{"id":"https://openalex.org/W2908390493","doi":"https://doi.org/10.3390/informatics6010001","title":"Improving the Classification Efficiency of an ANN Utilizing a New Training Methodology","display_name":"Improving the Classification Efficiency of an ANN Utilizing a New Training Methodology","publication_year":2018,"publication_date":"2018-12-28","ids":{"openalex":"https://openalex.org/W2908390493","doi":"https://doi.org/10.3390/informatics6010001","mag":"2908390493"},"language":"en","primary_location":{"id":"doi:10.3390/informatics6010001","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics6010001","pdf_url":"https://www.mdpi.com/2227-9709/6/1/1/pdf?version=1554277781","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2227-9709/6/1/1/pdf?version=1554277781","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074255083","display_name":"Ioannis E. Livieris","orcid":"https://orcid.org/0000-0002-3996-3301"},"institutions":[{"id":"https://openalex.org/I1319660883","display_name":"Technological Educational Institute of Western Greece","ror":"https://ror.org/01mymm084","country_code":"GR","type":"education","lineage":["https://openalex.org/I1319660883"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Ioannis E. Livieris","raw_affiliation_strings":["Computer &amp; Informatics Engineering Department, Technological Educational Institute of Western Greece, GR 263-34 Antirion, Greece"],"affiliations":[{"raw_affiliation_string":"Computer &amp; Informatics Engineering Department, Technological Educational Institute of Western Greece, GR 263-34 Antirion, Greece","institution_ids":["https://openalex.org/I1319660883"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5074255083"],"corresponding_institution_ids":["https://openalex.org/I1319660883"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":5.5849,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":{"value":0.96700482,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"6","issue":"1","first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9898999929428101,"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/T10320","display_name":"Neural Networks and Applications","score":0.9898999929428101,"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/T11596","display_name":"Constraint Satisfaction and Optimization","score":0.9842000007629395,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.9771999716758728,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/artificial-neural-network","display_name":"Artificial neural network","score":0.7725059986114502},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7274971604347229},{"id":"https://openalex.org/keywords/broyden\u2013fletcher\u2013goldfarb\u2013shanno-algorithm","display_name":"Broyden\u2013Fletcher\u2013Goldfarb\u2013Shanno algorithm","score":0.7065765261650085},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.6857918500900269},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6063220500946045},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.554990828037262},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5425350069999695},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3878864049911499},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13869425654411316}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7725059986114502},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7274971604347229},{"id":"https://openalex.org/C132721684","wikidata":"https://www.wikidata.org/wiki/Q2877013","display_name":"Broyden\u2013Fletcher\u2013Goldfarb\u2013Shanno algorithm","level":3,"score":0.7065765261650085},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.6857918500900269},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6063220500946045},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.554990828037262},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5425350069999695},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3878864049911499},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13869425654411316},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/informatics6010001","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics6010001","pdf_url":"https://www.mdpi.com/2227-9709/6/1/1/pdf?version=1554277781","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c38a6aa92398474abe57fd6905e0bec4","is_oa":true,"landing_page_url":"https://doaj.org/article/c38a6aa92398474abe57fd6905e0bec4","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Informatics, Vol 6, Iss 1, p 1 (2018)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2227-9709/6/1/1/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/informatics6010001","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Informatics","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/informatics6010001","is_oa":true,"landing_page_url":"https://doi.org/10.3390/informatics6010001","pdf_url":"https://www.mdpi.com/2227-9709/6/1/1/pdf?version=1554277781","source":{"id":"https://openalex.org/S2738238905","display_name":"Informatics","issn_l":"2227-9709","issn":["2227-9709"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2908390493.pdf","grobid_xml":"https://content.openalex.org/works/W2908390493.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W46659105","https://openalex.org/W126893960","https://openalex.org/W628352727","https://openalex.org/W1546275378","https://openalex.org/W1885530469","https://openalex.org/W1966298037","https://openalex.org/W1967628877","https://openalex.org/W1969549583","https://openalex.org/W1979112004","https://openalex.org/W1980654514","https://openalex.org/W2000603059","https://openalex.org/W2009170651","https://openalex.org/W2018704488","https://openalex.org/W2021309800","https://openalex.org/W2051434435","https://openalex.org/W2051812123","https://openalex.org/W2068258779","https://openalex.org/W2143672845","https://openalex.org/W2143908786","https://openalex.org/W2149454052","https://openalex.org/W2150634210","https://openalex.org/W2151898625","https://openalex.org/W2155482699","https://openalex.org/W2159473529","https://openalex.org/W2503005566","https://openalex.org/W2621254172","https://openalex.org/W2750230632","https://openalex.org/W2782524587","https://openalex.org/W2800329759","https://openalex.org/W2803675191","https://openalex.org/W2887178344","https://openalex.org/W4238059471","https://openalex.org/W4300402905","https://openalex.org/W6602002561"],"related_works":["https://openalex.org/W2016852760","https://openalex.org/W1972403393","https://openalex.org/W2960088919","https://openalex.org/W2050511877","https://openalex.org/W3078710903","https://openalex.org/W2787890441","https://openalex.org/W3114286735","https://openalex.org/W2375120501","https://openalex.org/W2601243475","https://openalex.org/W4385876532"],"abstract_inverted_index":{"In":[0],"this":[1,24],"work,":[2],"a":[3,30,34,41],"new":[4,42],"approach":[5],"for":[6,16],"training":[7,28,45],"artificial":[8],"neural":[9,31,43],"networks":[10],"is":[11],"presented":[12],"which":[13],"utilises":[14],"techniques":[15],"solving":[17],"the":[18,27,49,56,60],"constraint":[19,35],"optimisation":[20,36],"problem.":[21,37],"More":[22],"specifically,":[23],"study":[25],"converts":[26],"of":[29,59,64],"network":[32,44],"into":[33],"Furthermore,":[38],"we":[39],"propose":[40],"algorithm":[46,62],"based":[47],"on":[48],"L-BFGS-B":[50],"method.":[51],"Our":[52],"numerical":[53],"experiments":[54],"illustrate":[55],"classification":[57],"efficiency":[58],"proposed":[61,66],"and":[63,73],"our":[65],"methodology,":[67],"leading":[68],"to":[69],"more":[70],"efficient,":[71],"stable":[72],"robust":[74],"predictive":[75],"models.":[76]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":10}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}
