{"id":"https://openalex.org/W4308928670","doi":"https://doi.org/10.1016/j.eswa.2022.119140","title":"What is the best RNN-cell structure to forecast each time series behavior?","display_name":"What is the best RNN-cell structure to forecast each time series behavior?","publication_year":2022,"publication_date":"2022-11-11","ids":{"openalex":"https://openalex.org/W4308928670","doi":"https://doi.org/10.1016/j.eswa.2022.119140"},"language":"en","primary_location":{"id":"doi:10.1016/j.eswa.2022.119140","doi":"https://doi.org/10.1016/j.eswa.2022.119140","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.eswa.2022.119140","pdf_url":null,"source":{"id":"https://openalex.org/S13144211","display_name":"Expert Systems with Applications","issn_l":"0957-4174","issn":["0957-4174","1873-6793"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","ccf-c","cwts-core","dongbi-c","doyens","fnege-3","jufo-2","ki-jl-2","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems with Applications","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2203.07844","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075030531","display_name":"Rohaifa Khaldi","orcid":"https://orcid.org/0000-0001-6224-2206","observed_orcids":["https://orcid.org/0000-0001-6224-2206"]},"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"]},{"id":"https://openalex.org/I4405260839","display_name":"LifeWatch ERIC","ror":"https://ror.org/04c04g438","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4405260839"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Rohaifa Khaldi","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence, DaSCI, University of Granada, 18071, Granada, Spain","LifeWatch-ERIC ICT Core, 41071, Seville, Spain"],"raw_orcid":"https://orcid.org/0000-0001-6224-2206","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence, DaSCI, University of Granada, 18071, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"LifeWatch-ERIC ICT Core, 41071, Seville, Spain","institution_ids":["https://openalex.org/I4405260839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020368196","display_name":"Abdellatif El Afia","orcid":"https://orcid.org/0000-0003-1921-4431","observed_orcids":["https://orcid.org/0000-0003-1921-4431"]},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdellatif El Afia","raw_affiliation_strings":["ENSIAS, Mohammed V University of Rabat, 10170, Rabat, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-1921-4431","affiliations":[{"raw_affiliation_string":"ENSIAS, Mohammed V University of Rabat, 10170, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018862939","display_name":"Raddouane Chiheb","orcid":"https://orcid.org/0000-0002-9576-2686","observed_orcids":["https://orcid.org/0000-0002-9576-2686"]},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Raddouane Chiheb","raw_affiliation_strings":["ENSIAS, Mohammed V University of Rabat, 10170, Rabat, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-9576-2686","affiliations":[{"raw_affiliation_string":"ENSIAS, Mohammed V University of Rabat, 10170, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057876711","display_name":"Siham Tabik","orcid":"https://orcid.org/0000-0003-4093-5356","observed_orcids":["https://orcid.org/0000-0003-4093-5356"]},"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":true,"raw_author_name":"Siham Tabik","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence, DaSCI, University of Granada, 18071, Granada, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence, DaSCI, University of Granada, 18071, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5057876711","https://openalex.org/A5075030531"],"corresponding_institution_ids":["https://openalex.org/I173304897","https://openalex.org/I4405260839"],"apc_list":{"value":3130,"currency":"USD","value_usd":3130},"apc_paid":null,"fwci":8.036,"has_fulltext":false,"cited_by_count":68,"citation_normalized_percentile":{"value":0.98079653,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"215","issue":null,"first_page":"119140","last_page":"119140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.32739999890327454,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.32739999890327454,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.3093000054359436,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.30000001192092896,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/time-series-forecasting","display_name":"time series forecasting","score":0.9649999737739563},{"id":"https://openalex.org/keywords/recurrent-neural-networks","display_name":"recurrent neural networks","score":0.9430000185966492},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.7009999752044678},{"id":"https://openalex.org/keywords/gated-recurrent-unit","display_name":"gated recurrent unit","score":0.8730000257492065},{"id":"https://openalex.org/keywords/long-memory-time-series","display_name":"long memory time series","score":0.8629999756813049},{"id":"https://openalex.org/keywords/chaotic-time-series","display_name":"chaotic time series","score":0.9750000238418579},{"id":"https://openalex.org/keywords/nonlinear-time-series","display_name":"nonlinear time series","score":0.8029999732971191},{"id":"https://openalex.org/keywords/model-selection","display_name":"model selection","score":0.48100000619888306},{"id":"https://openalex.org/keywords/computational-cost","display_name":"computational cost","score":0.593999981880188}],"concepts":[{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.8195754289627075},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7802286148071289},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6064870357513428},{"id":"https://openalex.org/C206041023","wikidata":"https://www.wikidata.org/wiki/Q1751970","display_name":"Wilcoxon signed-rank test","level":3,"score":0.5739489197731018},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5617748498916626},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5532488226890564},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5311899185180664},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5226143002510071},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5006086826324463},{"id":"https://openalex.org/C2780898871","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance metric","level":2,"score":0.4795539081096649},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4275507628917694},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.24839314818382263},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12776467204093933},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12543663382530212},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C12868164","wikidata":"https://www.wikidata.org/wiki/Q1424533","display_name":"Mann\u2013Whitney U test","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"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/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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":3,"locations":[{"id":"doi:10.1016/j.eswa.2022.119140","doi":"https://doi.org/10.1016/j.eswa.2022.119140","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.eswa.2022.119140","pdf_url":null,"source":{"id":"https://openalex.org/S13144211","display_name":"Expert Systems with Applications","issn_l":"0957-4174","issn":["0957-4174","1873-6793"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","ccf-c","cwts-core","dongbi-c","doyens","fnege-3","jufo-2","ki-jl-2","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems with Applications","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2203.07844","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2203.07844","pdf_url":"https://arxiv.org/pdf/2203.07844","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2203.07844","doi":"https://doi.org/10.48550/arxiv.2203.07844","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2203.07844","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2203.07844","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2203.07844","pdf_url":"https://arxiv.org/pdf/2203.07844","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":122,"referenced_works":["https://openalex.org/W581956982","https://openalex.org/W846669277","https://openalex.org/W1522237958","https://openalex.org/W1522301498","https://openalex.org/W1528904753","https://openalex.org/W1552362148","https://openalex.org/W1565746575","https://openalex.org/W1588163064","https://openalex.org/W1677182931","https://openalex.org/W1689711448","https://openalex.org/W1693343509","https://openalex.org/W1800356822","https://openalex.org/W1815076433","https://openalex.org/W1853995153","https://openalex.org/W1895577753","https://openalex.org/W1964118546","https://openalex.org/W1964368703","https://openalex.org/W1967985636","https://openalex.org/W1973694910","https://openalex.org/W1974392290","https://openalex.org/W1975994995","https://openalex.org/W1976260521","https://openalex.org/W1976557506","https://openalex.org/W1981647809","https://openalex.org/W1992895455","https://openalex.org/W2005631376","https://openalex.org/W2009004702","https://openalex.org/W2011227258","https://openalex.org/W2016944307","https://openalex.org/W2017821362","https://openalex.org/W2024563992","https://openalex.org/W2026466111","https://openalex.org/W2031223458","https://openalex.org/W2036608004","https://openalex.org/W2060264288","https://openalex.org/W2061946625","https://openalex.org/W2064675550","https://openalex.org/W2076791799","https://openalex.org/W2092119928","https://openalex.org/W2097580026","https://openalex.org/W2100649405","https://openalex.org/W2108537597","https://openalex.org/W2110371102","https://openalex.org/W2110485445","https://openalex.org/W2118776487","https://openalex.org/W2121029939","https://openalex.org/W2121044470","https://openalex.org/W2130942839","https://openalex.org/W2136848157","https://openalex.org/W2150355110","https://openalex.org/W2157331557","https://openalex.org/W2165134800","https://openalex.org/W2167839676","https://openalex.org/W2169284845","https://openalex.org/W2317866228","https://openalex.org/W2319453305","https://openalex.org/W2345441929","https://openalex.org/W2372035825","https://openalex.org/W2422659437","https://openalex.org/W2500192993","https://openalex.org/W2515078008","https://openalex.org/W2516310076","https://openalex.org/W2547418827","https://openalex.org/W2560817176","https://openalex.org/W2580662672","https://openalex.org/W2584271190","https://openalex.org/W2584624128","https://openalex.org/W2593649365","https://openalex.org/W2612810742","https://openalex.org/W2620996074","https://openalex.org/W2624824116","https://openalex.org/W2626194254","https://openalex.org/W2725324182","https://openalex.org/W2761980849","https://openalex.org/W2763403902","https://openalex.org/W2791884409","https://openalex.org/W2802958163","https://openalex.org/W2804416042","https://openalex.org/W2808800115","https://openalex.org/W2894821558","https://openalex.org/W2897997001","https://openalex.org/W2898777543","https://openalex.org/W2899961092","https://openalex.org/W2900640878","https://openalex.org/W2909976513","https://openalex.org/W2913280151","https://openalex.org/W2917211387","https://openalex.org/W2920819147","https://openalex.org/W2921275503","https://openalex.org/W2936343203","https://openalex.org/W2940603351","https://openalex.org/W2945137668","https://openalex.org/W2953614733","https://openalex.org/W2966719090","https://openalex.org/W2971900667","https://openalex.org/W2996713729","https://openalex.org/W3005448318","https://openalex.org/W3007066689","https://openalex.org/W3011344527","https://openalex.org/W3015568951","https://openalex.org/W3016536355","https://openalex.org/W3022787740","https://openalex.org/W3025174351","https://openalex.org/W3030907323","https://openalex.org/W3039918514","https://openalex.org/W3094152933","https://openalex.org/W3111518852","https://openalex.org/W3111658043","https://openalex.org/W3124650867","https://openalex.org/W3125531171","https://openalex.org/W3135523675","https://openalex.org/W3163375505","https://openalex.org/W3189988478","https://openalex.org/W3213541597","https://openalex.org/W4205616158","https://openalex.org/W4210395023","https://openalex.org/W4211252036","https://openalex.org/W4239167255","https://openalex.org/W4242688646","https://openalex.org/W4292483811","https://openalex.org/W4292920905","https://openalex.org/W6639213037"],"related_works":["https://openalex.org/W3085397617","https://openalex.org/W2100132513","https://openalex.org/W4225394202","https://openalex.org/W2137444486","https://openalex.org/W4298287631","https://openalex.org/W2953061907","https://openalex.org/W3032952384","https://openalex.org/W3034302643","https://openalex.org/W1847088711","https://openalex.org/W3036642985"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":25},{"year":2024,"cited_by_count":22},{"year":2023,"cited_by_count":6}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2022-11-19T00:00:00"}