{"id":"https://openalex.org/W4220848133","doi":"https://doi.org/10.1007/978-3-030-96308-8_68","title":"Prediction of Moroccan Stock Price Based on Machine Learning Algorithms","display_name":"Prediction of Moroccan Stock Price Based on Machine Learning Algorithms","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4220848133","doi":"https://doi.org/10.1007/978-3-030-96308-8_68"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-96308-8_68","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-96308-8_68","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"type":"book-chapter","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/A5084780869","display_name":"Abdelhadi Ifleh","orcid":"https://orcid.org/0000-0002-2565-0312"},"institutions":[{"id":"https://openalex.org/I3129602810","display_name":"National School of Business and Management in Settat","ror":"https://ror.org/00yp89t60","country_code":"MA","type":"education","lineage":["https://openalex.org/I3129602810"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Abdelhadi Ifleh","raw_affiliation_strings":["Finance, Audit and Organizational Governance Research Laboratory, National School of Commerce and Management, Hassan First University of Settat, Settat, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-2565-0312","affiliations":[{"raw_affiliation_string":"Finance, Audit and Organizational Governance Research Laboratory, National School of Commerce and Management, Hassan First University of Settat, Settat, Morocco","institution_ids":["https://openalex.org/I3129602810"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011668575","display_name":"Mounime El Kabbouri","orcid":null},"institutions":[{"id":"https://openalex.org/I3129602810","display_name":"National School of Business and Management in Settat","ror":"https://ror.org/00yp89t60","country_code":"MA","type":"education","lineage":["https://openalex.org/I3129602810"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mounime El Kabbouri","raw_affiliation_strings":["Finance, Audit and Organizational Governance Research Laboratory, National School of Commerce and Management, Hassan First University of Settat, Settat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Finance, Audit and Organizational Governance Research Laboratory, National School of Commerce and Management, Hassan First University of Settat, Settat, Morocco","institution_ids":["https://openalex.org/I3129602810"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5084780869"],"corresponding_institution_ids":["https://openalex.org/I3129602810"],"apc_list":null,"apc_paid":null,"fwci":4.5486,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.94788382,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"735","last_page":"741"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9998999834060669,"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":0.9998999834060669,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9943000078201294,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9853000044822693,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.764186680316925},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6985599994659424},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6270479559898376},{"id":"https://openalex.org/keywords/stock","display_name":"Stock (firearms)","score":0.5924494862556458},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5558618903160095},{"id":"https://openalex.org/keywords/volatility","display_name":"Volatility (finance)","score":0.5507824420928955},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5187411904335022},{"id":"https://openalex.org/keywords/stock-price","display_name":"Stock price","score":0.4627305269241333},{"id":"https://openalex.org/keywords/stock-market","display_name":"Stock market","score":0.45386505126953125},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.44670993089675903},{"id":"https://openalex.org/keywords/f1-score","display_name":"F1 score","score":0.44543907046318054},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3808041512966156},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32170718908309937},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.23028677701950073},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17720741033554077},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.13682019710540771},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.09639489650726318}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.764186680316925},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6985599994659424},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6270479559898376},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.5924494862556458},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5558618903160095},{"id":"https://openalex.org/C91602232","wikidata":"https://www.wikidata.org/wiki/Q756115","display_name":"Volatility (finance)","level":2,"score":0.5507824420928955},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5187411904335022},{"id":"https://openalex.org/C2988984586","wikidata":"https://www.wikidata.org/wiki/Q1020013","display_name":"Stock price","level":3,"score":0.4627305269241333},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.45386505126953125},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.44670993089675903},{"id":"https://openalex.org/C148524875","wikidata":"https://www.wikidata.org/wiki/Q6975395","display_name":"F1 score","level":2,"score":0.44543907046318054},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3808041512966156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32170718908309937},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.23028677701950073},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17720741033554077},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.13682019710540771},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.09639489650726318},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-96308-8_68","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-96308-8_68","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3370","issn":["2367-3370","2367-3389"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2048835144","https://openalex.org/W2113687945","https://openalex.org/W2116152205","https://openalex.org/W2141703670","https://openalex.org/W2166794013","https://openalex.org/W2270937275","https://openalex.org/W2762958083","https://openalex.org/W2833425706","https://openalex.org/W2949202718","https://openalex.org/W4230871672","https://openalex.org/W4234968553"],"related_works":["https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3193043704","https://openalex.org/W3171520305","https://openalex.org/W1924178503","https://openalex.org/W4308716060","https://openalex.org/W4280648719","https://openalex.org/W3135126032","https://openalex.org/W3033346322","https://openalex.org/W3125561743"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}