{"id":"https://openalex.org/W2324920855","doi":"https://doi.org/10.1007/s00500-016-2123-0","title":"Stock market trend prediction using AHP and weighted kernel LS-SVM","display_name":"Stock market trend prediction using AHP and weighted kernel LS-SVM","publication_year":2016,"publication_date":"2016-04-05","ids":{"openalex":"https://openalex.org/W2324920855","doi":"https://doi.org/10.1007/s00500-016-2123-0","mag":"2324920855"},"language":"en","primary_location":{"id":"doi:10.1007/s00500-016-2123-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-016-2123-0","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"Soft Computing","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/A5106185760","display_name":"Ivana Markovi\u0107","orcid":"https://orcid.org/0009-0004-2084-3889"},"institutions":[{"id":"https://openalex.org/I152518017","display_name":"University of Nis","ror":"https://ror.org/00965bg92","country_code":"RS","type":"education","lineage":["https://openalex.org/I152518017"]}],"countries":["RS"],"is_corresponding":true,"raw_author_name":"Ivana Markovi\u0107","raw_affiliation_strings":["Faculty of Economics, University of Ni\u0161, Ni\u0161, Serbia","Faculty of Economics, University of Ni\u0161, Trg kralja Aleksandra Ujedinitelja 11, 18000, Ni\u0161, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Economics, University of Ni\u0161, Ni\u0161, Serbia","institution_ids":["https://openalex.org/I152518017"]},{"raw_affiliation_string":"Faculty of Economics, University of Ni\u0161, Trg kralja Aleksandra Ujedinitelja 11, 18000, Ni\u0161, Serbia","institution_ids":["https://openalex.org/I152518017"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107052333","display_name":"Milo\u0161 B. Stojanovi\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158487","display_name":"Technical College of Applied Sciences","ror":"https://ror.org/051dyvc17","country_code":"RS","type":"education","lineage":["https://openalex.org/I4210158487"]}],"countries":["RS"],"is_corresponding":true,"raw_author_name":"Milo\u0161 Stojanovi\u0107","raw_affiliation_strings":["College of Applied Technical Sciences, Aleksandra Medvedeva 20, 18000, Ni\u0161, Serbia","College of Applied Technical Sciences, Ni\u0161, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Applied Technical Sciences, Aleksandra Medvedeva 20, 18000, Ni\u0161, Serbia","institution_ids":["https://openalex.org/I4210158487"]},{"raw_affiliation_string":"College of Applied Technical Sciences, Ni\u0161, Serbia","institution_ids":["https://openalex.org/I4210158487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101586905","display_name":"Jelena Z. Stankovi\u0107","orcid":"https://orcid.org/0000-0002-7359-6795"},"institutions":[{"id":"https://openalex.org/I152518017","display_name":"University of Nis","ror":"https://ror.org/00965bg92","country_code":"RS","type":"education","lineage":["https://openalex.org/I152518017"]}],"countries":["RS"],"is_corresponding":true,"raw_author_name":"Jelena Stankovi\u0107","raw_affiliation_strings":["Faculty of Economics, University of Ni\u0161, Ni\u0161, Serbia","Faculty of Economics, University of Ni\u0161, Trg kralja Aleksandra Ujedinitelja 11, 18000, Ni\u0161, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Economics, University of Ni\u0161, Ni\u0161, Serbia","institution_ids":["https://openalex.org/I152518017"]},{"raw_affiliation_string":"Faculty of Economics, University of Ni\u0161, Trg kralja Aleksandra Ujedinitelja 11, 18000, Ni\u0161, Serbia","institution_ids":["https://openalex.org/I152518017"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103574028","display_name":"Milena Stankovi\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I152518017","display_name":"University of Nis","ror":"https://ror.org/00965bg92","country_code":"RS","type":"education","lineage":["https://openalex.org/I152518017"]}],"countries":["RS"],"is_corresponding":true,"raw_author_name":"Milena Stankovi\u0107","raw_affiliation_strings":["Faculty of Electronic Engineering, University of Ni\u0161, Aleksandra Medvedeva 14, 18000, Ni\u0161, Serbia","Faculty of Electronic Engineering, University of Ni\u0161, Ni\u0161, Serbia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electronic Engineering, University of Ni\u0161, Aleksandra Medvedeva 14, 18000, Ni\u0161, Serbia","institution_ids":["https://openalex.org/I152518017"]},{"raw_affiliation_string":"Faculty of Electronic Engineering, University of Ni\u0161, Ni\u0161, Serbia","institution_ids":["https://openalex.org/I152518017"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101586905","https://openalex.org/A5103574028","https://openalex.org/A5106185760","https://openalex.org/A5107052333"],"corresponding_institution_ids":["https://openalex.org/I152518017","https://openalex.org/I4210158487"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":1.4925,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.84622051,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"21","issue":"18","first_page":"5387","last_page":"5398"},"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9957000017166138,"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"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9803000092506409,"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/support-vector-machine","display_name":"Support vector machine","score":0.7069607377052307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.631811261177063},{"id":"https://openalex.org/keywords/analytic-hierarchy-process","display_name":"Analytic hierarchy process","score":0.6219755411148071},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6148534417152405},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5825172662734985},{"id":"https://openalex.org/keywords/stock-market","display_name":"Stock market","score":0.5552157163619995},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4977755844593048},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.46629637479782104},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.46460312604904175},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45396456122398376},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4252331852912903},{"id":"https://openalex.org/keywords/ranking-svm","display_name":"Ranking SVM","score":0.41619521379470825},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19508862495422363},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.15842023491859436}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7069607377052307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.631811261177063},{"id":"https://openalex.org/C87345402","wikidata":"https://www.wikidata.org/wiki/Q485202","display_name":"Analytic hierarchy process","level":2,"score":0.6219755411148071},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6148534417152405},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5825172662734985},{"id":"https://openalex.org/C2780299701","wikidata":"https://www.wikidata.org/wiki/Q475000","display_name":"Stock market","level":3,"score":0.5552157163619995},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4977755844593048},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.46629637479782104},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.46460312604904175},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45396456122398376},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4252331852912903},{"id":"https://openalex.org/C124975894","wikidata":"https://www.wikidata.org/wiki/Q7293290","display_name":"Ranking SVM","level":3,"score":0.41619521379470825},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19508862495422363},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.15842023491859436},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00500-016-2123-0","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-016-2123-0","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"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":"Soft Computing","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":50,"referenced_works":["https://openalex.org/W32023865","https://openalex.org/W47153464","https://openalex.org/W588525781","https://openalex.org/W642509312","https://openalex.org/W1496317909","https://openalex.org/W1511622987","https://openalex.org/W1527823684","https://openalex.org/W1555686918","https://openalex.org/W1557592851","https://openalex.org/W1565746575","https://openalex.org/W1571056922","https://openalex.org/W1881842837","https://openalex.org/W1966950541","https://openalex.org/W1980836123","https://openalex.org/W1981552604","https://openalex.org/W1985975517","https://openalex.org/W1986145156","https://openalex.org/W2004463884","https://openalex.org/W2012718379","https://openalex.org/W2032170121","https://openalex.org/W2041403160","https://openalex.org/W2049916782","https://openalex.org/W2080129610","https://openalex.org/W2080614264","https://openalex.org/W2091621250","https://openalex.org/W2092281935","https://openalex.org/W2092939357","https://openalex.org/W2094304287","https://openalex.org/W2105807304","https://openalex.org/W2108081061","https://openalex.org/W2108423494","https://openalex.org/W2108591703","https://openalex.org/W2131534673","https://openalex.org/W2131773668","https://openalex.org/W2149312065","https://openalex.org/W2153635508","https://openalex.org/W2155261478","https://openalex.org/W2164769329","https://openalex.org/W2318271224","https://openalex.org/W2481035499","https://openalex.org/W2798529142","https://openalex.org/W2911964244","https://openalex.org/W3022853033","https://openalex.org/W3104887532","https://openalex.org/W3124790420","https://openalex.org/W3124836468","https://openalex.org/W4231546411","https://openalex.org/W4234003685","https://openalex.org/W4285719527","https://openalex.org/W6600339963"],"related_works":["https://openalex.org/W2086306358","https://openalex.org/W2315491162","https://openalex.org/W2562198007","https://openalex.org/W2368840343","https://openalex.org/W4297816538","https://openalex.org/W2031468273","https://openalex.org/W2370100764","https://openalex.org/W2187479119","https://openalex.org/W2073542340","https://openalex.org/W3127142483"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}
