{"id":"https://openalex.org/W2557534603","doi":"https://doi.org/10.1007/978-3-319-50127-7_39","title":"Exceptional Contrast Set Mining: Moving Beyond the Deluge of the Obvious","display_name":"Exceptional Contrast Set Mining: Moving Beyond the Deluge of the Obvious","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2557534603","doi":"https://doi.org/10.1007/978-3-319-50127-7_39","mag":"2557534603"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-50127-7_39","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-50127-7_39","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-319-50127-7_39","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089725610","display_name":"Dang Nguyen","orcid":"https://orcid.org/0000-0002-0401-988X"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Dang Nguyen","raw_affiliation_strings":["School of Information Technology, Centre for Pattern Recognition and Data Analytics, Deakin University, Geelong, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Centre for Pattern Recognition and Data Analytics, Deakin University, Geelong, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090419741","display_name":"Wei Luo","orcid":"https://orcid.org/0000-0002-4711-7543"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Wei Luo","raw_affiliation_strings":["School of Information Technology, Centre for Pattern Recognition and Data Analytics, Deakin University, Geelong, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Centre for Pattern Recognition and Data Analytics, Deakin University, Geelong, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036447132","display_name":"Dinh Phung","orcid":"https://orcid.org/0000-0002-9977-8247"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dinh Phung","raw_affiliation_strings":["School of Information Technology, Centre for Pattern Recognition and Data Analytics, Deakin University, Geelong, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Centre for Pattern Recognition and Data Analytics, Deakin University, Geelong, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045540854","display_name":"Svetha Venkatesh","orcid":"https://orcid.org/0000-0001-8675-6631"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Svetha Venkatesh","raw_affiliation_strings":["School of Information Technology, Centre for Pattern Recognition and Data Analytics, Deakin University, Geelong, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Centre for Pattern Recognition and Data Analytics, Deakin University, Geelong, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5089725610"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":1.0504,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.79907652,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"455","last_page":"468"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9998000264167786,"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":0.9998000264167786,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9977999925613403,"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.8159276247024536},{"id":"https://openalex.org/keywords/contrast","display_name":"Contrast (vision)","score":0.7407054901123047},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5447756052017212},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39044883847236633},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09989112615585327}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8159276247024536},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.7407054901123047},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5447756052017212},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39044883847236633},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09989112615585327}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-319-50127-7_39","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-50127-7_39","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30093558","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402457","display_name":"Deakin Research Online (Deakin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":{"id":"doi:10.1007/978-3-319-50127-7_39","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-50127-7_39","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W8020788","https://openalex.org/W51487941","https://openalex.org/W130863262","https://openalex.org/W311301339","https://openalex.org/W1506285740","https://openalex.org/W1528081447","https://openalex.org/W1549565124","https://openalex.org/W1566858089","https://openalex.org/W1607559861","https://openalex.org/W1970741763","https://openalex.org/W2070589300","https://openalex.org/W2102297485","https://openalex.org/W2110065044","https://openalex.org/W2125238080","https://openalex.org/W2214420139","https://openalex.org/W2460072725"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Data":[0],"scientists,":[1],"with":[2,15],"access":[3],"to":[4,19,70,121],"fast":[5],"growing":[6],"data":[7],"and":[8,63],"computing":[9],"power,":[10],"constantly":[11],"look":[12,71],"for":[13,72],"algorithms":[14,29,55],"greater":[16],"detection":[17],"power":[18],"discover":[20],"\u201cnovel\u201d":[21],"knowledge.":[22],"But":[23],"more":[24],"often":[25],"than":[26],"not,":[27],"their":[28],"give":[30],"them":[31],"too":[32],"many":[33],"outputs":[34],"that":[35,56,85,109],"are":[36],"either":[37],"highly":[38],"speculative":[39],"or":[40],"simply":[41],"confirming":[42],"what":[43],"the":[44,59,97,111],"domain":[45,65],"experts":[46],"already":[47],"know.":[48],"To":[49],"escape":[50],"this":[51],"dilemma,":[52],"we":[53],"need":[54],"move":[57],"beyond":[58],"obvious":[60],"association":[61],"analyses":[62],"leverage":[64],"analytic":[66,123],"objectives":[67],"(aka.":[68],"KPIs)":[69],"higher":[73],"order":[74],"connections.":[75],"We":[76],"propose":[77],"a":[78,88,132,138],"new":[79],"technique":[80],"Exceptional":[81],"Contrast":[82],"Set":[83],"Mining":[84],"first":[86],"gathers":[87],"succinct":[89],"collection":[90],"of":[91,99,131],"affirmative":[92,112],"contrast":[93,107,113],"sets":[94,108],"based":[95],"on":[96],"principle":[98],"redundant":[100],"information":[101],"elimination.":[102],"Then":[103],"it":[104,136],"discovers":[105],"exceptional":[106],"contradict":[110],"sets.":[114],"The":[115],"algorithm":[116],"has":[117],"been":[118],"successfully":[119],"applied":[120],"several":[122],"consulting":[124],"projects.":[125],"In":[126],"particular,":[127],"during":[128],"an":[129],"analysis":[130],"state-wide":[133],"cancer":[134,144],"registry,":[135],"discovered":[137],"surprising":[139],"regional":[140],"difference":[141],"in":[142],"breast":[143],"screening.":[145]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}