{"id":"https://openalex.org/W4404037335","doi":"https://doi.org/10.1109/mlsp58920.2024.10734735","title":"Characterizing Probabilistic Structure in Learning Using Information Sufficiency","display_name":"Characterizing Probabilistic Structure in Learning Using Information Sufficiency","publication_year":2024,"publication_date":"2024-09-22","ids":{"openalex":"https://openalex.org/W4404037335","doi":"https://doi.org/10.1109/mlsp58920.2024.10734735"},"language":"en","primary_location":{"id":"doi:10.1109/mlsp58920.2024.10734735","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mlsp58920.2024.10734735","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP)","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/A5099008011","display_name":"Victor Faraggi","orcid":"https://orcid.org/0000-0001-8167-0310"},"institutions":[{"id":"https://openalex.org/I69737025","display_name":"University of Chile","ror":"https://ror.org/047gc3g35","country_code":"CL","type":"education","lineage":["https://openalex.org/I69737025"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Victor Faraggi","raw_affiliation_strings":["Information and Decision System Group, Universidad de Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Decision System Group, Universidad de Chile","institution_ids":["https://openalex.org/I69737025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074503710","display_name":"Jorge F. Silva","orcid":"https://orcid.org/0000-0002-0256-282X"},"institutions":[{"id":"https://openalex.org/I69737025","display_name":"University of Chile","ror":"https://ror.org/047gc3g35","country_code":"CL","type":"education","lineage":["https://openalex.org/I69737025"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Jorge F. Silva","raw_affiliation_strings":["Information and Decision System Group, Universidad de Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Decision System Group, Universidad de Chile","institution_ids":["https://openalex.org/I69737025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104319495","display_name":"Camilo Ram\u00edrez","orcid":"https://orcid.org/0000-0002-2774-0012"},"institutions":[{"id":"https://openalex.org/I69737025","display_name":"University of Chile","ror":"https://ror.org/047gc3g35","country_code":"CL","type":"education","lineage":["https://openalex.org/I69737025"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Camilo Ram\u00edrez","raw_affiliation_strings":["Information and Decision System Group, Universidad de Chile"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Decision System Group, Universidad de Chile","institution_ids":["https://openalex.org/I69737025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087360177","display_name":"\u00c1lvaro F. Ega\u00f1a","orcid":"https://orcid.org/0000-0001-8720-4783"},"institutions":[{"id":"https://openalex.org/I69737025","display_name":"University of Chile","ror":"https://ror.org/047gc3g35","country_code":"CL","type":"education","lineage":["https://openalex.org/I69737025"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Alvaro Ega\u00f1a","raw_affiliation_strings":["Universidad de Chile,Advanced Laboratory for Geostatistical Supercomputing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad de Chile,Advanced Laboratory for Geostatistical Supercomputing","institution_ids":["https://openalex.org/I69737025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034283584","display_name":"Eduardo Pav\u00e9z","orcid":"https://orcid.org/0000-0001-8985-2872"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eduardo Pavez","raw_affiliation_strings":["University of Southern California,Department of Electrical and Computer Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California,Department of Electrical and Computer Engineering","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16524814,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.7408000230789185,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.7408000230789185,"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/T11122","display_name":"Online Learning and Analytics","score":0.7002000212669373,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T14025","display_name":"Educational Technology and Assessment","score":0.6516000032424927,"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":[{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7685731053352356},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7068583965301514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4725574851036072},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4490726888179779}],"concepts":[{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7685731053352356},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7068583965301514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4725574851036072},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4490726888179779}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mlsp58920.2024.10734735","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/mlsp58920.2024.10734735","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G6476627287","display_name":null,"funder_award_id":"AFB230001","funder_id":"https://openalex.org/F4320330701","funder_display_name":"Centro Avanzado de Tecnolog\u00eda para la Miner\u00eda"}],"funders":[{"id":"https://openalex.org/F4320330701","display_name":"Centro Avanzado de Tecnolog\u00eda para la Miner\u00eda","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1564947197","https://openalex.org/W1892947258","https://openalex.org/W2051816785","https://openalex.org/W2080137909","https://openalex.org/W2099111195","https://openalex.org/W2163922914","https://openalex.org/W2683470288","https://openalex.org/W2880214242","https://openalex.org/W4250955649","https://openalex.org/W4254197176","https://openalex.org/W6635392406","https://openalex.org/W6640963894","https://openalex.org/W6729906282","https://openalex.org/W6739917289","https://openalex.org/W6790800540"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","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","https://openalex.org/W4283697347"],"abstract_inverted_index":{"We":[0],"use":[1],"the":[2,25,42],"concept":[3],"of":[4,27],"information":[5],"sufficiency":[6],"(IS)":[7],"to":[8,51],"represent":[9],"probabilistic":[10,28],"structures":[11],"in":[12,56],"machine":[13],"learning":[14],"(ML).":[15],"Our":[16],"main":[17],"result":[18,39],"provides":[19],"a":[20,62],"functional":[21],"expression":[22],"that":[23],"charac-terizes":[24],"class":[26],"models":[29],"consistent":[30],"with":[31],"an":[32],"IS":[33,60],"encoder-decoder":[34,43],"latent":[35,53],"predictive":[36],"structure.":[37],"This":[38],"formally":[40],"justifies":[41],"forward":[44],"stages":[45],"many":[46],"modern":[47],"ML":[48,72],"architectures":[49],"adopt":[50],"learn":[52],"(compressed)":[54],"representations":[55],"data.":[57],"To":[58],"illustrate":[59],"as":[61],"realistic":[63],"and":[64,74,83],"rele-vant":[65],"model":[66],"assumption,":[67],"we":[68],"revisit":[69],"some":[70,76],"known":[71],"concepts":[73],"present":[75],"interesting":[77],"new":[78],"examples:":[79],"invariant,":[80],"robust,":[81],"sparse,":[82],"digital":[84],"models.":[85]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
