{"id":"https://openalex.org/W4391556973","doi":"https://doi.org/10.1109/ijcnn60899.2024.10650052","title":"Bayesian Likelihood Free Inference using Mixtures of Experts","display_name":"Bayesian Likelihood Free Inference using Mixtures of Experts","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4391556973","doi":"https://doi.org/10.1109/ijcnn60899.2024.10650052"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10650052","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10650052","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04436187v1/file/soumis-main0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037340964","display_name":"Hien D. Nguyen","orcid":"https://orcid.org/0000-0002-9958-432X"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hien Duy Nguyen","raw_affiliation_strings":["Kyushu University,Institute of Mathematics for Industry,Fukuoka,Japan,819-0395"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kyushu University,Institute of Mathematics for Industry,Fukuoka,Japan,819-0395","institution_ids":["https://openalex.org/I135598925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039728717","display_name":"TrungTin Nguyen","orcid":"https://orcid.org/0000-0001-8433-5980"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"TrungTin Nguyen","raw_affiliation_strings":["University of Queensland,School of Mathematics and Physics,St. Lucia,Australia,4072"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Queensland,School of Mathematics and Physics,St. Lucia,Australia,4072","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088691547","display_name":"Florence Forbes","orcid":"https://orcid.org/0000-0003-3639-0226"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210101348","display_name":"Centre Inria de l'Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/00n8d6z93","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210101348"]},{"id":"https://openalex.org/I4210149092","display_name":"Laboratoire Jean Kuntzmann","ror":"https://ror.org/04ett5b41","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210149092","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Florence Forbes","raw_affiliation_strings":["Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK,Grenoble,France,38000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK,Grenoble,France,38000","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I4210149092","https://openalex.org/I4210101348","https://openalex.org/I899635006","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01000419,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.9994000196456909,"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/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.9994000196456909,"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/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.6336230039596558},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6166732311248779},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5095877647399902},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.5012109279632568},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49112293124198914},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4216320514678955}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6336230039596558},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6166732311248779},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5095877647399902},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.5012109279632568},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49112293124198914},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4216320514678955}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10650052","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10650052","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04436187v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04436187","pdf_url":"https://hal.science/hal-04436187v1/file/soumis-main0.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Joint Conference on Neural Networks, IJCNN, Jun 2024, Yokohama, Japan. pp.1--8, ⟨10.1109/IJCNN60899.2024.10650052⟩","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04436187v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04436187","pdf_url":"https://hal.science/hal-04436187v1/file/soumis-main0.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Joint Conference on Neural Networks, IJCNN, Jun 2024, Yokohama, Japan. pp.1--8, ⟨10.1109/IJCNN60899.2024.10650052⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391556973.pdf","grobid_xml":"https://content.openalex.org/works/W4391556973.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W32980360","https://openalex.org/W1977201973","https://openalex.org/W1989851442","https://openalex.org/W2011626820","https://openalex.org/W2068238590","https://openalex.org/W2092124742","https://openalex.org/W2150884987","https://openalex.org/W2317795240","https://openalex.org/W2593094133","https://openalex.org/W2794347841","https://openalex.org/W2883664406","https://openalex.org/W2896426532","https://openalex.org/W2903442788","https://openalex.org/W2912819213","https://openalex.org/W2962995944","https://openalex.org/W2967947684","https://openalex.org/W2978753741","https://openalex.org/W3123825128","https://openalex.org/W3123857276","https://openalex.org/W3188130019","https://openalex.org/W3200891518","https://openalex.org/W4245222481","https://openalex.org/W4252698487","https://openalex.org/W4297070852","https://openalex.org/W4297447899","https://openalex.org/W4298037761","https://openalex.org/W4387928887","https://openalex.org/W4399569849","https://openalex.org/W6653483931","https://openalex.org/W6676245295","https://openalex.org/W6762796280","https://openalex.org/W6787795230","https://openalex.org/W6852755705","https://openalex.org/W6853205133"],"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":{"We":[0],"extend":[1],"Bayesian":[2],"Synthetic":[3],"Likelihood":[4],"(BSL)":[5],"methods":[6],"to":[7,70],"non-Gaussian":[8],"approximations":[9],"of":[10,20,25,67,77,86,95],"the":[11,49,65,84],"likelihood":[12,78],"function.":[13],"In":[14],"this":[15],"setting,":[16],"we":[17,57,60,82],"introduce":[18],"Mixtures":[19],"Experts":[21],"(MoEs),":[22],"a":[23,74],"class":[24],"neural":[26],"network":[27],"models,":[28],"as":[29,48],"surrogate":[30],"likelihoods":[31],"that":[32,56],"exhibit":[33],"desirable":[34],"approximation":[35,98],"theoretic":[36],"properties.":[37],"Moreover,":[38],"MoEs":[39],"can":[40],"be":[41],"estimated":[42],"using":[43],"Expectation-Maximization":[44],"algorithm-based":[45],"approaches,":[46],"such":[47],"Gaussian":[50],"Locally":[51],"Linear":[52],"Mapping":[53],"model":[54],"estimators":[55],"implement.":[58],"Further,":[59],"provide":[61],"theoretical":[62],"evidence":[63],"towards":[64],"ability":[66],"our":[68,87],"procedure":[69],"estimate":[71],"and":[72,100],"approximate":[73],"wide":[75],"range":[76],"functions.":[79],"Through":[80],"simulations,":[81],"demonstrate":[83],"superiority":[85],"approach":[88],"over":[89],"existing":[90],"BSL":[91],"variants":[92],"in":[93],"terms":[94],"both":[96],"posterior":[97],"accuracy":[99],"computational":[101],"efficiency.":[102]},"counts_by_year":[],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2024-02-06T00:00:00"}