{"id":"https://openalex.org/W2115717184","doi":"https://doi.org/10.1162/08997660460734038","title":"Adaptive Hybrid Learning for Neural Networks","display_name":"Adaptive Hybrid Learning for Neural Networks","publication_year":2004,"publication_date":"2004-01-01","ids":{"openalex":"https://openalex.org/W2115717184","doi":"https://doi.org/10.1162/08997660460734038","mag":"2115717184","pmid":"https://pubmed.ncbi.nlm.nih.gov/15006027"},"language":"en","primary_location":{"id":"doi:10.1162/08997660460734038","is_oa":false,"landing_page_url":"https://doi.org/10.1162/08997660460734038","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","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/A5080051164","display_name":"Rob Smithies","orcid":null},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Rob Smithies","raw_affiliation_strings":["School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U.K","School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U. K"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U.K","institution_ids":["https://openalex.org/I79619799"]},{"raw_affiliation_string":"School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U. K","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079252764","display_name":"Sa\u0131\u0308d Salhi","orcid":"https://orcid.org/0000-0002-3384-5240"},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Said Salhi","raw_affiliation_strings":["School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U.K","School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U. K"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U.K","institution_ids":["https://openalex.org/I79619799"]},{"raw_affiliation_string":"School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U. K","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112006013","display_name":"N.M. Queen","orcid":null},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nat Queen","raw_affiliation_strings":["School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U.K","School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U. K"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U.K","institution_ids":["https://openalex.org/I79619799"]},{"raw_affiliation_string":"School of Mathematics and Statistics, University of Birmingham, Birmingham B15 2TT, U. K","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5080051164"],"corresponding_institution_ids":["https://openalex.org/I79619799"],"apc_list":null,"apc_paid":null,"fwci":2.3474,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.89962857,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"16","issue":"1","first_page":"139","last_page":"157"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.994700014591217,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.994700014591217,"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/T10320","display_name":"Neural Networks and Applications","score":0.9901000261306763,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9799000024795532,"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/rprop","display_name":"Rprop","score":0.9301685094833374},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6570671200752258},{"id":"https://openalex.org/keywords/maxima-and-minima","display_name":"Maxima and minima","score":0.6392140984535217},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5587944388389587},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5450825691223145},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49991798400878906},{"id":"https://openalex.org/keywords/tabu-search","display_name":"Tabu search","score":0.48689666390419006},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.48532456159591675},{"id":"https://openalex.org/keywords/global-optimization","display_name":"Global optimization","score":0.47463592886924744},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35035693645477295},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.33054548501968384},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21698424220085144},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.1949889063835144},{"id":"https://openalex.org/keywords/types-of-artificial-neural-networks","display_name":"Types of artificial neural networks","score":0.11397874355316162}],"concepts":[{"id":"https://openalex.org/C98359873","wikidata":"https://www.wikidata.org/wiki/Q1320470","display_name":"Rprop","level":5,"score":0.9301685094833374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6570671200752258},{"id":"https://openalex.org/C186633575","wikidata":"https://www.wikidata.org/wiki/Q845060","display_name":"Maxima and minima","level":2,"score":0.6392140984535217},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5587944388389587},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5450825691223145},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49991798400878906},{"id":"https://openalex.org/C123370116","wikidata":"https://www.wikidata.org/wiki/Q1424540","display_name":"Tabu search","level":2,"score":0.48689666390419006},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.48532456159591675},{"id":"https://openalex.org/C164752517","wikidata":"https://www.wikidata.org/wiki/Q5570875","display_name":"Global optimization","level":2,"score":0.47463592886924744},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35035693645477295},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.33054548501968384},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21698424220085144},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.1949889063835144},{"id":"https://openalex.org/C177973122","wikidata":"https://www.wikidata.org/wiki/Q7860946","display_name":"Types of artificial neural networks","level":4,"score":0.11397874355316162},{"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":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":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","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":4,"locations":[{"id":"doi:10.1162/08997660460734038","is_oa":false,"landing_page_url":"https://doi.org/10.1162/08997660460734038","pdf_url":null,"source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:15006027","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/15006027","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 computation","raw_type":null},{"id":"pmh:oai:kar.kent.ac.uk:5267","is_oa":false,"landing_page_url":"https://kar.kent.ac.uk/5267/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196264","display_name":"Kent Academic Repository (University of Kent)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20581793","host_organization_name":"University of Kent","host_organization_lineage":["https://openalex.org/I20581793"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/cfc8557e-5612-4365-8f85-f0aecc0fcecb","is_oa":false,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/cfc8557e-5612-4365-8f85-f0aecc0fcecb","pdf_url":null,"source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Queen, N, Salhi, S & Smithies, R 2004, 'Adaptive Hybrid Learning for Neural Networks', Neural Computation, vol. 16, pp. 139-159. https://doi.org/10.1162/08997660460734038","raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W51589798","https://openalex.org/W197326900","https://openalex.org/W293134581","https://openalex.org/W620914500","https://openalex.org/W1488853767","https://openalex.org/W1541007220","https://openalex.org/W2013202370","https://openalex.org/W2024060531","https://openalex.org/W2029949252","https://openalex.org/W2036713095","https://openalex.org/W2051812123","https://openalex.org/W2083918846","https://openalex.org/W2106371135","https://openalex.org/W2143908786","https://openalex.org/W2160208155","https://openalex.org/W3207342693"],"related_works":["https://openalex.org/W2388181322","https://openalex.org/W1535694475","https://openalex.org/W1558978786","https://openalex.org/W1965562977","https://openalex.org/W2135804779","https://openalex.org/W4230330636","https://openalex.org/W1499839691","https://openalex.org/W2093953062","https://openalex.org/W1554143855","https://openalex.org/W1973946912"],"abstract_inverted_index":{"A":[0],"robust":[1],"locally":[2],"adaptive":[3],"learning":[4,87],"algorithm":[5],"is":[6,42,59,95],"developed":[7],"via":[8],"two":[9],"enhancements":[10],"of":[11,19,39,46,85,92,109],"the":[12,20,40,51,68,82,90,103,110],"Resilient":[13],"Propagation":[14],"(RPROP)":[15],"method.":[16,113],"Remaining":[17],"drawbacks":[18],"gradient-based":[21],"approach":[22],"are":[23],"addressed":[24],"by":[25,101],"hybridization":[26],"with":[27],"gradient-independent":[28],"Local":[29,93],"Search.":[30],"Finally,":[31],"a":[32],"global":[33,111],"optimization":[34,112],"method":[35],"based":[36,75],"on":[37,76],"recursion":[38],"hybrid":[41],"constructed,":[43],"making":[44],"use":[45,91],"tabu":[47],"neighborhoods":[48],"to":[49,61,97],"accelerate":[50],"search":[52],"for":[53],"minima":[54],"through":[55],"diversification.":[56],"Enhanced":[57,99],"RPROP":[58,70,100],"shown":[60,96],"be":[62],"faster":[63],"and":[64],"more":[65],"accurate":[66],"than":[67],"standard":[69],"in":[71],"solving":[72,102],"classification":[73,105],"tasks":[74,106],"natural":[77],"data":[78],"sets":[79],"taken":[80],"from":[81],"UCI":[83],"repository":[84],"machine":[86],"databases.":[88],"Furthermore,":[89],"Search":[94],"improve":[98],"same":[104],"as":[107],"part":[108]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}