{"id":"https://openalex.org/W4313495968","doi":"https://doi.org/10.1109/acit57182.2022.9994218","title":"Overcoming Limitations of Statistical Methods with Artificial Neural Networks","display_name":"Overcoming Limitations of Statistical Methods with Artificial Neural Networks","publication_year":2022,"publication_date":"2022-11-22","ids":{"openalex":"https://openalex.org/W4313495968","doi":"https://doi.org/10.1109/acit57182.2022.9994218"},"language":"en","primary_location":{"id":"doi:10.1109/acit57182.2022.9994218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit57182.2022.9994218","pdf_url":null,"source":{"id":"https://openalex.org/S4363608405","display_name":"2022 International Arab Conference on Information Technology (ACIT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/7790610","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049598878","display_name":"Marko Grebovic","orcid":null},"institutions":[{"id":"https://openalex.org/I279976351","display_name":"University of Donja Gorica","ror":"https://ror.org/00pz8ca62","country_code":"ME","type":"education","lineage":["https://openalex.org/I279976351"]}],"countries":["ME"],"is_corresponding":true,"raw_author_name":"Marko Grebovic","raw_affiliation_strings":["University of Donja Gorica,Faculty for Information Systems and Technologies,Podgorica,Montenegro","Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro"],"affiliations":[{"raw_affiliation_string":"University of Donja Gorica,Faculty for Information Systems and Technologies,Podgorica,Montenegro","institution_ids":["https://openalex.org/I279976351"]},{"raw_affiliation_string":"Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro","institution_ids":["https://openalex.org/I279976351"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001524284","display_name":"Luka Filipovi\u0107","orcid":"https://orcid.org/0000-0002-0568-6801"},"institutions":[{"id":"https://openalex.org/I279976351","display_name":"University of Donja Gorica","ror":"https://ror.org/00pz8ca62","country_code":"ME","type":"education","lineage":["https://openalex.org/I279976351"]}],"countries":["ME"],"is_corresponding":false,"raw_author_name":"Luka Filipovic","raw_affiliation_strings":["University of Donja Gorica,Faculty for Information Systems and Technologies,Podgorica,Montenegro","Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro"],"affiliations":[{"raw_affiliation_string":"University of Donja Gorica,Faculty for Information Systems and Technologies,Podgorica,Montenegro","institution_ids":["https://openalex.org/I279976351"]},{"raw_affiliation_string":"Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro","institution_ids":["https://openalex.org/I279976351"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084287574","display_name":"Ivana Katni\u0107","orcid":"https://orcid.org/0000-0003-0786-6395"},"institutions":[{"id":"https://openalex.org/I279976351","display_name":"University of Donja Gorica","ror":"https://ror.org/00pz8ca62","country_code":"ME","type":"education","lineage":["https://openalex.org/I279976351"]}],"countries":["ME"],"is_corresponding":false,"raw_author_name":"Ivana Katnic","raw_affiliation_strings":["Finances and Business University of Donja Gorica,Faculty of International Economics,Podgorica,Montenegro","Faculty of International Economics, Finances and Business University of Donja Gorica, Podgorica, Montenegro"],"affiliations":[{"raw_affiliation_string":"Finances and Business University of Donja Gorica,Faculty of International Economics,Podgorica,Montenegro","institution_ids":["https://openalex.org/I279976351"]},{"raw_affiliation_string":"Faculty of International Economics, Finances and Business University of Donja Gorica, Podgorica, Montenegro","institution_ids":["https://openalex.org/I279976351"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055625144","display_name":"Milica Vukoti\u0107","orcid":null},"institutions":[{"id":"https://openalex.org/I279976351","display_name":"University of Donja Gorica","ror":"https://ror.org/00pz8ca62","country_code":"ME","type":"education","lineage":["https://openalex.org/I279976351"]}],"countries":["ME"],"is_corresponding":false,"raw_author_name":"Milica Vukotic","raw_affiliation_strings":["University of Donja Gorica,Faculty for Information Systems and Technologies,Podgorica,Montenegro","Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro"],"affiliations":[{"raw_affiliation_string":"University of Donja Gorica,Faculty for Information Systems and Technologies,Podgorica,Montenegro","institution_ids":["https://openalex.org/I279976351"]},{"raw_affiliation_string":"Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro","institution_ids":["https://openalex.org/I279976351"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074340888","display_name":"Tomo Popovi\u0107","orcid":"https://orcid.org/0000-0001-5245-3691"},"institutions":[{"id":"https://openalex.org/I279976351","display_name":"University of Donja Gorica","ror":"https://ror.org/00pz8ca62","country_code":"ME","type":"education","lineage":["https://openalex.org/I279976351"]}],"countries":["ME"],"is_corresponding":false,"raw_author_name":"Tomo Popovic","raw_affiliation_strings":["University of Donja Gorica,Faculty for Information Systems and Technologies,Podgorica,Montenegro","Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro"],"affiliations":[{"raw_affiliation_string":"University of Donja Gorica,Faculty for Information Systems and Technologies,Podgorica,Montenegro","institution_ids":["https://openalex.org/I279976351"]},{"raw_affiliation_string":"Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro","institution_ids":["https://openalex.org/I279976351"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5049598878"],"corresponding_institution_ids":["https://openalex.org/I279976351"],"apc_list":null,"apc_paid":null,"fwci":2.8491,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.93015873,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.9962000250816345,"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":0.9962000250816345,"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":0.9955999851226807,"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/T10320","display_name":"Neural Networks and Applications","score":0.9925000071525574,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.8010629415512085},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.762779176235199},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6753444671630859},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6165262460708618},{"id":"https://openalex.org/keywords/statistical-model","display_name":"Statistical model","score":0.5460013747215271},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.43419209122657776},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35845595598220825}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.8010629415512085},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.762779176235199},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6753444671630859},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6165262460708618},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.5460013747215271},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.43419209122657776},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35845595598220825},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/acit57182.2022.9994218","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit57182.2022.9994218","pdf_url":null,"source":{"id":"https://openalex.org/S4363608405","display_name":"2022 International Arab Conference on Information Technology (ACIT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"},{"id":"pmh:oai:zenodo.org:7790610","is_oa":true,"landing_page_url":"https://zenodo.org/record/7790610","pdf_url":"https://zenodo.org/record/7790610","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:7790610","is_oa":true,"landing_page_url":"https://zenodo.org/record/7790610","pdf_url":"https://zenodo.org/record/7790610","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4313495968.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1586335931","https://openalex.org/W1977698057","https://openalex.org/W2002096058","https://openalex.org/W2011227258","https://openalex.org/W2016210396","https://openalex.org/W2034203008","https://openalex.org/W2036599383","https://openalex.org/W2040395995","https://openalex.org/W2051812123","https://openalex.org/W2064675550","https://openalex.org/W2098148222","https://openalex.org/W2101927907","https://openalex.org/W2103214555","https://openalex.org/W2107093743","https://openalex.org/W2113021507","https://openalex.org/W2132782512","https://openalex.org/W2135293965","https://openalex.org/W2143891888","https://openalex.org/W2149723649","https://openalex.org/W2156133368","https://openalex.org/W2162174678","https://openalex.org/W2286961399","https://openalex.org/W2323575786","https://openalex.org/W2463972659","https://openalex.org/W2582336686","https://openalex.org/W2730698429","https://openalex.org/W2794778778","https://openalex.org/W2911546748","https://openalex.org/W2914791064","https://openalex.org/W3000470572","https://openalex.org/W3003020063","https://openalex.org/W3048444863","https://openalex.org/W4213096653","https://openalex.org/W4249440929","https://openalex.org/W6719179591"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W1982750869","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2113077220","https://openalex.org/W2375008505","https://openalex.org/W2350679292","https://openalex.org/W2086348228"],"abstract_inverted_index":{"Traditional":[0],"statistical":[1,20,36,45,97,135,153,190],"models":[2,22,37],"as":[3,61,82,127],"tools":[4],"for":[5,16,130,162,177],"summarizing":[6],"patterns":[7],"and":[8,72,92,151,157],"regularities":[9],"in":[10,63,75,165],"observed":[11],"data":[12,55,74],"can":[13],"be":[14],"used":[15,48,54],"making":[17],"predictions.":[18],"However,":[19,138],"prediction":[21,136,163],"contain":[23],"small":[24],"number":[25],"of":[26,42,52,84,134,168,175],"important":[27],"predictors,":[28],"which":[29],"means":[30],"limited":[31],"informative":[32],"capability.":[33],"Also,":[34],"predictive":[35,191],"that":[38,113],"provide":[39,67],"some":[40],"type":[41],"pseudo-correct":[43],"regular":[44],"patterns,":[46],"are":[47,125,155,182],"without":[49],"previous":[50],"understanding":[51],"the":[53,68],"causality.":[56],"Machine":[57],"Learning":[58],"(ML)":[59],"algorithms":[60],"area":[62],"Artificial":[64,79],"Intelligence":[65],"(AI)":[66],"ability":[69],"to":[70,102,184],"interpret":[71],"understand":[73],"more":[76],"sophisticated":[77],"way.":[78],"Neural":[80],"Networks":[81],"kind":[83],"ML":[85],"methods":[86,154],"use":[87,98],"non-linear":[88],"algorithms,":[89],"considering":[90],"links":[91],"associations":[93],"between":[94],"parameters,":[95],"while":[96],"one-step-ahead":[99],"linear":[100],"processes":[101],"improve":[103,143],"only":[104],"short-term":[105],"prediction's":[106],"accuracy":[107,160,187],"by":[108],"minimizing":[109],"cost":[110],"function.":[111],"Disregarding":[112],"designing":[114],"an":[115],"optimal":[116],"artificial":[117,148,179],"neural":[118,149,180],"network":[119],"is":[120],"very":[121],"complex":[122],"process,":[123],"they":[124,139],"considered":[126],"potential":[128],"solution":[129],"overcoming":[131],"main":[132],"flaws":[133],"models.":[137],"will":[140],"not":[141],"automatically":[142],"predictions":[144],"accuracy,":[145],"so":[146],"several":[147],"networks":[150,181],"traditional":[152],"evaluated":[156],"analyzed":[158],"through":[159],"measures":[161],"purposes":[164],"various":[166],"fields":[167],"applications.":[169],"Based":[170],"on":[171],"gained":[172],"results,":[173],"couple":[174],"techniques":[176],"improving":[178],"proposed":[183],"get":[185],"better":[186],"results":[188],"than":[189],"methods.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}