{"id":"https://openalex.org/W3180679528","doi":"https://doi.org/10.1109/tcyb.2021.3090204","title":"Sparse Bayesian Learning Based on Collaborative Neurodynamic Optimization","display_name":"Sparse Bayesian Learning Based on Collaborative Neurodynamic Optimization","publication_year":2021,"publication_date":"2021-08-24","ids":{"openalex":"https://openalex.org/W3180679528","doi":"https://doi.org/10.1109/tcyb.2021.3090204","mag":"3180679528","pmid":"https://pubmed.ncbi.nlm.nih.gov/34260368"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2021.3090204","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2021.3090204","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cybernetics","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/A5075613088","display_name":"Wei Zhou","orcid":"https://orcid.org/0000-0001-5773-8012"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei Zhou","raw_affiliation_strings":["School of Artificial Intelligence and Automation, the Key Laboratory of Image Processing and Intelligent Control, and the State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Automation, the Key Laboratory of Image Processing and Intelligent Control, and the State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100454595","display_name":"Hai\u2010Tao Zhang","orcid":"https://orcid.org/0009-0001-3305-5767"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hai-Tao Zhang","raw_affiliation_strings":["School of Artificial Intelligence and Automation, the Key Laboratory of Image Processing and Intelligent Control, and the State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Automation, the Key Laboratory of Image Processing and Intelligent Control, and the State Key Laboratory of Digital Manufacturing Equipment and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100384686","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0002-1305-5735"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jun Wang","raw_affiliation_strings":["Department of Computer Science, School of Data Science, City University of Hong Kong, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, School of Data Science, City University of Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5075613088"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":2.8995,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.91679092,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"52","issue":"12","first_page":"13669","last_page":"13683"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9962999820709229,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/global-optimization","display_name":"Global optimization","score":0.674935519695282},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6284933686256409},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.5690469145774841},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5637307167053223},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.5532733798027039},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4936012029647827},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.46778759360313416},{"id":"https://openalex.org/keywords/local-optimum","display_name":"Local optimum","score":0.4629007577896118},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.46033674478530884},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.41540688276290894},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35500913858413696},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3133007884025574}],"concepts":[{"id":"https://openalex.org/C164752517","wikidata":"https://www.wikidata.org/wiki/Q5570875","display_name":"Global optimization","level":2,"score":0.674935519695282},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6284933686256409},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.5690469145774841},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5637307167053223},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.5532733798027039},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4936012029647827},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.46778759360313416},{"id":"https://openalex.org/C141934464","wikidata":"https://www.wikidata.org/wiki/Q3305386","display_name":"Local optimum","level":2,"score":0.4629007577896118},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.46033674478530884},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.41540688276290894},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35500913858413696},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3133007884025574},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","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":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007858","descriptor_name":"Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"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":2,"locations":[{"id":"doi:10.1109/tcyb.2021.3090204","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2021.3090204","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cybernetics","raw_type":"journal-article"},{"id":"pmid:34260368","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34260368","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":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.4000000059604645}],"awards":[{"id":"https://openalex.org/G1010550019","display_name":null,"funder_award_id":"11202019","funder_id":"https://openalex.org/F4320321592","funder_display_name":"Research Grants Council, University Grants Committee"},{"id":"https://openalex.org/G1090474737","display_name":null,"funder_award_id":"2018AAA0100300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3362626677","display_name":null,"funder_award_id":"2019KFYXMBZ032","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G4721231785","display_name":null,"funder_award_id":"51729501","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4872746942","display_name":null,"funder_award_id":"11202318","funder_id":"https://openalex.org/F4320321592","funder_display_name":"Research Grants Council, University Grants Committee"},{"id":"https://openalex.org/G6102030405","display_name":null,"funder_award_id":"11208517","funder_id":"https://openalex.org/F4320321592","funder_display_name":"Research Grants Council, University Grants Committee"},{"id":"https://openalex.org/G6816196766","display_name":null,"funder_award_id":"U1713203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7308127663","display_name":null,"funder_award_id":"51721092","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G960411949","display_name":null,"funder_award_id":"2019CFA005","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321592","display_name":"Research Grants Council, University Grants Committee","ror":"https://ror.org/00djwmt25"},{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W866015105","https://openalex.org/W1597286183","https://openalex.org/W1633751774","https://openalex.org/W1922858971","https://openalex.org/W1988520084","https://openalex.org/W1988901237","https://openalex.org/W2000867446","https://openalex.org/W2005122474","https://openalex.org/W2008620492","https://openalex.org/W2048951385","https://openalex.org/W2053742104","https://openalex.org/W2065513175","https://openalex.org/W2071282831","https://openalex.org/W2071284784","https://openalex.org/W2074477564","https://openalex.org/W2078381696","https://openalex.org/W2079794685","https://openalex.org/W2091956075","https://openalex.org/W2105467943","https://openalex.org/W2107846717","https://openalex.org/W2111986387","https://openalex.org/W2119883478","https://openalex.org/W2127870457","https://openalex.org/W2131555991","https://openalex.org/W2146000945","https://openalex.org/W2146571341","https://openalex.org/W2148154358","https://openalex.org/W2161765392","https://openalex.org/W2164129707","https://openalex.org/W2284760372","https://openalex.org/W2316653816","https://openalex.org/W2345063733","https://openalex.org/W2405909743","https://openalex.org/W2492010876","https://openalex.org/W2515014135","https://openalex.org/W2525748878","https://openalex.org/W2596873572","https://openalex.org/W2605368703","https://openalex.org/W2766228189","https://openalex.org/W2769773494","https://openalex.org/W2789562737","https://openalex.org/W2791926423","https://openalex.org/W2794734400","https://openalex.org/W2801420010","https://openalex.org/W2892862852","https://openalex.org/W2915522415","https://openalex.org/W2921757699","https://openalex.org/W2942729349","https://openalex.org/W2952213188","https://openalex.org/W2963142478","https://openalex.org/W2963331760","https://openalex.org/W2968881461","https://openalex.org/W2972156166","https://openalex.org/W2972630188","https://openalex.org/W2979594461","https://openalex.org/W2990044891","https://openalex.org/W2997320126","https://openalex.org/W2997457453","https://openalex.org/W3009906994","https://openalex.org/W3047882499","https://openalex.org/W3100692477","https://openalex.org/W3122325486","https://openalex.org/W3141595720","https://openalex.org/W4248996067","https://openalex.org/W6636690510","https://openalex.org/W6679249391","https://openalex.org/W6772198404","https://openalex.org/W6781342757","https://openalex.org/W6788677119"],"related_works":["https://openalex.org/W1934426788","https://openalex.org/W3175956409","https://openalex.org/W4287776349","https://openalex.org/W4299455866","https://openalex.org/W2995097707","https://openalex.org/W3026715030","https://openalex.org/W4382203014","https://openalex.org/W3034393045","https://openalex.org/W4387185233","https://openalex.org/W2990886677"],"abstract_inverted_index":{"Regression":[0],"in":[1,23,164],"a":[2,12,17,24,75,88,128],"sparse":[3,144],"Bayesian":[4],"learning":[5],"(SBL)":[6],"framework":[7,26],"is":[8,85,123],"usually":[9],"formulated":[10,134],"as":[11],"global":[13,62,67,93,116,129,135],"optimization":[14,58,68,94,101,136],"problem":[15],"with":[16,102,140],"nonconvex":[18],"objective":[19],"function":[20],"and":[21,31,147,158,169],"solved":[22],"majorization-minimization":[25],"where":[27,82],"the":[28,36,40,46,66,92,107,133,156,161],"solution":[29,131,167],"quality":[30],"consistency":[32],"depend":[33],"heavily":[34],"on":[35,55,143],"initial":[37],"values":[38],"of":[39,45,74,77,160,166],"used":[41],"algorithm.":[42],"In":[43],"view":[44],"shortcomings,":[47],"this":[48],"article":[49],"presents":[50],"an":[51],"SBL":[52,121],"algorithm":[53,122],"based":[54],"collaborative":[56],"neurodynamic":[57],"(CNO)":[59],"for":[60],"searching":[61,112],"optimal":[63,130],"solutions":[64],"to":[65,87,91,127,132,154],"problem.":[69,95,137],"The":[70,118],"CNO":[71],"system":[72],"consists":[73],"population":[76],"recurrent":[78],"neural":[79],"networks":[80],"(RNNs)":[81],"each":[83],"RNN":[84],"convergent":[86,126],"local":[89,104],"optimum":[90],"Reinitialized":[96],"repetitively":[97],"via":[98],"particle":[99],"swarm":[100],"exchanged":[103],"optima":[105],"information,":[106],"RNNs":[108],"iteratively":[109],"improve":[110],"their":[111],"performance":[113],"until":[114],"reaching":[115],"convergence.":[117],"proposed":[119,162],"CNO-based":[120],"almost":[124],"surely":[125],"Two":[138],"applications":[139],"experimental":[141],"results":[142],"signal":[145],"reconstruction":[146],"partial":[148],"differential":[149],"equation":[150],"identification":[151],"are":[152],"elaborated":[153],"substantiate":[155],"superiority":[157],"efficacy":[159],"method":[163],"terms":[165],"optimality":[168],"consistency.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}