{"id":"https://openalex.org/W3208610338","doi":"https://doi.org/10.1109/dsaa53316.2021.9564220","title":"Explainable clustering with multidimensional bounding boxes","display_name":"Explainable clustering with multidimensional bounding boxes","publication_year":2021,"publication_date":"2021-10-06","ids":{"openalex":"https://openalex.org/W3208610338","doi":"https://doi.org/10.1109/dsaa53316.2021.9564220","mag":"3208610338"},"language":"en","primary_location":{"id":"doi:10.1109/dsaa53316.2021.9564220","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa53316.2021.9564220","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ruj.uj.edu.pl/xmlui/handle/item/288810","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053798559","display_name":"Micha\u0142 Kuk","orcid":null},"institutions":[{"id":"https://openalex.org/I686019","display_name":"AGH University of Krakow","ror":"https://ror.org/00bas1c41","country_code":"PL","type":"education","lineage":["https://openalex.org/I686019"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Michal Kuk","raw_affiliation_strings":["Faculty of Drilling, Oil and Gas, AGH University of Science and Technology, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0002-6270-3938","affiliations":[{"raw_affiliation_string":"Faculty of Drilling, Oil and Gas, AGH University of Science and Technology, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I686019"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009252880","display_name":"Szymon Bobek","orcid":"https://orcid.org/0000-0002-6350-8405"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Szymon Bobek","raw_affiliation_strings":["Jagiellonian Human-Centered Artificial Intelligence Laboratory (JAHCAI) and Institute of Applied Computer Science Jagiellonian University, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0002-6350-8405","affiliations":[{"raw_affiliation_string":"Jagiellonian Human-Centered Artificial Intelligence Laboratory (JAHCAI) and Institute of Applied Computer Science Jagiellonian University, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I126596746"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023890658","display_name":"Grzegorz J. Nalepa","orcid":"https://orcid.org/0000-0002-8182-4225"},"institutions":[{"id":"https://openalex.org/I126596746","display_name":"Jagiellonian University","ror":"https://ror.org/03bqmcz70","country_code":"PL","type":"education","lineage":["https://openalex.org/I126596746"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Grzegorz J. Nalepa","raw_affiliation_strings":["Jagiellonian Human-Centered Artificial Intelligence Laboratory (JAHCAI) and Institute of Applied Computer Science Jagiellonian University, Krak\u00f3w, Poland"],"raw_orcid":"https://orcid.org/0000-0002-8182-4225","affiliations":[{"raw_affiliation_string":"Jagiellonian Human-Centered Artificial Intelligence Laboratory (JAHCAI) and Institute of Applied Computer Science Jagiellonian University, Krak\u00f3w, Poland","institution_ids":["https://openalex.org/I126596746"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5053798559"],"corresponding_institution_ids":["https://openalex.org/I686019"],"apc_list":null,"apc_paid":null,"fwci":1.4237,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.86094745,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.995199978351593,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9936000108718872,"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/bounding-overwatch","display_name":"Bounding overwatch","score":0.8189692497253418},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7927116751670837},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7805933952331543},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6649685502052307},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5985885858535767},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5929451584815979},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.44971218705177307},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42727187275886536},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.4210672974586487}],"concepts":[{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.8189692497253418},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7927116751670837},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7805933952331543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6649685502052307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5985885858535767},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5929451584815979},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.44971218705177307},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42727187275886536},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.4210672974586487},{"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:10.1109/dsaa53316.2021.9564220","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsaa53316.2021.9564220","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)","raw_type":"proceedings-article"},{"id":"pmh:oai:ruj.uj.edu.pl:item/288810","is_oa":true,"landing_page_url":"https://ruj.uj.edu.pl/xmlui/handle/item/288810","pdf_url":null,"source":{"id":"https://openalex.org/S4306401249","display_name":"Jagiellonian University Repository (Jagiellonian University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I126596746","host_organization_name":"Jagiellonian University","host_organization_lineage":["https://openalex.org/I126596746"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:ruj.uj.edu.pl:item/288810","is_oa":true,"landing_page_url":"https://ruj.uj.edu.pl/xmlui/handle/item/288810","pdf_url":null,"source":{"id":"https://openalex.org/S4306401249","display_name":"Jagiellonian University Repository (Jagiellonian University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I126596746","host_organization_name":"Jagiellonian University","host_organization_lineage":["https://openalex.org/I126596746"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322650","display_name":"Narodowym Centrum Nauki","ror":"https://ror.org/03ha2q922"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W191824615","https://openalex.org/W1549710828","https://openalex.org/W2011430131","https://openalex.org/W2073308541","https://openalex.org/W2151631165","https://openalex.org/W2153226019","https://openalex.org/W2338551862","https://openalex.org/W2788403449","https://openalex.org/W2888128355","https://openalex.org/W2911279163","https://openalex.org/W2989964158","https://openalex.org/W2990129927","https://openalex.org/W3007474027","https://openalex.org/W3011442134","https://openalex.org/W3014077444","https://openalex.org/W3033452709","https://openalex.org/W3034838735","https://openalex.org/W3093388566","https://openalex.org/W3095225556","https://openalex.org/W3128452405","https://openalex.org/W3171028779","https://openalex.org/W3204664178","https://openalex.org/W4287765297","https://openalex.org/W4402843978","https://openalex.org/W6632816258","https://openalex.org/W6748426178","https://openalex.org/W6760943734","https://openalex.org/W6769409783","https://openalex.org/W6796904398"],"related_works":["https://openalex.org/W3166204570","https://openalex.org/W3121246613","https://openalex.org/W2132137594","https://openalex.org/W2798482732","https://openalex.org/W350499458","https://openalex.org/W2804364458","https://openalex.org/W2062170304","https://openalex.org/W97715426","https://openalex.org/W4298130764","https://openalex.org/W4240240174"],"abstract_inverted_index":{"Explainable":[0],"Artificial":[1],"Intelligence":[2],"(XAI)":[3],"aims":[4],"at":[5],"introducing":[6],"transparency":[7],"and":[8,33,77],"intelligibility":[9],"into":[10],"decision-making":[11],"process":[12],"of":[13,17,87],"AI":[14],"systems.":[15],"Most":[16],"the":[18,72,113],"work":[19],"in":[20,100],"this":[21,90],"area":[22],"is":[23,48,79],"focused":[24],"on":[25,57,112,125],"supervised":[26],"machine":[27],"learning":[28],"tasks":[29],"such":[30,37,69],"as":[31,38,63],"classification":[32],"regression.":[34],"Unsupervised":[35],"algorithms":[36],"clustering":[39],"can":[40],"also":[41],"be":[42],"explained":[43],"with":[44,60,68,103],"existing":[45],"approaches.":[46],"This":[47],"most":[49],"often":[50],"achieved":[51],"by":[52],"explaining":[53],"a":[54,64,70,94],"classifier":[55],"trained":[56],"cluster":[58,61,75,101],"data":[59],"labels":[62],"dependant":[65],"variable.":[66],"However,":[67],"transformation":[71],"information":[73],"about":[74],"shape":[76],"distribution":[78],"lost,":[80],"which":[81],"may":[82],"lead":[83],"to":[84],"wrong":[85],"interpretation":[86],"explanations.":[88,106],"In":[89],"paper,":[91],"we":[92],"introduce":[93],"method":[95],"that":[96,117],"aids":[97],"end":[98],"experts":[99],"analysis":[102],"human-readable":[104],"rule-based":[105],"We":[107,121],"use":[108],"state-of-the-art":[109],"explanation":[110],"mechanism":[111],"multidimensional":[114],"bounding":[115],"boxes":[116],"represent":[118],"arbitrarily-shaped":[119],"clusters.":[120],"demonstrate":[122],"our":[123],"approach":[124],"reproducible":[126],"synthetic":[127],"datasets.":[128]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}