{"id":"https://openalex.org/W4403792991","doi":"https://doi.org/10.24963/kr.2024/6","title":"A Uniform Language to Explain Decision Trees","display_name":"A Uniform Language to Explain Decision Trees","publication_year":2024,"publication_date":"2024-10-26","ids":{"openalex":"https://openalex.org/W4403792991","doi":"https://doi.org/10.24963/kr.2024/6"},"language":"en","primary_location":{"id":"doi:10.24963/kr.2024/6","is_oa":true,"landing_page_url":"https://doi.org/10.24963/kr.2024/6","pdf_url":"https://proceedings.kr.org/2024/6/kr2024-0006-arenas-et-al.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the TwentyFirst International Conference on Principles of Knowledge Representation and Reasoning","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://proceedings.kr.org/2024/6/kr2024-0006-arenas-et-al.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011691423","display_name":"Marcelo Arenas","orcid":"https://orcid.org/0000-0003-3678-1868"},"institutions":[{"id":"https://openalex.org/I130474213","display_name":"Pontificia Universidad Cat\u00f3lica de Valpara\u00edso","ror":"https://ror.org/02cafbr77","country_code":"CL","type":"education","lineage":["https://openalex.org/I130474213"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Marcelo Arenas","raw_affiliation_strings":["PUC Chile","RelationalAI"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PUC Chile","institution_ids":["https://openalex.org/I130474213"]},{"raw_affiliation_string":"RelationalAI","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051683347","display_name":"Pablo Barcel\u00f3","orcid":"https://orcid.org/0000-0003-2293-2653"},"institutions":[{"id":"https://openalex.org/I130474213","display_name":"Pontificia Universidad Cat\u00f3lica de Valpara\u00edso","ror":"https://ror.org/02cafbr77","country_code":"CL","type":"education","lineage":["https://openalex.org/I130474213"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Pablo Barcel\u00f3","raw_affiliation_strings":["PUC Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PUC Chile","institution_ids":["https://openalex.org/I130474213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022608095","display_name":"Diego Bustamante","orcid":"https://orcid.org/0000-0001-9805-6923"},"institutions":[{"id":"https://openalex.org/I130474213","display_name":"Pontificia Universidad Cat\u00f3lica de Valpara\u00edso","ror":"https://ror.org/02cafbr77","country_code":"CL","type":"education","lineage":["https://openalex.org/I130474213"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Diego Bustamante","raw_affiliation_strings":["PUC Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PUC Chile","institution_ids":["https://openalex.org/I130474213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093096728","display_name":"Jose Caraball","orcid":null},"institutions":[{"id":"https://openalex.org/I130474213","display_name":"Pontificia Universidad Cat\u00f3lica de Valpara\u00edso","ror":"https://ror.org/02cafbr77","country_code":"CL","type":"education","lineage":["https://openalex.org/I130474213"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Jose Caraball","raw_affiliation_strings":["PUC Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PUC Chile","institution_ids":["https://openalex.org/I130474213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030108071","display_name":"Bernardo Subercaseaux","orcid":"https://orcid.org/0000-0003-2295-1299"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bernardo Subercaseaux","raw_affiliation_strings":["Carnegie Mellon University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3791,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86704365,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"60","last_page":"70"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.8253999948501587,"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":0.8253999948501587,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.8184999823570251,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8131999969482422,"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/computer-science","display_name":"Computer science","score":0.704977810382843},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4661954939365387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3654662072658539}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.704977810382843},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4661954939365387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3654662072658539}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/kr.2024/6","is_oa":true,"landing_page_url":"https://doi.org/10.24963/kr.2024/6","pdf_url":"https://proceedings.kr.org/2024/6/kr2024-0006-arenas-et-al.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the TwentyFirst International Conference on Principles of Knowledge Representation and Reasoning","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.24963/kr.2024/6","is_oa":true,"landing_page_url":"https://doi.org/10.24963/kr.2024/6","pdf_url":"https://proceedings.kr.org/2024/6/kr2024-0006-arenas-et-al.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the TwentyFirst International Conference on Principles of Knowledge Representation and Reasoning","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7877382544","display_name":null,"funder_award_id":"FB210017","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"}],"funders":[{"id":"https://openalex.org/F4320331146","display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo","ror":null},{"id":"https://openalex.org/F4320334164","display_name":"Simons Institute for the Theory of Computing, University of California Berkeley","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403792991.pdf","grobid_xml":"https://content.openalex.org/works/W4403792991.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"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":{"The":[0],"formal":[1],"XAI":[2],"community":[3],"has":[4,42],"studied":[5],"a":[6,21,60,73,108,149,200,206,223],"plethora":[7],"of":[8,25,75,123,151,183,203,226],"interpretability":[9,76,152],"queries":[10,153,193,204],"aiming":[11],"to":[12,31,38,49,95,163,205],"understand":[13,50],"the":[14,167,180,227],"classifications":[15],"made":[16],"by":[17,155],"decision":[18,113,131,236],"trees.":[19,114,237],"However,":[20,78],"more":[22],"uniform":[23,51],"understanding":[24],"what":[26],"questions":[27],"we":[28,79,118,177,221],"can":[29,71,145,196],"hope":[30],"answer":[32],"about":[33],"these":[34],"models,":[35,66],"traditionally":[36],"deemed":[37],"be":[39,197],"easily":[40],"interpretable,":[41],"remained":[43],"elusive.":[44],"In":[45,115],"an":[46],"initial":[47],"attempt":[48],"languages":[52],"for":[53,62,112,128,187,229],"interpretability,":[54],"Arenas":[55],"et":[56],"al.":[57],"proposed":[58,143],"FOIL,":[59],"logic":[61,125],"explaining":[63],"black-box":[64],"ML":[65],"and":[67,100,134,190],"showed":[68],"that":[69,81,126,141,179,192,231],"it":[70,90],"express":[72,146],"variety":[74,150],"queries.":[77],"show":[80,140,178],"FOIL":[82],"is":[83,91,232],"limited":[84],"in":[85,107,194,215],"two":[86,121],"important":[87],"senses:":[88],"(i)":[89],"not":[92,147],"expressive":[93],"enough":[94],"capture":[96],"some":[97],"crucial":[98],"queries,":[99],"(ii)":[101],"its":[102,135,188],"model":[103],"agnostic":[104],"nature":[105],"results":[106],"high":[109],"computational":[110],"complexity":[111],"this":[116],"paper,":[117],"carefully":[119],"craft":[120],"fragments":[122],"first-order":[124],"allow":[127],"efficiently":[129],"interpreting":[130],"trees:":[132],"Q-DT-FOIL":[133,184,195],"optimization":[136,213],"variant":[137],"OPT-DT-FOIL.":[138,216],"We":[139],"our":[142,218],"logics":[144],"only":[148],"considered":[154],"previous":[156],"literature,":[157],"but":[158],"also":[159],"elegantly":[160],"allows":[161],"users":[162],"specify":[164],"different":[165,181],"objectives":[166],"sought":[168],"explanations":[169],"should":[170],"optimize":[171],"for.":[172],"Using":[173],"finite":[174],"model-theoretic":[175],"techniques,":[176],"ingredients":[182],"are":[185],"necessary":[186],"expressiveness,":[189],"yet":[191],"evaluated":[198],"with":[199],"polynomial":[201],"number":[202],"SAT":[207],"solver,":[208],"as":[209,211],"well":[210],"their":[212],"versions":[214],"Besides":[217],"theoretical":[219],"results,":[220],"provide":[222],"SAT-based":[224],"implementation":[225],"evaluation":[228],"OPT-DT-FOIL":[230],"performant":[233],"on":[234],"industry-size":[235]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
