{"id":"https://openalex.org/W2039463076","doi":"https://doi.org/10.1142/s0129065704001929","title":"FRACTAL CHARACTERIZATION OF BPN WEIGHTS EVOLUTION","display_name":"FRACTAL CHARACTERIZATION OF BPN WEIGHTS EVOLUTION","publication_year":2004,"publication_date":"2004-04-01","ids":{"openalex":"https://openalex.org/W2039463076","doi":"https://doi.org/10.1142/s0129065704001929","mag":"2039463076","pmid":"https://pubmed.ncbi.nlm.nih.gov/15112371"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065704001929","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065704001929","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","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/A5019046903","display_name":"S. Gunasekaran","orcid":"https://orcid.org/0000-0001-9835-084X"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"S. GUNASEKARAN","raw_affiliation_strings":["Faculty of Engineering and Technology, Multimedia University, 75450 Melaka, Malaysia","Faculty of Engineering and Technology, Multimedia University, 75450, Melaka, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology, Multimedia University, 75450 Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Faculty of Engineering and Technology, Multimedia University, 75450, Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020634825","display_name":"Bala Venkatesh","orcid":"https://orcid.org/0000-0002-0392-6269"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"B. VENKATESH","raw_affiliation_strings":["Faculty of Engineering and Technology, Multimedia University, 75450 Melaka, Malaysia","Faculty of Engineering and Technology, Multimedia University, 75450, Melaka, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology, Multimedia University, 75450 Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Faculty of Engineering and Technology, Multimedia University, 75450, Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056426413","display_name":"B. S. Daya Sagar","orcid":"https://orcid.org/0000-0002-6140-8742"},"institutions":[{"id":"https://openalex.org/I173029219","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33","country_code":"MY","type":"education","lineage":["https://openalex.org/I173029219"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"B. S. D. SAGAR","raw_affiliation_strings":["Faculty of Engineering and Technology, Multimedia University, 75450 Melaka, Malaysia","Faculty of Engineering and Technology, Multimedia University, 75450, Melaka, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology, Multimedia University, 75450 Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]},{"raw_affiliation_string":"Faculty of Engineering and Technology, Multimedia University, 75450, Melaka, Malaysia","institution_ids":["https://openalex.org/I173029219"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I173029219"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.13581665,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"14","issue":"02","first_page":"139","last_page":"145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12162","display_name":"Cellular Automata and Applications","score":0.9725000262260437,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T12162","display_name":"Cellular Automata and Applications","score":0.9725000262260437,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T13126","display_name":"Scientific Research and Discoveries","score":0.9660999774932861,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/fractal-dimension","display_name":"Fractal dimension","score":0.7284859418869019},{"id":"https://openalex.org/keywords/fractal","display_name":"Fractal","score":0.637432873249054},{"id":"https://openalex.org/keywords/fractal-analysis","display_name":"Fractal analysis","score":0.5399731397628784},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5319557189941406},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.5271049737930298},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5101056694984436},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3733689785003662},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.33872514963150024},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.08126595616340637}],"concepts":[{"id":"https://openalex.org/C26546657","wikidata":"https://www.wikidata.org/wiki/Q1412452","display_name":"Fractal dimension","level":3,"score":0.7284859418869019},{"id":"https://openalex.org/C40636538","wikidata":"https://www.wikidata.org/wiki/Q81392","display_name":"Fractal","level":2,"score":0.637432873249054},{"id":"https://openalex.org/C162494671","wikidata":"https://www.wikidata.org/wiki/Q2845227","display_name":"Fractal analysis","level":4,"score":0.5399731397628784},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5319557189941406},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.5271049737930298},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5101056694984436},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3733689785003662},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.33872514963150024},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.08126595616340637}],"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":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008128","descriptor_name":"Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008128","descriptor_name":"Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008128","descriptor_name":"Logic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016015","descriptor_name":"Logistic Models","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},{"descriptor_ui":"D017709","descriptor_name":"Fractals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017709","descriptor_name":"Fractals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017709","descriptor_name":"Fractals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065704001929","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065704001929","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:15112371","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/15112371","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320313202","display_name":"Multimedia University","ror":"https://ror.org/04zrbnc33"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W230943270","https://openalex.org/W1485805664","https://openalex.org/W2249846468"],"related_works":["https://openalex.org/W2894173309","https://openalex.org/W2394117909","https://openalex.org/W4387932263","https://openalex.org/W2896054214","https://openalex.org/W2355197944","https://openalex.org/W2017118246","https://openalex.org/W2354661593","https://openalex.org/W2382240109","https://openalex.org/W1968412567","https://openalex.org/W1992756222"],"abstract_inverted_index":{"Training":[0],"methodology":[1],"of":[2,13,40,57,69,73,85,92,108,115],"the":[3,22,38,41,58,61,67,93,106,113],"Back":[4],"Propagation":[5],"Network":[6],"(BPN)":[7],"is":[8,18,43,97],"well":[9],"documented.":[10],"One":[11],"aspect":[12],"BPN":[14,23,42,109],"that":[15],"requires":[16],"investigation":[17],"whether":[19],"or":[20],"not":[21],"would":[24],"get":[25],"trained":[26],"for":[27,66],"a":[28,101],"given":[29],"training":[30,47,53,62],"data":[31,54],"set":[32],"and":[33,51,80,110],"architecture.":[34],"In":[35],"this":[36],"paper":[37],"behavior":[39,107],"analyzed":[44],"during":[45,60],"its":[46],"phase":[48,63],"considering":[49],"convergent":[50],"divergent":[52],"sets.":[55],"Evolution":[56],"weights":[59,74],"was":[64,75,81],"monitored":[65],"purpose":[68],"analysis.":[70],"The":[71],"evolution":[72,95,114],"plotted":[76],"as":[77],"return":[78],"map":[79],"characterized":[82],"by":[83],"means":[84],"fractal":[86,89],"dimension.":[87],"This":[88],"dimensional":[90],"analysis":[91],"weight":[94],"trajectories":[96],"used":[98],"to":[99,104],"provide":[100],"new":[102],"insight":[103],"understand":[105],"dynamics":[111],"in":[112],"weights.":[116]},"counts_by_year":[{"year":2016,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
