{"id":"https://openalex.org/W60170021","doi":"https://doi.org/10.3233/978-1-58603-891-5-234","title":"Fighting Knowledge Acquisition Bottleneck with Argument Based Machine Learning","display_name":"Fighting Knowledge Acquisition Bottleneck with Argument Based Machine Learning","publication_year":2008,"publication_date":"2008-01-01","ids":{"openalex":"https://openalex.org/W60170021","doi":"https://doi.org/10.3233/978-1-58603-891-5-234","mag":"60170021"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-58603-891-5-234","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-58603-891-5-234","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078854312","display_name":"Martin Mo\u017eina","orcid":"https://orcid.org/0000-0001-6179-7963"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Možina Martin","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010897042","display_name":"Matej Guid","orcid":null},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Guid Matej","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014061773","display_name":"Jana Krivec","orcid":"https://orcid.org/0000-0003-4057-3404"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Krivec Jana","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103261444","display_name":"Aleksander Sadikov","orcid":"https://orcid.org/0000-0001-8697-3556"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Sadikov Aleksander","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020641117","display_name":"Ivan Bratko","orcid":"https://orcid.org/0000-0002-3658-6555"},"institutions":[{"id":"https://openalex.org/I153976015","display_name":"University of Ljubljana","ror":"https://ror.org/05njb9z20","country_code":"SI","type":"education","lineage":["https://openalex.org/I153976015"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Bratko Ivan","raw_affiliation_strings":["Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer and Information Science, University of Ljubljana, Slovenia. Contact email: martin.mozina@fri.uni-lj.si#TAB#","institution_ids":["https://openalex.org/I153976015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5078854312"],"corresponding_institution_ids":["https://openalex.org/I153976015"],"apc_list":null,"apc_paid":null,"fwci":1.3316,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.79413811,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9961000084877014,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9961000084877014,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9901000261306763,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9842000007629395,"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/bottleneck","display_name":"Bottleneck","score":0.8858369588851929},{"id":"https://openalex.org/keywords/argument","display_name":"Argument (complex analysis)","score":0.8082119822502136},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6065865159034729},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4434269666671753},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37459295988082886},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.059989213943481445},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.044063031673431396}],"concepts":[{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.8858369588851929},{"id":"https://openalex.org/C98184364","wikidata":"https://www.wikidata.org/wiki/Q1780131","display_name":"Argument (complex analysis)","level":2,"score":0.8082119822502136},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6065865159034729},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4434269666671753},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37459295988082886},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.059989213943481445},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.044063031673431396},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/978-1-58603-891-5-234","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-58603-891-5-234","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1496347545","https://openalex.org/W1514032333","https://openalex.org/W1537143578","https://openalex.org/W1539601083","https://openalex.org/W1927345150","https://openalex.org/W1965944404","https://openalex.org/W2018387902","https://openalex.org/W2041817875","https://openalex.org/W2042385018","https://openalex.org/W2050440709","https://openalex.org/W2058077251","https://openalex.org/W2162754088","https://openalex.org/W2579108961"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Knowledge":[0],"elicitation":[1],"is":[2,64,146],"known":[3],"to":[4,29,40,55,59,103,117],"be":[5],"a":[6,11,16,27,66,69,90,110,131,137,149,154,163],"difficult":[7],"task":[8],"and":[9,57,72,94,108,122],"thus":[10],"major":[12],"bottleneck":[13],"in":[14,109,162],"building":[15,153],"knowledge":[17,106,138,155],"base.":[18,139],"Machine":[19,33],"learning":[20,34,74,84],"has":[21,86],"long":[22],"ago":[23],"been":[24,87],"proposed":[25],"as":[26,89],"way":[28],"alleviate":[30],"this":[31,145],"problem.":[32],"usually":[35],"helps":[36],"the":[37,44,49,77,101,120,125],"domain":[38,70],"expert":[39,71,102,159],"uncover":[41],"some":[42],"of":[43,68,92,124,152,157],"more":[45],"tacit":[46],"concepts.":[47,127],"However,":[48],"learned":[50,126],"concepts":[51],"are":[52],"often":[53],"hard":[54,58],"understand":[56],"extend.":[60],"A":[61],"common":[62],"view":[63],"that":[65],"combination":[67,91],"machine":[73,83,95],"would":[75],"yield":[76],"best":[78],"results.":[79],"Recently,":[80],"argument":[81],"based":[82],"(ABML)":[85],"introduced":[88],"argumentation":[93],"learning.":[96],"Through":[97],"argumentation,":[98],"ABML":[99,114,130],"enables":[100],"articulate":[104],"his":[105],"easily":[107],"very":[111],"natural":[112,133],"way.":[113],"was":[115],"shown":[116],"significantly":[118],"improve":[119],"comprehensibility":[121],"accuracy":[123],"This":[128],"makes":[129],"most":[132],"tool":[134],"for":[135],"constructing":[136],"The":[140],"present":[141],"paper":[142],"shows":[143],"how":[144],"accomplished":[147],"through":[148],"case":[150],"study":[151],"base":[156],"an":[158],"system":[160],"used":[161],"chess":[164],"tutoring":[165],"application.":[166]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2012,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2016-06-24T00:00:00"}