{"id":"https://openalex.org/W7225833258","doi":"https://doi.org/10.5281/zenodo.24141243","title":"Local Explanations for Top-N Recommendations","display_name":"Local Explanations for Top-N Recommendations","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225833258","doi":"https://doi.org/10.5281/zenodo.24141243"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.24141243","doi":"https://doi.org/10.5281/zenodo.24141243","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24141243","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.24141243","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008504376","display_name":"Raciel Yera","orcid":"https://orcid.org/0000-0001-9759-261X","observed_orcids":["https://orcid.org/0000-0001-9759-261X"]},"institutions":[{"id":"https://openalex.org/I191420491","display_name":"Universidad de Ja\u00e9n","ror":"https://ror.org/0122p5f64","country_code":"ES","type":"education","lineage":["https://openalex.org/I191420491"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Yera, Raciel","raw_affiliation_strings":["Universidad de Ja\u00e9n"],"raw_orcid":"https://orcid.org/0000-0001-9759-261X","affiliations":[{"raw_affiliation_string":"Universidad de Ja\u00e9n","institution_ids":["https://openalex.org/I191420491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140246170","display_name":"Oscar Ortega","orcid":"https://orcid.org/0009-0006-2850-6267","observed_orcids":["https://orcid.org/0009-0006-2850-6267"]},"institutions":[{"id":"https://openalex.org/I191420491","display_name":"Universidad de Ja\u00e9n","ror":"https://ror.org/0122p5f64","country_code":"ES","type":"education","lineage":["https://openalex.org/I191420491"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ortega, \u00d3scar","raw_affiliation_strings":["Universidad de Ja\u00e9n"],"raw_orcid":"https://orcid.org/0009-0006-2850-6267","affiliations":[{"raw_affiliation_string":"Universidad de Ja\u00e9n","institution_ids":["https://openalex.org/I191420491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045488610","display_name":"\u00c1lvaro Labella","orcid":"https://orcid.org/0000-0003-2764-1011","observed_orcids":["https://orcid.org/0000-0003-2764-1011"]},"institutions":[{"id":"https://openalex.org/I191420491","display_name":"Universidad de Ja\u00e9n","ror":"https://ror.org/0122p5f64","country_code":"ES","type":"education","lineage":["https://openalex.org/I191420491"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Labella Romero, \u00c1lvaro","raw_affiliation_strings":["Universidad de Ja\u00e9n"],"raw_orcid":"https://orcid.org/0000-0003-2764-1011","affiliations":[{"raw_affiliation_string":"Universidad de Ja\u00e9n","institution_ids":["https://openalex.org/I191420491"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009797333","display_name":"Luis M. Mart\u00ednez","orcid":"https://orcid.org/0000-0003-4245-8813","observed_orcids":["https://orcid.org/0000-0003-4245-8813","https://orcid.org/0009-0003-3934-9621"]},"institutions":[{"id":"https://openalex.org/I191420491","display_name":"Universidad de Ja\u00e9n","ror":"https://ror.org/0122p5f64","country_code":"ES","type":"education","lineage":["https://openalex.org/I191420491"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Martinez, Luis","raw_affiliation_strings":["Universidad de Ja\u00e9n"],"raw_orcid":"https://orcid.org/0000-0003-4245-8813","affiliations":[{"raw_affiliation_string":"Universidad de Ja\u00e9n","institution_ids":["https://openalex.org/I191420491"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I191420491"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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":0.7422000169754028,"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":0.7422000169754028,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.2556000053882599,"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/T10286","display_name":"Information Retrieval and Search Behavior","score":9.999999747378752e-05,"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"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.8385000228881836},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5472000241279602},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.5012999773025513},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4562000036239624},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.43140000104904175},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.43059998750686646},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.4300000071525574},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4108999967575073},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4106999933719635},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.3912000060081482},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.38659998774528503},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3806000053882599},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.3765000104904175},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3612000048160553},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.358599990606308},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.33340001106262207},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.29159998893737793},{"id":"https://openalex.org/C3309909","wikidata":"https://www.wikidata.org/wiki/Q864155","display_name":"Binary decision diagram","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2888999879360199},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.2888000011444092},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.28130000829696655},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.2651999890804291},{"id":"https://openalex.org/C187834632","wikidata":"https://www.wikidata.org/wiki/Q188804","display_name":"Factorization","level":2,"score":0.2603999972343445},{"id":"https://openalex.org/C106487976","wikidata":"https://www.wikidata.org/wiki/Q685816","display_name":"Matrix (chemical analysis)","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C163797641","wikidata":"https://www.wikidata.org/wiki/Q2067937","display_name":"Tree structure","level":3,"score":0.25839999318122864},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.2572000026702881},{"id":"https://openalex.org/C82793941","wikidata":"https://www.wikidata.org/wiki/Q1046024","display_name":"Path analysis (statistics)","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.25690001249313354}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.24141243","doi":"https://doi.org/10.5281/zenodo.24141243","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24141243","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.5281/zenodo.24141244","doi":"https://doi.org/10.5281/zenodo.24141244","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24141244","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.5281/zenodo.24141243","doi":"https://doi.org/10.5281/zenodo.24141243","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.24141243","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,121],"note":[1],"documents":[2],"a":[3,33,73,100,116,131,135],"Python":[4],"implementation":[5,145],"for":[6,29,113],"generating":[7],"local,":[8],"feature-based":[9],"explanations":[10],"of":[11,102,111,138],"individual":[12],"recommendations.":[13],"A":[14],"Matrix":[15],"Factorization":[16],"(MF)":[17],"model":[18],"is":[19,77,96,119,123,129,146,152],"trained":[20,78],"with":[21,53,168],"Cornac":[22],"and":[23,72,151],"used":[24],"to":[25,45,140],"rank":[26],"candidate":[27],"items":[28,47],"users":[30],"represented":[31],"in":[32],"held-out":[34],"test":[35],"split.":[36],"For":[37],"each":[38],"recommended":[39,89],"item,":[40],"the":[41,49,54,80,88,109,141,162,169],"code":[42,107],"retrieves":[43],"up":[44],"twenty":[46],"from":[48],"user's":[50],"training":[51,64],"history":[52],"highest":[55],"positive":[56],"Jaccard":[57],"similarity":[58],"between":[59],"genre":[60,91],"profiles.":[61],"Their":[62],"observed":[63],"ratings":[65],"are":[66],"converted":[67],"into":[68],"binary":[69],"like/dislike":[70],"labels,":[71],"shallow":[74],"decision":[75,104],"tree":[76,95],"on":[79],"corresponding":[81],"item-genre":[82],"features.":[83],"The":[84,106,144],"path":[85,118],"followed":[86],"by":[87],"item's":[90],"vector":[92],"through":[93],"this":[94],"then":[97],"extracted":[98],"as":[99,148],"set":[101],"human-readable":[103],"conditions.":[105],"reports":[108],"proportion":[110],"recommendations":[112],"which":[114],"such":[115],"rule":[117],"returned.":[120],"quantity":[122],"an":[124],"operational":[125],"explanation-coverage":[126],"measure;":[127],"it":[128],"not":[130,157],"predictive-accuracy":[132],"measure":[133,137],"or":[134,165],"direct":[136],"fidelity":[139],"MF":[142],"model.":[143],"prepared":[147],"tutorial":[149],"material":[150],"related":[153],"to,":[154,161],"but":[155],"should":[156],"be":[158],"considered":[159],"identical":[160],"full":[163],"methodology":[164],"software":[166],"associated":[167],"authors'":[170],"2026":[171],"publication.":[172]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}