{"id":"https://openalex.org/W3085796461","doi":"https://doi.org/10.1007/978-3-030-66151-9_8","title":"An Analysis of Deep Neural Networks for Predicting Trends in Time Series Data","display_name":"An Analysis of Deep Neural Networks for Predicting Trends in Time Series Data","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3085796461","doi":"https://doi.org/10.1007/978-3-030-66151-9_8","mag":"3085796461"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-66151-9_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-66151-9_8","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2009.07943","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062862105","display_name":"Kouame Hermann Kouassi","orcid":"https://orcid.org/0000-0001-9667-260X"},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Kouame Hermann Kouassi","raw_affiliation_strings":["Centre for Artificial Intelligence Research, 18 University Avenue Rondebosch, Cape Town, 7700, South Africa","University of Cape Town, 18 University Avenue Rondebosch, Cape Town, 7700, South Africa","University of Cape Town"],"affiliations":[{"raw_affiliation_string":"Centre for Artificial Intelligence Research, 18 University Avenue Rondebosch, Cape Town, 7700, South Africa","institution_ids":["https://openalex.org/I157614274"]},{"raw_affiliation_string":"University of Cape Town, 18 University Avenue Rondebosch, Cape Town, 7700, South Africa","institution_ids":["https://openalex.org/I157614274"]},{"raw_affiliation_string":"University of Cape Town","institution_ids":["https://openalex.org/I157614274"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017580051","display_name":"Deshendran Moodley","orcid":"https://orcid.org/0000-0002-4340-9178"},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Deshendran Moodley","raw_affiliation_strings":["Centre for Artificial Intelligence Research, 18 University Avenue Rondebosch, Cape Town, 7700, South Africa","University of Cape Town, 18 University Avenue Rondebosch, Cape Town, 7700, South Africa","University of Cape Town"],"affiliations":[{"raw_affiliation_string":"Centre for Artificial Intelligence Research, 18 University Avenue Rondebosch, Cape Town, 7700, South Africa","institution_ids":["https://openalex.org/I157614274"]},{"raw_affiliation_string":"University of Cape Town, 18 University Avenue Rondebosch, Cape Town, 7700, South Africa","institution_ids":["https://openalex.org/I157614274"]},{"raw_affiliation_string":"University of Cape Town","institution_ids":["https://openalex.org/I157614274"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5062862105"],"corresponding_institution_ids":["https://openalex.org/I157614274"],"apc_list":null,"apc_paid":null,"fwci":0.707,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75462542,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"119","last_page":"140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9993000030517578,"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/T11326","display_name":"Stock Market Forecasting Methods","score":0.9993000030517578,"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":0.9987999796867371,"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"}},{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9975000023841858,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7423654794692993},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7290859818458557},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.6606984734535217},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6505427360534668},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.621225893497467},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5219070911407471},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5199462175369263},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5077110528945923},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3314189016819}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7423654794692993},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7290859818458557},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.6606984734535217},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6505427360534668},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.621225893497467},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5219070911407471},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5199462175369263},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5077110528945923},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3314189016819},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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":[],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-030-66151-9_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-66151-9_8","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},{"id":"pmh:oai:arXiv.org:2009.07943","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.07943","pdf_url":"https://arxiv.org/pdf/2009.07943","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"mag:3085796461","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2009.07943.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2009.07943","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2009.07943","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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:2009.07943","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2009.07943","pdf_url":"https://arxiv.org/pdf/2009.07943","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":[{"score":0.5099999904632568,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W1924770834","https://openalex.org/W1980836123","https://openalex.org/W1981780459","https://openalex.org/W2017377889","https://openalex.org/W2029438113","https://openalex.org/W2052466350","https://openalex.org/W2067688816","https://openalex.org/W2077760583","https://openalex.org/W2097098223","https://openalex.org/W2101005720","https://openalex.org/W2101234009","https://openalex.org/W2107633943","https://openalex.org/W2112796928","https://openalex.org/W2128716097","https://openalex.org/W2268617045","https://openalex.org/W2564960719","https://openalex.org/W2734986640","https://openalex.org/W2741097030","https://openalex.org/W2773057751","https://openalex.org/W2776770276","https://openalex.org/W2894449602","https://openalex.org/W2897288200","https://openalex.org/W2907856150","https://openalex.org/W2917600866","https://openalex.org/W2963423218","https://openalex.org/W2964121744","https://openalex.org/W2964413206","https://openalex.org/W2972676313","https://openalex.org/W2991137082","https://openalex.org/W6638988380","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W3171571592","https://openalex.org/W2730581894","https://openalex.org/W3011699874","https://openalex.org/W3001647267","https://openalex.org/W2947345662","https://openalex.org/W3167900581","https://openalex.org/W1793927692","https://openalex.org/W2736087146","https://openalex.org/W2029756330","https://openalex.org/W2324097976","https://openalex.org/W2002240170","https://openalex.org/W3013859646","https://openalex.org/W3160976460","https://openalex.org/W3190089837","https://openalex.org/W3175275787","https://openalex.org/W3160826979","https://openalex.org/W3124816661","https://openalex.org/W186051196","https://openalex.org/W1604012267","https://openalex.org/W3202558021"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}