute of Mathematics and Statistics, University of S\u00e3o Paulo, Brazil, --- Select a Country ---","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006191190","display_name":"Roberto Hirata","orcid":"https://orcid.org/0000-0003-3861-7260"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Roberto Hirata Jr.","raw_affiliation_strings":["Institute of Mathematics and Statistics, University of S\u00e3o Paulo, Brazil, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Institute of Mathematics and Statistics, University of S\u00e3o Paulo, Brazil, --- Select a Country ---","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024074640","display_name":"Alexandru Telea","orcid":"https://orcid.org/0000-0003-0750-0502"},"institutions":[{"id":"https://openalex.org/I193662353","display_name":"Utrecht University","ror":"https://ror.org/04pp8hn57","country_code":"NL","type":"education","lineage":["https://openalex.org/I193662353"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Alexandru Telea","raw_affiliation_strings":["Department of Information and Computing Sciences, Utrecht University, The Netherlands, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Department of Information and Computing Sciences, Utrecht University, The Netherlands, --- Select a Country ---","institution_ids":["https://openalex.org/I193662353"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5002816721"],"corresponding_institution_ids":["https://openalex.org/I17974374"],"apc_list":null,"apc_paid":null,"fwci":1.1481,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.79355488,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"77","last_page":"87"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.692799985408783,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.692799985408783,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.6567999720573425,"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/T10320","display_name":"Neural Networks and Applications","score":0.6319000124931335,"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":0.7511236667633057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6606245040893555},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.60486900806427},{"id":"https://openalex.org/keywords/decision-boundary","display_name":"Decision boundary","score":0.5757487416267395},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.5086499452590942},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.5014476776123047},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3263513147830963},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.21155008673667908},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12075060606002808},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.08740469813346863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7511236667633057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6606245040893555},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.60486900806427},{"id":"https://openalex.org/C42023084","wikidata":"https://www.wikidata.org/wiki/Q5249231","display_name":"Decision boundary","level":3,"score":0.5757487416267395},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.5086499452590942},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.5014476776123047},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3263513147830963},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.21155008673667908},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12075060606002808},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.08740469813346863},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0010896200003124","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010896200003124","pdf_url":null,"source":{"id":"https://openalex.org/S4363608825","display_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},{"id":"pmh:oai:dspace.library.uu.nl:1874/431906","is_oa":true,"landing_page_url":"https://dspace.library.uu.nl/handle/1874/431906","pdf_url":null,"source":{"id":"https://openalex.org/S4306401649","display_name":"Utrecht University Repository (Utrecht University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193662353","host_organization_name":"Utrecht University","host_organization_lineage":["https://openalex.org/I193662353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Part of book"}],"best_oa_location":{"id":"doi:10.5220/0010896200003124","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010896200003124","pdf_url":null,"source":{"id":"https://openalex.org/S4363608825","display_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","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":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3162567751","https://openalex.org/W4285260836","https://openalex.org/W4221088574","https://openalex.org/W3094076422","https://openalex.org/W3046775127","https://openalex.org/W4220686584","https://openalex.org/W4319309271","https://openalex.org/W2971361125","https://openalex.org/W3091943846","https://openalex.org/W2953328427"],"abstract_inverted_index":{"Understanding":[0],"the":[1,30,60,89],"decision":[2],"boundaries":[3,34],"of":[4,32,129],"a":[5,19,71,82],"machine":[6],"learning":[7],"classifier":[8,131],"is":[9,112],"key":[10],"to":[11,28,57,106,110,116,123],"gain":[12],"insight":[13],"on":[14],"how":[15],"classifiers":[16],"work.":[17],"Recently,":[18],"technique":[20,73,86],"called":[21,74],"Decision":[22,76],"Boundary":[23,77],"Map":[24],"(DBM)":[25],"was":[26],"developed":[27],"enable":[29],"visualization":[31],"such":[33],"by":[35],"leveraging":[36],"direct":[37],"and":[38,50,114],"inverse":[39],"projections.":[40],"However,":[41],"DBM":[42,91],"have":[43],"scalability":[44],"issues":[45],"for":[46],"creating":[47],"fine-grained":[48],"maps,":[49],"can":[51],"generate":[52],"results":[53,101],"that":[54,87,98,102],"are":[55,103],"hard":[56],"interpret":[58,107],"when":[59,108],"classification":[61],"problem":[62],"has":[63],"many":[64],"classes.":[65],"In":[66],"this":[67],"paper":[68],"we":[69],"propose":[70],"new":[72],"Supervised":[75],"Maps":[78],"(SDBM),":[79],"which":[80],"uses":[81],"supervised,":[83],"GPU-accelerated":[84],"projection":[85],"solves":[88],"original":[90],"shortcomings.":[92],"We":[93],"show":[94],"through":[95],"several":[96],"experiments":[97],"SDBM":[99],"generates":[100],"much":[104],"easier":[105,115],"compared":[109],"DBM,":[111],"faster":[113],"use,":[117],"while":[118],"still":[119],"being":[120],"generic":[121],"enough":[122],"be":[124],"used":[125],"with":[126],"any":[127],"type":[128],"single-output":[130]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}