{"id":"https://openalex.org/W2969886070","doi":"https://doi.org/10.1007/s10462-019-09754-z","title":"A systematic review of fundamental and technical analysis of stock market predictions","display_name":"A systematic review of fundamental and technical analysis of stock market predictions","publication_year":2019,"publication_date":"2019-08-20","ids":{"openalex":"https://openalex.org/W2969886070","doi":"https://doi.org/10.1007/s10462-019-09754-z","mag":"2969886070"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-019-09754-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10462-019-09754-z","pdf_url":null,"source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"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":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"review","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/A5019060398","display_name":"Isaac Kofi Nti","orcid":"https://orcid.org/0000-0001-9257-4295"},"institutions":[{"id":"https://openalex.org/I291863076","display_name":"University of Energy and Natural Resources","ror":"https://ror.org/05r9rzb75","country_code":"GH","type":"education","lineage":["https://openalex.org/I291863076"]},{"id":"https://openalex.org/I4210164771","display_name":"Sunyani Technical University","ror":"https://ror.org/05sc3yb31","country_code":"GH","type":"education","lineage":["https://openalex.org/I4210164771"]}],"countries":["GH"],"is_corresponding":true,"raw_author_name":"Isaac Kofi Nti","raw_affiliation_strings":["Department of Computer Science and Informatics, University of Energy and Natural Resources, Sunyani, Ghana","Department of Computer Science, Sunyani Technical University, Sunyani, Ghana"],"raw_orcid":"https://orcid.org/0000-0001-9257-4295","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Informatics, University of Energy and Natural Resources, Sunyani, Ghana","institution_ids":["https://openalex.org/I291863076"]},{"raw_affiliation_string":"Department of Computer Science, Sunyani Technical University, Sunyani, Ghana","institution_ids":["https://openalex.org/I4210164771"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064291326","display_name":"Adebayo Felix Adekoya","orcid":"https://orcid.org/0000-0002-5029-2393"},"institutions":[{"id":"https://openalex.org/I291863076","display_name":"University of Energy and Natural Resources","ror":"https://ror.org/05r9rzb75","country_code":"GH","type":"education","lineage":["https://openalex.org/I291863076"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Adebayo Felix Adekoya","raw_affiliation_strings":["Department of Computer Science and Informatics, University of Energy and Natural Resources, Sunyani, Ghana"],"raw_orcid":"https://orcid.org/0000-0002-5029-2393","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Informatics, University of Energy and Natural Resources, Sunyani, Ghana","institution_ids":["https://openalex.org/I291863076"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064716614","display_name":"Benjamin Asubam Weyori","orcid":"https://orcid.org/0000-0001-5422-4251"},"institutions":[{"id":"https://openalex.org/I291863076","display_name":"University of Energy and Natural Resources","ror":"https://ror.org/05r9rzb75","country_code":"GH","type":"education","lineage":["https://openalex.org/I291863076"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Benjamin Asubam Weyori","raw_affiliation_strings":["Department of Computer Science and Informatics, University of Energy and Natural Resources, Sunyani, Ghana"],"raw_orcid":"https://orcid.org/0000-0001-5422-4251","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Informatics, University of Energy and Natural Resources, Sunyani, Ghana","institution_ids":["https://openalex.org/I291863076"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019060398"],"corresponding_institution_ids":["https://openalex.org/I291863076","https://openalex.org/I4210164771"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":null,"fwci":30.0431,"has_fulltext":false,"cited_by_count":509,"citation_normalized_percentile":{"value":0.99839486,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"53","issue":"4","first_page":"3007","last_page":"3057"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":1.0,"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":1.0,"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":0.9916999936103821,"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":0.9878000020980835,"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/computer-science","display_name":"Computer science","score":0.7842273712158203},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6592170596122742},{"id":"https://openalex.org/keywords/stock-market","display_name":"Stock market","score":0.645889401435852},{"id":"https://openalex.org/keywords/technical-analysis","display_name":"Technical analysis","score":0.6100016236305237},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5727096796035767},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5409383177757263},{"id":"https://openalex.org/keywords/thriving","display_name":"Thriving","score":0.5331354141235352},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5093697309494019},{"id":"https://openalex.org/keywords/stock-market-prediction","display_name":"Stock market prediction","score":0.504721999168396},{"id":"https://openalex.org/keywords/profit","display_name":"Profit (economics)","score":0.4353967308998108},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3293205499649048},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.32005774974823},{"id":"https://openalex.org/keywords/finance","display_name":"Finance","score":0.10023114085197449},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.09857800602912903}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7842273712158203},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6592170596122742},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.645889401435852},{"id":"https://openalex.org/C117245426","wikidata":"https://www.wikidata.org/wiki/Q235038","display_name":"Technical analysis","level":2,"score":0.6100016236305237},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5727096796035767},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5409383177757263},{"id":"https://openalex.org/C2776745293","wikidata":"https://www.wikidata.org/wiki/Q7798302","display_name":"Thriving","level":2,"score":0.5331354141235352},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5093697309494019},{"id":"https://openalex.org/C2776256503","wikidata":"https://www.wikidata.org/wiki/Q7617906","display_name":"Stock market prediction","level":4,"score":0.504721999168396},{"id":"https://openalex.org/C181622380","wikidata":"https://www.wikidata.org/wiki/Q26911","display_name":"Profit (economics)","level":2,"score":0.4353967308998108},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3293205499649048},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.32005774974823},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.10023114085197449},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.09857800602912903},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C2780762169","wikidata":"https://www.wikidata.org/wiki/Q5905368","display_name":"Horse","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-019-09754-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10462-019-09754-z","pdf_url":null,"source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"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":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":166,"referenced_works":["https://openalex.org/W47153464","https://openalex.org/W333233685","https://openalex.org/W746481651","https://openalex.org/W789578048","https://openalex.org/W842959368","https://openalex.org/W855508711","https://openalex.org/W891170711","https://openalex.org/W1541800879","https://openalex.org/W1575726819","https://openalex.org/W1595982529","https://openalex.org/W1604055775","https://openalex.org/W1649600151","https://openalex.org/W1750951530","https://openalex.org/W1815264562","https://openalex.org/W1955848941","https://openalex.org/W1963789760","https://openalex.org/W1965235124","https://openalex.org/W1966676388","https://openalex.org/W1969396493","https://openalex.org/W1969852690","https://openalex.org/W1971105953","https://openalex.org/W1973043741","https://openalex.org/W1973965353","https://openalex.org/W1976203183","https://openalex.org/W1980001610","https://openalex.org/W1980458013","https://openalex.org/W1980836123","https://openalex.org/W1980850818","https://openalex.org/W1982547605","https://openalex.org/W1982790649","https://openalex.org/W1984430235","https://openalex.org/W1985271755","https://openalex.org/W1985930470","https://openalex.org/W1987973642","https://openalex.org/W1989336494","https://openalex.org/W1990217061","https://openalex.org/W1995141167","https://openalex.org/W1998197991","https://openalex.org/W2001280190","https://openalex.org/W2001895632","https://openalex.org/W2005424446","https://openalex.org/W2006046292","https://openalex.org/W2006942814","https://openalex.org/W2007358469","https://openalex.org/W2011368107","https://openalex.org/W2011782945","https://openalex.org/W2014545475","https://openalex.org/W2017186882","https://openalex.org/W2017812666","https://openalex.org/W2018295715","https://openalex.org/W2021664313","https://openalex.org/W2023905895","https://openalex.org/W2025053102","https://openalex.org/W2025291942","https://openalex.org/W2029727871","https://openalex.org/W2032550340","https://openalex.org/W2032771991","https://openalex.org/W2035260928","https://openalex.org/W2037625889","https://openalex.org/W2037638770","https://openalex.org/W2038227460","https://openalex.org/W2038299699","https://openalex.org/W2043489011","https://openalex.org/W2048310200","https://openalex.org/W2050801485","https://openalex.org/W2053615983","https://openalex.org/W2059852492","https://openalex.org/W2061036845","https://openalex.org/W2064395535","https://openalex.org/W2066505698","https://openalex.org/W2066795664","https://openalex.org/W2066995518","https://openalex.org/W2070013029","https://openalex.org/W2076333559","https://openalex.org/W2076386123","https://openalex.org/W2080519369","https://openalex.org/W2080614264","https://openalex.org/W2080937097","https://openalex.org/W2085444045","https://openalex.org/W2089247440","https://openalex.org/W2094304287","https://openalex.org/W2094665138","https://openalex.org/W2099974093","https://openalex.org/W2114294998","https://openalex.org/W2116282447","https://openalex.org/W2126267628","https://openalex.org/W2128792405","https://openalex.org/W2131773668","https://openalex.org/W2137359593","https://openalex.org/W2137841648","https://openalex.org/W2139810397","https://openalex.org/W2147839666","https://openalex.org/W2150706345","https://openalex.org/W2153851210","https://openalex.org/W2154387425","https://openalex.org/W2154515808","https://openalex.org/W2160720093","https://openalex.org/W2160724530","https://openalex.org/W2161794989","https://openalex.org/W2163611833","https://openalex.org/W2166014406","https://openalex.org/W2166678402","https://openalex.org/W2171468534","https://openalex.org/W2178783770","https://openalex.org/W2183842764","https://openalex.org/W2268394201","https://openalex.org/W2270937275","https://openalex.org/W2330707230","https://openalex.org/W2337819819","https://openalex.org/W2339674897","https://openalex.org/W2342935826","https://openalex.org/W2365759606","https://openalex.org/W2394680095","https://openalex.org/W2395786628","https://openalex.org/W2413706177","https://openalex.org/W2479597298","https://openalex.org/W2487567064","https://openalex.org/W2492461111","https://openalex.org/W2499362094","https://openalex.org/W2501851833","https://openalex.org/W2511906145","https://openalex.org/W2522769867","https://openalex.org/W2537457478","https://openalex.org/W2542516223","https://openalex.org/W2554780437","https://openalex.org/W2558316529","https://openalex.org/W2584187309","https://openalex.org/W2586556113","https://openalex.org/W2587781392","https://openalex.org/W2593842564","https://openalex.org/W2607162077","https://openalex.org/W2612459887","https://openalex.org/W2613906735","https://openalex.org/W2725344754","https://openalex.org/W2761211442","https://openalex.org/W2762466482","https://openalex.org/W2762976654","https://openalex.org/W2780013296","https://openalex.org/W2782453189","https://openalex.org/W2788047239","https://openalex.org/W2789320680","https://openalex.org/W2790712717","https://openalex.org/W2791419174","https://openalex.org/W2794710198","https://openalex.org/W2796929742","https://openalex.org/W2799738476","https://openalex.org/W2799933306","https://openalex.org/W2800490052","https://openalex.org/W2803533372","https://openalex.org/W2900554501","https://openalex.org/W2940897671","https://openalex.org/W2963808864","https://openalex.org/W3122781513","https://openalex.org/W3123378301","https://openalex.org/W3123494615","https://openalex.org/W3124174211","https://openalex.org/W3124836468","https://openalex.org/W3142060555","https://openalex.org/W3180548739","https://openalex.org/W4205205223","https://openalex.org/W4230871672","https://openalex.org/W4231546411","https://openalex.org/W4239686687","https://openalex.org/W4285719527","https://openalex.org/W4295979038","https://openalex.org/W6922573772"],"related_works":["https://openalex.org/W2586556113","https://openalex.org/W2542516223","https://openalex.org/W3135178882","https://openalex.org/W2624043242","https://openalex.org/W3144965674","https://openalex.org/W3109225388","https://openalex.org/W3209908847","https://openalex.org/W3023530306","https://openalex.org/W2110351804","https://openalex.org/W2367704835"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":23},{"year":2025,"cited_by_count":94},{"year":2024,"cited_by_count":140},{"year":2023,"cited_by_count":106},{"year":2022,"cited_by_count":68},{"year":2021,"cited_by_count":52},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":4}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}