{"id":"https://openalex.org/W4400113600","doi":"https://doi.org/10.1109/mipro60963.2024.10569549","title":"Argument-Based Regression Trees","display_name":"Argument-Based Regression Trees","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4400113600","doi":"https://doi.org/10.1109/mipro60963.2024.10569549"},"language":"en","primary_location":{"id":"doi:10.1109/mipro60963.2024.10569549","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mipro60963.2024.10569549","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 47th MIPRO ICT and Electronics Convention (MIPRO)","raw_type":"proceedings-article"},"type":"article","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/A5099635416","display_name":"Tea Gale","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":true,"raw_author_name":"T. Gale","raw_affiliation_strings":["University of Ljubljana,Faculty of Computer and Information Science,Ljubljana,Slovenia"],"affiliations":[{"raw_affiliation_string":"University of Ljubljana,Faculty of Computer and Information Science,Ljubljana,Slovenia","institution_ids":["https://openalex.org/I153976015"]}]},{"author_position":"last","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":"M. Guid","raw_affiliation_strings":["University of Ljubljana,Faculty of Computer and Information Science,Ljubljana,Slovenia"],"affiliations":[{"raw_affiliation_string":"University of Ljubljana,Faculty of Computer and Information Science,Ljubljana,Slovenia","institution_ids":["https://openalex.org/I153976015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5099635416"],"corresponding_institution_ids":["https://openalex.org/I153976015"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.07480834,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.2037000060081482,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.2037000060081482,"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":0.19850000739097595,"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/T14351","display_name":"Statistical and Computational Modeling","score":0.18790000677108765,"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/argument","display_name":"Argument (complex analysis)","score":0.5909574031829834},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5618497133255005},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5130099654197693},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4428030848503113},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.4113367199897766},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.306510865688324},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.056052446365356445}],"concepts":[{"id":"https://openalex.org/C98184364","wikidata":"https://www.wikidata.org/wiki/Q1780131","display_name":"Argument (complex analysis)","level":2,"score":0.5909574031829834},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5618497133255005},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5130099654197693},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4428030848503113},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.4113367199897766},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.306510865688324},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.056052446365356445},{"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:10.1109/mipro60963.2024.10569549","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mipro60963.2024.10569549","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 47th MIPRO ICT and Electronics Convention (MIPRO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W169979552","https://openalex.org/W1965944404","https://openalex.org/W2034885653","https://openalex.org/W2125775793","https://openalex.org/W2162096170","https://openalex.org/W2180885055","https://openalex.org/W2809925683","https://openalex.org/W2995523160","https://openalex.org/W3000716014","https://openalex.org/W3008345048","https://openalex.org/W3022788939","https://openalex.org/W3157885359","https://openalex.org/W6775529479"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W1979597421","https://openalex.org/W2007980826","https://openalex.org/W2061531152","https://openalex.org/W3002753104","https://openalex.org/W2077600819","https://openalex.org/W2142036596","https://openalex.org/W2072657027","https://openalex.org/W2600246793","https://openalex.org/W4238204885"],"abstract_inverted_index":{"The":[0],"advancements":[1],"in":[2,16,32,44,53],"the":[3,20,33,37,50,77,84,98,103,143,149,156,159,187],"machine":[4,121],"learning":[5,55],"domain":[6,170],"have":[7],"compelled":[8],"numerous":[9],"developments":[10],"and":[11,113,133,141],"applications":[12,43],"of":[13,23,30,148,165],"artificial":[14],"intelligence":[15],"diverse":[17],"spheres,":[18],"which\u2014with":[19],"increasing":[21],"complexity":[22],"techniques":[24],"targeting":[25],"better":[26],"performance\u2014introduced":[27],"a":[28,59,62,169],"deterioration":[29],"understandability":[31],"utilized":[34],"models.":[35],"However,":[36],"explainability":[38],"remains":[39],"imperative":[40],"for":[41,111],"critical":[42],"domains":[45],"such":[46,90],"as":[47,146],"medicine.":[48],"With":[49],"modelling":[51],"process":[52],"inductive":[54],"aiming":[56],"to":[57,88,93],"find":[58],"well-generalizable":[60],"hypothesis,":[61],"common":[63],"problem":[64],"is":[65,92,117],"that":[66,76,154,166,175],"multiple":[67],"hypotheses":[68],"may":[69],"be":[70,81],"consistent":[71],"with":[72,155],"training":[73],"data":[74],"or":[75],"correct":[78],"hypothesis":[79,104],"cannot":[80],"induced":[82],"from":[83],"data.":[85],"One":[86],"option":[87,110],"alleviate":[89],"shortcomings":[91],"introduce":[94],"expert":[95,115],"knowledge":[96,116],"into":[97],"modeling":[99],"process,":[100],"consequently":[101],"constraining":[102],"search":[105],"space.":[106],"A":[107],"demonstrated":[108],"effective":[109],"eliciting":[112],"incorporating":[114],"represented":[118],"by":[119,168],"argument-based":[120,136],"learning,":[122],"an":[123,135],"approach":[124],"based":[125],"on":[126],"argumentation.":[127],"In":[128],"this":[129],"paper,":[130],"we":[131,173],"propose":[132],"evaluate":[134],"regression":[137,160],"tree":[138,161],"(ABRT)":[139],"method":[140,145],"implement":[142],"proposed":[144],"part":[147],"ABTree":[150],"tool.":[151],"We":[152],"show":[153,174],"ABRT":[157],"method,":[158],"structure":[162],"resembles":[163],"more":[164],"expected":[167],"expert.":[171],"Additionally,":[172],"assigning":[176],"random":[177],"arguments":[178],"will":[179],"likely":[180],"not":[181],"drastically":[182],"reduce":[183],"model":[184,188],"performance":[185],"if":[186],"parameters":[189],"are":[190],"selected":[191],"intelligently.":[192]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
