{"id":"https://openalex.org/W2567752119","doi":"https://doi.org/10.1007/978-3-319-51281-5_17","title":"Chebyshev Multilayer Perceptron Neural Network with Levenberg Marquardt-Back Propagation Learning for Classification Tasks","display_name":"Chebyshev Multilayer Perceptron Neural Network with Levenberg Marquardt-Back Propagation Learning for Classification Tasks","publication_year":2016,"publication_date":"2016-12-29","ids":{"openalex":"https://openalex.org/W2567752119","doi":"https://doi.org/10.1007/978-3-319-51281-5_17","mag":"2567752119"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-319-51281-5_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-51281-5_17","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-319-51281-5_17","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083535368","display_name":"Umer Iqbal","orcid":"https://orcid.org/0000-0002-2888-9919"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Umer Iqbal","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, 86400, Parit Raja, Johor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, 86400, Parit Raja, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011466065","display_name":"Rozaida Ghazali","orcid":"https://orcid.org/0000-0003-0119-0873"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Rozaida Ghazali","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, 86400, Parit Raja, Johor, Malaysia","Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat, 86400, Parit Raja, Johor, Malaysia","institution_ids":["https://openalex.org/I930072361"]},{"raw_affiliation_string":"Universiti Tun Hussein Onn Malaysia, Batu Pahat, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6778,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.72201441,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"162","last_page":"170"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9987000226974487,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9987000226974487,"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":0.9968000054359436,"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/T12676","display_name":"Machine Learning and ELM","score":0.9940000176429749,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/gradient-descent","display_name":"Gradient descent","score":0.8202084302902222},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.8118296265602112},{"id":"https://openalex.org/keywords/chebyshev-filter","display_name":"Chebyshev filter","score":0.7853561639785767},{"id":"https://openalex.org/keywords/levenberg\u2013marquardt-algorithm","display_name":"Levenberg\u2013Marquardt algorithm","score":0.7620474696159363},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.738269031047821},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6977909803390503},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5981501340866089},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5388393998146057},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48091933131217957},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.47786587476730347},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.35053080320358276},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33831876516342163},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.06350699067115784}],"concepts":[{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.8202084302902222},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.8118296265602112},{"id":"https://openalex.org/C21424316","wikidata":"https://www.wikidata.org/wiki/Q718621","display_name":"Chebyshev filter","level":2,"score":0.7853561639785767},{"id":"https://openalex.org/C87578567","wikidata":"https://www.wikidata.org/wiki/Q1426494","display_name":"Levenberg\u2013Marquardt algorithm","level":3,"score":0.7620474696159363},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.738269031047821},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6977909803390503},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5981501340866089},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5388393998146057},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48091933131217957},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.47786587476730347},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35053080320358276},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33831876516342163},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.06350699067115784},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-319-51281-5_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-51281-5_17","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-319-51281-5_17","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-319-51281-5_17","pdf_url":null,"source":{"id":"https://openalex.org/S2764905038","display_name":"Advances in intelligent systems and computing","issn_l":"2194-5357","issn":["2194-5357","2194-5365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Intelligent Systems and Computing","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W100531594","https://openalex.org/W944856202","https://openalex.org/W1185746543","https://openalex.org/W1498436455","https://openalex.org/W1579987249","https://openalex.org/W1719846932","https://openalex.org/W1967697497","https://openalex.org/W1985310528","https://openalex.org/W2008165846","https://openalex.org/W2012118327","https://openalex.org/W2036599383","https://openalex.org/W2041914054","https://openalex.org/W2080290634","https://openalex.org/W2084812512","https://openalex.org/W2094537897","https://openalex.org/W2098631313","https://openalex.org/W2134201856","https://openalex.org/W2963986115","https://openalex.org/W3096443866"],"related_works":["https://openalex.org/W3048650638","https://openalex.org/W2115605526","https://openalex.org/W3164758156","https://openalex.org/W3093883775","https://openalex.org/W2379583542","https://openalex.org/W1539246760","https://openalex.org/W4321133157","https://openalex.org/W2207919472","https://openalex.org/W2786746258","https://openalex.org/W2567752119"],"abstract_inverted_index":{"Artificial":[0],"neural":[1,19,45],"network":[2,20,46],"has":[3],"been":[4],"proved":[5],"among":[6],"the":[7,25],"best":[8],"tools":[9],"in":[10,133],"data":[11],"mining":[12],"for":[13,55,67,76],"classification":[14,56,77],"tasks.":[15],"Multilayer":[16],"perceptron":[17,44],"(MLP)":[18],"commonly":[21],"used":[22,63],"due":[23],"to":[24,34],"fast":[26],"convergence":[27],"and":[28,113,118,138],"easy":[29],"implementation.":[30],"Meanwhile,":[31],"it":[32],"fails":[33],"tackle":[35],"higher":[36,70],"dimensional":[37],"problems.":[38,72],"In":[39],"this":[40],"paper,":[41],"Chebyshev":[42,59],"multilayer":[43],"with":[47,88,110,116],"Levenberg":[48,101],"Marquardt":[49,102],"back":[50,98,103,108],"propagation":[51,99,104,109],"learning":[52,120],"is":[53,62],"presented":[54],"task.":[57],"Here,":[58],"orthogonal":[60],"polynomial":[61],"as":[64],"functional":[65],"expansion":[66],"solution":[68],"of":[69,135],"dimension":[71],"Four":[73],"benchmarked":[74],"datasets":[75],"are":[78,86],"collected":[79],"from":[80],"UCI":[81],"repository.":[82],"The":[83,123],"computational":[84],"results":[85],"compared":[87,131],"MLP":[89],"trained":[90],"by":[91],"different":[92],"training":[93],"algorithms":[94],"namely,":[95],"Gradient":[96,106,114],"Descent":[97,107,115],"(MLP-GD),":[100],"(MLP-LM),":[105],"momentum":[111,117],"(MLP-GDM),":[112],"adaptive":[119],"rate":[121],"(MLP-GDX).":[122],"findings":[124],"show":[125],"that,":[126],"proposed":[127],"model":[128],"outperforms":[129],"all":[130],"methods":[132],"terms":[134],"accuracy,":[136],"precision":[137],"sensitivity.":[139]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
