{"id":"https://openalex.org/W2040355924","doi":"https://doi.org/10.1016/s0893-6080(00)00098-8","title":"Bayesian approach for neural networks\u2014review and case studies","display_name":"Bayesian approach for neural networks\u2014review and case studies","publication_year":2001,"publication_date":"2001-04-01","ids":{"openalex":"https://openalex.org/W2040355924","doi":"https://doi.org/10.1016/s0893-6080(00)00098-8","mag":"2040355924","pmid":"https://pubmed.ncbi.nlm.nih.gov/11341565"},"language":"en","primary_location":{"id":"doi:10.1016/s0893-6080(00)00098-8","is_oa":false,"landing_page_url":"https://doi.org/10.1016/s0893-6080(00)00098-8","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5113733743","display_name":"Jouko Lampinen","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jouko Lampinen","raw_affiliation_strings":["Laboratory of Computational Engineering, Helsinki University of Technology, Espoo, Finland. jouko.lampinen@hut.fi","Laboratory of Computational Engineering, Helsinki University of Technology, PO Box 9400, FIN-02015 HUT, Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Laboratory of Computational Engineering, Helsinki University of Technology, Espoo, Finland. jouko.lampinen@hut.fi","institution_ids":[]},{"raw_affiliation_string":"Laboratory of Computational Engineering, Helsinki University of Technology, PO Box 9400, FIN-02015 HUT, Espoo, Finland","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047269552","display_name":"Aki Vehtari","orcid":"https://orcid.org/0000-0003-2164-9469"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aki Vehtari","raw_affiliation_strings":["Laboratory of Computational Engineering, Helsinki University of Technology, PO Box 9400, FIN-02015 HUT, Espoo, Finland"],"affiliations":[{"raw_affiliation_string":"Laboratory of Computational Engineering, Helsinki University of Technology, PO Box 9400, FIN-02015 HUT, Espoo, Finland","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5113733743"],"corresponding_institution_ids":[],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":15.2752,"has_fulltext":false,"cited_by_count":379,"citation_normalized_percentile":{"value":0.98918529,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"14","issue":"3","first_page":"257","last_page":"274"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9991000294685364,"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9991000294685364,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9976000189781189,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.7226810455322266},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.6440573930740356},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6342175006866455},{"id":"https://openalex.org/keywords/bayesian-linear-regression","display_name":"Bayesian linear regression","score":0.6158313155174255},{"id":"https://openalex.org/keywords/variable-order-bayesian-network","display_name":"Variable-order Bayesian network","score":0.5671564340591431},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.542842447757721},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5425463914871216},{"id":"https://openalex.org/keywords/bayesian-average","display_name":"Bayesian average","score":0.5346412062644958},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5297765731811523},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5152216553688049},{"id":"https://openalex.org/keywords/bayesian-experimental-design","display_name":"Bayesian experimental design","score":0.5007350444793701},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.40298348665237427},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3306826651096344}],"concepts":[{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.7226810455322266},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.6440573930740356},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6342175006866455},{"id":"https://openalex.org/C37903108","wikidata":"https://www.wikidata.org/wiki/Q4874474","display_name":"Bayesian linear regression","level":4,"score":0.6158313155174255},{"id":"https://openalex.org/C71983512","wikidata":"https://www.wikidata.org/wiki/Q7915687","display_name":"Variable-order Bayesian network","level":4,"score":0.5671564340591431},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.542842447757721},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5425463914871216},{"id":"https://openalex.org/C149569020","wikidata":"https://www.wikidata.org/wiki/Q25098598","display_name":"Bayesian average","level":5,"score":0.5346412062644958},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5297765731811523},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5152216553688049},{"id":"https://openalex.org/C99173435","wikidata":"https://www.wikidata.org/wiki/Q4874469","display_name":"Bayesian experimental design","level":5,"score":0.5007350444793701},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.40298348665237427},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3306826651096344},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1016/s0893-6080(00)00098-8","is_oa":false,"landing_page_url":"https://doi.org/10.1016/s0893-6080(00)00098-8","pdf_url":null,"source":{"id":"https://openalex.org/S123019304","display_name":"Neural Networks","issn_l":"0893-6080","issn":["0893-6080","1879-2782"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Networks","raw_type":"journal-article"},{"id":"pmid:11341565","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/11341565","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural networks : the official journal of the International Neural Network Society","raw_type":null},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.16.9915","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.16.9915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.lce.hut.fi/publications/ps/LampinenVehtari_NN2001_preprint.ps","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7799999713897705}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321855","display_name":"Tekes","ror":"https://ror.org/02ag8cq23"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":74,"referenced_works":["https://openalex.org/W53284962","https://openalex.org/W71499226","https://openalex.org/W637887103","https://openalex.org/W1493921296","https://openalex.org/W1503705371","https://openalex.org/W1505270876","https://openalex.org/W1516111018","https://openalex.org/W1550570395","https://openalex.org/W1554663460","https://openalex.org/W1567512734","https://openalex.org/W1594031697","https://openalex.org/W1598616304","https://openalex.org/W1628478542","https://openalex.org/W1746680969","https://openalex.org/W1818689908","https://openalex.org/W1972780278","https://openalex.org/W1981251392","https://openalex.org/W1983546683","https://openalex.org/W1985093013","https://openalex.org/W1988520084","https://openalex.org/W2000215330","https://openalex.org/W2006246748","https://openalex.org/W2020999234","https://openalex.org/W2023672325","https://openalex.org/W2025357764","https://openalex.org/W2027255954","https://openalex.org/W2045656233","https://openalex.org/W2059448777","https://openalex.org/W2066206585","https://openalex.org/W2098665527","https://openalex.org/W2099954285","https://openalex.org/W2100483895","https://openalex.org/W2111051539","https://openalex.org/W2126163471","https://openalex.org/W2128073546","https://openalex.org/W2128909582","https://openalex.org/W2130416410","https://openalex.org/W2138309709","https://openalex.org/W2139606141","https://openalex.org/W2139701068","https://openalex.org/W2144887900","https://openalex.org/W2147874666","https://openalex.org/W2148352154","https://openalex.org/W2152917223","https://openalex.org/W2167277498","https://openalex.org/W2319025578","https://openalex.org/W2331182131","https://openalex.org/W2727300753","https://openalex.org/W2727437648","https://openalex.org/W2767905780","https://openalex.org/W2974222084","https://openalex.org/W3005137936","https://openalex.org/W3085162807","https://openalex.org/W4212774754","https://openalex.org/W4239683439","https://openalex.org/W4244577065","https://openalex.org/W4245716977","https://openalex.org/W4248373945","https://openalex.org/W4251637127","https://openalex.org/W4255582690","https://openalex.org/W4285719527","https://openalex.org/W6602122402","https://openalex.org/W6602928593","https://openalex.org/W6604673855","https://openalex.org/W6621828201","https://openalex.org/W6630094177","https://openalex.org/W6635721569","https://openalex.org/W6638313770","https://openalex.org/W6674697319","https://openalex.org/W6679154154","https://openalex.org/W6740512805","https://openalex.org/W6819555311","https://openalex.org/W6858028095","https://openalex.org/W7028520648"],"related_works":["https://openalex.org/W3085442668","https://openalex.org/W2387946515","https://openalex.org/W2017034551","https://openalex.org/W568881065","https://openalex.org/W4250043636","https://openalex.org/W4297026079","https://openalex.org/W4387317541","https://openalex.org/W4281746790","https://openalex.org/W561902361","https://openalex.org/W2040355924"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":35},{"year":2024,"cited_by_count":35},{"year":2023,"cited_by_count":31},{"year":2022,"cited_by_count":22},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":16},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":15},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":12},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}