{"id":"https://openalex.org/W2002298104","doi":"https://doi.org/10.1080/713827122","title":"Conceptual knowledge discovery--a human-centered approach","display_name":"Conceptual knowledge discovery--a human-centered approach","publication_year":2003,"publication_date":"2003-03-01","ids":{"openalex":"https://openalex.org/W2002298104","doi":"https://doi.org/10.1080/713827122","mag":"2002298104"},"language":"en","primary_location":{"id":"doi:10.1080/713827122","is_oa":false,"landing_page_url":"https://doi.org/10.1080/713827122","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Joachim Hereth Correia","orcid":null},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Joachim Hereth Correia","raw_affiliation_strings":["Fachbereich Mathematik , Technische Universit\u00e4t Darmstadt , Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fachbereich Mathematik , Technische Universit\u00e4t Darmstadt , Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053751744","display_name":"Gerd Stumme","orcid":"https://orcid.org/0000-0002-0570-7908"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gerd Stumme","raw_affiliation_strings":["Institut f\u00fcr Angewandte Informatik und Formale Beschreibungsverfahren (AIFB) , Universit\u00e4t Karlsruhe (TH) , Karlsruhe, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut f\u00fcr Angewandte Informatik und Formale Beschreibungsverfahren (AIFB) , Universit\u00e4t Karlsruhe (TH) , Karlsruhe, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108689631","display_name":"Rudolf Wille","orcid":null},"institutions":[{"id":"https://openalex.org/I31512782","display_name":"Technische Universit\u00e4t Darmstadt","ror":"https://ror.org/05n911h24","country_code":"DE","type":"education","lineage":["https://openalex.org/I31512782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rudolf Wille","raw_affiliation_strings":["Fachbereich Mathematik , Technische Universit\u00e4t Darmstadt , Darmstadt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fachbereich Mathematik , Technische Universit\u00e4t Darmstadt , Darmstadt, Germany","institution_ids":["https://openalex.org/I31512782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062352558","display_name":"Uta Wille","orcid":"https://orcid.org/0000-0003-1756-5449"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Uta Wille","raw_affiliation_strings":["Jelmoli AG , E-Commerce & Database Marketing , Z\u00fcrich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jelmoli AG , E-Commerce & Database Marketing , Z\u00fcrich, Switzerland","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2195,"currency":"USD","value_usd":2195},"apc_paid":null,"fwci":1.092,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.76642647,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"17","issue":"3","first_page":"281","last_page":"302"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9983000159263611,"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/T11106","display_name":"Data Management and Algorithms","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.825758695602417},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.5825571417808533},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5799343585968018},{"id":"https://openalex.org/keywords/conceptual-graph","display_name":"Conceptual graph","score":0.5680098533630371},{"id":"https://openalex.org/keywords/conceptual-model","display_name":"Conceptual model","score":0.537498950958252},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5281270146369934},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.47167643904685974},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.42434000968933105},{"id":"https://openalex.org/keywords/formal-concept-analysis","display_name":"Formal concept analysis","score":0.41976362466812134},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3944624364376068},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.23825806379318237},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.21248790621757507},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19021394848823547},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.11301681399345398}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.825758695602417},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.5825571417808533},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5799343585968018},{"id":"https://openalex.org/C234837","wikidata":"https://www.wikidata.org/wiki/Q1420493","display_name":"Conceptual graph","level":3,"score":0.5680098533630371},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.537498950958252},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5281270146369934},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.47167643904685974},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.42434000968933105},{"id":"https://openalex.org/C76363472","wikidata":"https://www.wikidata.org/wiki/Q1437394","display_name":"Formal concept analysis","level":2,"score":0.41976362466812134},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3944624364376068},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.23825806379318237},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.21248790621757507},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19021394848823547},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.11301681399345398},{"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/713827122","is_oa":false,"landing_page_url":"https://doi.org/10.1080/713827122","pdf_url":null,"source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W40945337","https://openalex.org/W42377372","https://openalex.org/W53681585","https://openalex.org/W62151500","https://openalex.org/W106642128","https://openalex.org/W110175884","https://openalex.org/W133406518","https://openalex.org/W134366547","https://openalex.org/W1013789397","https://openalex.org/W1166927269","https://openalex.org/W1481488340","https://openalex.org/W1493596129","https://openalex.org/W1494816194","https://openalex.org/W1498208513","https://openalex.org/W1499897480","https://openalex.org/W1503729935","https://openalex.org/W1523293200","https://openalex.org/W1533683656","https://openalex.org/W1536736992","https://openalex.org/W1556950746","https://openalex.org/W1558245045","https://openalex.org/W1572750194","https://openalex.org/W1572977915","https://openalex.org/W1594972045","https://openalex.org/W1599194387","https://openalex.org/W1601529450","https://openalex.org/W1601863280","https://openalex.org/W1607553966","https://openalex.org/W1851672339","https://openalex.org/W1852340955","https://openalex.org/W1959987265","https://openalex.org/W1964090097","https://openalex.org/W1981804253","https://openalex.org/W2007972880","https://openalex.org/W2051508823","https://openalex.org/W2066771339","https://openalex.org/W2094974204","https://openalex.org/W2104983532","https://openalex.org/W2114498997","https://openalex.org/W2129555316","https://openalex.org/W2166559705","https://openalex.org/W2202297506","https://openalex.org/W2251278348","https://openalex.org/W2405001542","https://openalex.org/W2525590988","https://openalex.org/W2611194857","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2505081354","https://openalex.org/W2163598528","https://openalex.org/W2010010720","https://openalex.org/W4318697616","https://openalex.org/W2620706588","https://openalex.org/W2983282487","https://openalex.org/W2330379027","https://openalex.org/W2560024938","https://openalex.org/W2054358026","https://openalex.org/W2002298104"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,142],"discuss":[4,112],"Conceptual":[5,19,22],"Knowledge":[6,20,23],"Discovery":[7],"in":[8,15,134],"Databases":[9],"(CKDD)":[10],"as":[11],"it":[12,130],"is":[13,25,77,85,122],"developing":[14],"the":[16,28,45,65,69,73,78,82,93,99,103,108,114],"field":[17],"of":[18,31,56,68,75,126],"Processing.":[21],"Processing":[24],"based":[26],"on":[27],"mathematical":[29],"theory":[30,40],"Formal":[32],"Concept":[33],"Analysis,":[34],"which":[35],"has":[36],"become":[37],"a":[38,53,144],"successful":[39],"for":[41,118,147],"data":[42,60],"analysis":[43,94],"during":[44],"last":[46],"two":[47,132],"decades.":[48],"CKDD":[49,76],"aims":[50],"to":[51,72,87,105],"support":[52],"human-centered":[54],"process":[55],"discovering":[57],"knowledge":[58],"from":[59],"by":[61,131],"visualizing":[62],"and":[63,91,128,137],"analyzing":[64],"conceptual":[66,119,148],"structure":[67],"data.":[70],"Basic":[71],"philosophy":[74],"idea":[79],"that":[80,92],"only":[81],"human":[83],"analyst":[84,104],"able":[86],"make":[88],"meaningful":[89],"decisions,":[90],"tools":[95],"should":[96],"not":[97],"oversimplify":[98],"data,":[100],"but":[101],"help":[102],"deal":[106],"with":[107],"complex":[109],"situation.":[110],"We":[111],"how":[113],"management":[115],"system":[116],"TOSCANA":[117],"information":[120],"systems":[121],"supporting":[123],"those":[124],"goals":[125],"CKDD,":[127],"illustrate":[129],"applications":[133],"database":[135],"marketing":[136],"flight":[138],"movement":[139],"analysis.":[140],"Finally,":[141],"present":[143],"new":[145],"tool":[146],"deviation":[149],"discovery,":[150],"C":[151],"HIANTI":[152],".":[153]},"counts_by_year":[{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
