{"id":"https://openalex.org/W2047886119","doi":"https://doi.org/10.1142/s0129065700000351","title":"SHORT-TERM PREDICTION OF CHAOTIC TIME SERIES BY USING RBF NETWORK WITH REGRESSION WEIGHTS","display_name":"SHORT-TERM PREDICTION OF CHAOTIC TIME SERIES BY USING RBF NETWORK WITH REGRESSION WEIGHTS","publication_year":2000,"publication_date":"2000-10-01","ids":{"openalex":"https://openalex.org/W2047886119","doi":"https://doi.org/10.1142/s0129065700000351","mag":"2047886119","pmid":"https://pubmed.ncbi.nlm.nih.gov/11195935"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065700000351","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065700000351","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/A5089029287","display_name":"Ignacio Rojas","orcid":"https://orcid.org/0000-0002-1033-5635"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"I. ROJAS","raw_affiliation_strings":["Department of Architecture and Computer  Technology, University of Granada, Spain","Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architecture and Computer  Technology, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070099905","display_name":"Jes\u00fas Gonz\u00e1lez","orcid":"https://orcid.org/0000-0002-0415-1821"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"J. GONZALEZ","raw_affiliation_strings":["Department of Architecture and Computer  Technology, University of Granada, Spain","Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architecture and Computer  Technology, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110322747","display_name":"Antonio Ca\u00f1as","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"A. CA\u00d1AS","raw_affiliation_strings":["Department of Architecture and Computer  Technology, University of Granada, Spain","Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architecture and Computer  Technology, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100676409","display_name":"A. F. D\u00edaz","orcid":"https://orcid.org/0000-0002-2615-6586"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"A. F. DIAZ","raw_affiliation_strings":["Department of Architecture and Computer  Technology, University of Granada, Spain","Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architecture and Computer  Technology, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052775844","display_name":"Fernando Rojas","orcid":"https://orcid.org/0000-0002-4377-6744"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"F. J. ROJAS","raw_affiliation_strings":["Department of Architecture and Computer  Technology, University of Granada, Spain","Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architecture and Computer  Technology, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090524109","display_name":"Mariano Rodr\u00edguez","orcid":"https://orcid.org/0000-0002-9380-6614"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"M. RODRIGUEZ","raw_affiliation_strings":["Department of Architecture and Computer  Technology, University of Granada, Spain","Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architecture and Computer  Technology, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Architecture and Computer Technology, University of Granada, (Spain)#TAB#","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.1858,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.9215912,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"10","issue":"05","first_page":"353","last_page":"364"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9995999932289124,"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":0.9995999932289124,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.982699990272522,"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/T10244","display_name":"Chaos control and synchronization","score":0.9763000011444092,"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/chaotic","display_name":"Chaotic","score":0.6398324966430664},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6113241910934448},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5945289731025696},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.5927425622940063},{"id":"https://openalex.org/keywords/radial-basis-function","display_name":"Radial basis function","score":0.5906161665916443},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5300526022911072},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5240902304649353},{"id":"https://openalex.org/keywords/radial-basis-function-network","display_name":"Radial basis function network","score":0.48072126507759094},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.47233477234840393},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.45829567313194275},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4365415871143341},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41542959213256836},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4110748767852783},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.19122737646102905}],"concepts":[{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.6398324966430664},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6113241910934448},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5945289731025696},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.5927425622940063},{"id":"https://openalex.org/C98856871","wikidata":"https://www.wikidata.org/wiki/Q1588488","display_name":"Radial basis function","level":3,"score":0.5906161665916443},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5300526022911072},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5240902304649353},{"id":"https://openalex.org/C132917294","wikidata":"https://www.wikidata.org/wiki/Q2679684","display_name":"Radial basis function network","level":4,"score":0.48072126507759094},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.47233477234840393},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.45829567313194275},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4365415871143341},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41542959213256836},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4110748767852783},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.19122737646102905},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"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":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":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012044","descriptor_name":"Regression Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016011","descriptor_name":"Normal Distribution","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":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065700000351","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065700000351","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:11195935","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/11195935","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":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W94523489","https://openalex.org/W1543818869","https://openalex.org/W1965198822","https://openalex.org/W1980722800","https://openalex.org/W1994833873","https://openalex.org/W2024184249","https://openalex.org/W2085629944","https://openalex.org/W2085888907","https://openalex.org/W2094538992","https://openalex.org/W2097340162","https://openalex.org/W2099244771","https://openalex.org/W2114865067","https://openalex.org/W2129885988","https://openalex.org/W2138238457","https://openalex.org/W2146150422","https://openalex.org/W2147684166","https://openalex.org/W2158575048","https://openalex.org/W2158598909","https://openalex.org/W2159265133","https://openalex.org/W2171277043","https://openalex.org/W4244829582"],"related_works":["https://openalex.org/W2112888861","https://openalex.org/W3146590310","https://openalex.org/W2120684500","https://openalex.org/W2541528416","https://openalex.org/W1590938344","https://openalex.org/W2386537836","https://openalex.org/W2907177233","https://openalex.org/W2386880639","https://openalex.org/W2134822934","https://openalex.org/W1589436483"],"abstract_inverted_index":{"We":[0,57],"propose":[1,58],"a":[2,8,24,59,85,105],"framework":[3],"for":[4,129],"constructing":[5],"and":[6,41,109,113],"training":[7],"radial":[9],"basis":[10,63],"function":[11,26,55],"(RBF)":[12],"neural":[13],"network.":[14],"The":[15,146],"structure":[16,94],"of":[17,95,120,138,149,163,166],"the":[18,38,43,46,68,75,79,93,96,121,126,131,135,139,150,155,161],"gaussian":[19],"functions":[20],"is":[21,89,101,124,134],"modified":[22,60],"using":[23,160],"pseudo-gaussian":[25],"(PG)":[27],"in":[28,45,66,78,98],"which":[29,36,67,99],"two":[30],"scaling":[31],"parameters":[32],"sigma":[33],"are":[34,71,158],"introduced,":[35],"eliminates":[37],"symmetry":[39],"restriction":[40],"provides":[42],"neurons":[44],"hidden":[47,107],"layer":[48],"with":[49,52,142],"greater":[50],"flexibility":[51],"respect":[53],"to":[54,73,91,103,111],"approximation.":[56],"PG-BF":[61,152],"(pseudo-gaussian":[62],"function)":[64],"network":[65,122],"regression":[69],"weights":[70,77],"used":[72,128],"replace":[74],"constant":[76],"output":[80,133,140],"layer.":[81],"For":[82],"this":[83],"purpose,":[84],"sequential":[86],"learning":[87],"algorithm":[88],"presented":[90],"adapt":[92],"network,":[97],"it":[100],"possible":[102],"create":[104],"new":[106],"unit":[108],"also":[110],"detect":[112],"remove":[114],"inactive":[115],"units.":[116],"A":[117],"salient":[118],"feature":[119],"systems":[123],"that":[125],"method":[127],"calculating":[130],"overall":[132],"weighted":[136],"average":[137],"associated":[141],"each":[143],"receptive":[144],"field.":[145],"superior":[147],"performance":[148],"proposed":[151],"system":[153],"over":[154],"standard":[156],"RBF":[157],"illustrated":[159],"problem":[162],"short-term":[164],"prediction":[165],"chaotic":[167],"time":[168],"series.":[169]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
