{"id":"https://openalex.org/W2060480823","doi":"https://doi.org/10.1007/s00521-007-0132-8","title":"The application of ridge polynomial neural network to multi-step ahead financial time series prediction","display_name":"The application of ridge polynomial neural network to multi-step ahead financial time series prediction","publication_year":2007,"publication_date":"2007-07-16","ids":{"openalex":"https://openalex.org/W2060480823","doi":"https://doi.org/10.1007/s00521-007-0132-8","mag":"2060480823"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-007-0132-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-007-0132-8","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"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/A5011466065","display_name":"Rozaida Ghazali","orcid":"https://orcid.org/0000-0003-0119-0873"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"R. Ghazali","raw_affiliation_strings":["School of Computing and Mathematical Sciences, Liverpool John Moores University, Liverpool, UK","Liverpool John Moores University School of Computing and Mathematical Sciences Liverpool UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Mathematical Sciences, Liverpool John Moores University, Liverpool, UK","institution_ids":["https://openalex.org/I63098007"]},{"raw_affiliation_string":"Liverpool John Moores University School of Computing and Mathematical Sciences Liverpool UK","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025789067","display_name":"Abir Hussain","orcid":"https://orcid.org/0000-0001-8413-0045"},"institutions":[{"id":"https://openalex.org/I63098007","display_name":"Liverpool John Moores University","ror":"https://ror.org/04zfme737","country_code":"GB","type":"education","lineage":["https://openalex.org/I63098007"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"A. J. Hussain","raw_affiliation_strings":["School of Computing and Mathematical Sciences, Liverpool John Moores University, Liverpool, UK","Liverpool John Moores University School of Computing and Mathematical Sciences Liverpool UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Mathematical Sciences, Liverpool John Moores University, Liverpool, UK","institution_ids":["https://openalex.org/I63098007"]},{"raw_affiliation_string":"Liverpool John Moores University School of Computing and Mathematical Sciences Liverpool UK","institution_ids":["https://openalex.org/I63098007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083852325","display_name":"Panos Liatsis","orcid":"https://orcid.org/0000-0002-5490-6030"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"P. Liatsis","raw_affiliation_strings":["School of Engineering and Mathematical Sciences, City University, London, UK","City University, School of Engineering and Mathematical Sciences, London, UK#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Mathematical Sciences, City University, London, UK","institution_ids":["https://openalex.org/I180825142"]},{"raw_affiliation_string":"City University, School of Engineering and Mathematical Sciences, London, UK#TAB#","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062823430","display_name":"Hissam Tawfik","orcid":"https://orcid.org/0000-0002-3613-0910"},"institutions":[{"id":"https://openalex.org/I44852757","display_name":"Liverpool Hope University","ror":"https://ror.org/03ctjbj91","country_code":"GB","type":"education","lineage":["https://openalex.org/I44852757"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"H. Tawfik","raw_affiliation_strings":["Intelligent and Distributed Systems (IDS) Laboratory, Liverpool Hope University, Liverpool, UK","Liverpool Hope University, Intelligent and Distributed Systems (IDS) Laboratory, Liverpool, UK#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent and Distributed Systems (IDS) Laboratory, Liverpool Hope University, Liverpool, UK","institution_ids":["https://openalex.org/I44852757"]},{"raw_affiliation_string":"Liverpool Hope University, Intelligent and Distributed Systems (IDS) Laboratory, Liverpool, UK#TAB#","institution_ids":["https://openalex.org/I44852757"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5011466065"],"corresponding_institution_ids":["https://openalex.org/I63098007"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":1.1171,"has_fulltext":false,"cited_by_count":40,"citation_normalized_percentile":{"value":0.85800929,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"17","issue":"3","first_page":"311","last_page":"323"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9998000264167786,"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":0.9998000264167786,"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":0.996999979019165,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9919000267982483,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.7559295892715454},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.704229474067688},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6905128359794617},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.6809239983558655},{"id":"https://openalex.org/keywords/maxima-and-minima","display_name":"Maxima and minima","score":0.6092497110366821},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.4945642650127411},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4910588264465332},{"id":"https://openalex.org/keywords/ridge","display_name":"Ridge","score":0.45799002051353455},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.43770426511764526},{"id":"https://openalex.org/keywords/sigma","display_name":"Sigma","score":0.4264603853225708},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3927793800830841},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3803495764732361},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16478902101516724}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7559295892715454},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.704229474067688},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6905128359794617},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.6809239983558655},{"id":"https://openalex.org/C186633575","wikidata":"https://www.wikidata.org/wiki/Q845060","display_name":"Maxima and minima","level":2,"score":0.6092497110366821},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.4945642650127411},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4910588264465332},{"id":"https://openalex.org/C32277403","wikidata":"https://www.wikidata.org/wiki/Q740445","display_name":"Ridge","level":2,"score":0.45799002051353455},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.43770426511764526},{"id":"https://openalex.org/C2778049214","wikidata":"https://www.wikidata.org/wiki/Q7512234","display_name":"Sigma","level":2,"score":0.4264603853225708},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3927793800830841},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3803495764732361},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16478902101516724},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"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},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-007-0132-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-007-0132-8","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1547719028","https://openalex.org/W1860697415","https://openalex.org/W1986055770","https://openalex.org/W1987618706","https://openalex.org/W2006001515","https://openalex.org/W2010664736","https://openalex.org/W2028208912","https://openalex.org/W2033041054","https://openalex.org/W2068777106","https://openalex.org/W2078149616","https://openalex.org/W2081070226","https://openalex.org/W2090984313","https://openalex.org/W2109292177","https://openalex.org/W2114367267","https://openalex.org/W2119139220","https://openalex.org/W2124776405","https://openalex.org/W2134918899","https://openalex.org/W2149302774","https://openalex.org/W2156471707","https://openalex.org/W2165350140","https://openalex.org/W2172073485","https://openalex.org/W2285257517","https://openalex.org/W4212774754","https://openalex.org/W4254183530","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2375684291","https://openalex.org/W2354676191","https://openalex.org/W1535694475","https://openalex.org/W1965562977","https://openalex.org/W2135804779","https://openalex.org/W4232457976","https://openalex.org/W2093953062","https://openalex.org/W2156081102","https://openalex.org/W2071075850","https://openalex.org/W2611394370"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}