{"id":"https://openalex.org/W3088064172","doi":"https://doi.org/10.1109/dsmp47368.2020.9204077","title":"Forecasting Nonlinear Nonstationary Processes in Machine Learning Task","display_name":"Forecasting Nonlinear Nonstationary Processes in Machine Learning Task","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3088064172","doi":"https://doi.org/10.1109/dsmp47368.2020.9204077","mag":"3088064172"},"language":"en","primary_location":{"id":"doi:10.1109/dsmp47368.2020.9204077","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsmp47368.2020.9204077","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Third International Conference on Data Stream Mining &amp; Processing (DSMP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5109585796","display_name":"Peter Bidyuk","orcid":null},"institutions":[{"id":"https://openalex.org/I202483615","display_name":"National Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d","ror":"https://ror.org/00syn5v21","country_code":"UA","type":"education","lineage":["https://openalex.org/I202483615"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Peter Bidyuk","raw_affiliation_strings":["Department of Mathematical Methods of System Analysis, National Technical University of Ukraine \"Igor Sikorsky Kyiv Polytechnic Institute\", Kyiv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematical Methods of System Analysis, National Technical University of Ukraine \"Igor Sikorsky Kyiv Polytechnic Institute\", Kyiv, Ukraine","institution_ids":["https://openalex.org/I202483615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109415833","display_name":"Aleksandr Gozhyj","orcid":"https://orcid.org/0000-0002-3517-580X"},"institutions":[{"id":"https://openalex.org/I103402955","display_name":"Petro Mohyla Black Sea National University","ror":"https://ror.org/00vk44673","country_code":"UA","type":"education","lineage":["https://openalex.org/I103402955"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Aleksandr Gozhyj","raw_affiliation_strings":["Department of Intelligent Information Systems, Petro Mohyla Black Sea National University, Nikolaev, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intelligent Information Systems, Petro Mohyla Black Sea National University, Nikolaev, Ukraine","institution_ids":["https://openalex.org/I103402955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060616474","display_name":"Irina Kalinina","orcid":"https://orcid.org/0000-0001-8359-2045"},"institutions":[{"id":"https://openalex.org/I103402955","display_name":"Petro Mohyla Black Sea National University","ror":"https://ror.org/00vk44673","country_code":"UA","type":"education","lineage":["https://openalex.org/I103402955"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Irina Kalinina","raw_affiliation_strings":["Department of Intelligent Information Systems, Petro Mohyla Black Sea National University, Nikolaev, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intelligent Information Systems, Petro Mohyla Black Sea National University, Nikolaev, Ukraine","institution_ids":["https://openalex.org/I103402955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014873401","display_name":"Victoria Vysotska","orcid":"https://orcid.org/0000-0001-6417-3689"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Victoria Vysotska","raw_affiliation_strings":["Department of Information Systems And Networks, National University \"Lvivska politechnika\", Lviv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems And Networks, National University \"Lvivska politechnika\", Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113094838","display_name":"Mikhail Vasilev","orcid":null},"institutions":[{"id":"https://openalex.org/I103402955","display_name":"Petro Mohyla Black Sea National University","ror":"https://ror.org/00vk44673","country_code":"UA","type":"education","lineage":["https://openalex.org/I103402955"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Mikhail Vasilev","raw_affiliation_strings":["Department of Intelligent Information Systems, Petro Mohyla Black Sea National University, Nikolaev, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Intelligent Information Systems, Petro Mohyla Black Sea National University, Nikolaev, Ukraine","institution_ids":["https://openalex.org/I103402955"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044814814","display_name":"Romanna Malets","orcid":"https://orcid.org/0000-0002-9272-0958"},"institutions":[{"id":"https://openalex.org/I200280692","display_name":"Lviv University","ror":"https://ror.org/01s7y5e82","country_code":"UA","type":"education","lineage":["https://openalex.org/I200280692"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Romanna Malets","raw_affiliation_strings":["Programming Department, Ivan Franko Lviv National University, Lviv, Ukraine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Programming Department, Ivan Franko Lviv National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I200280692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"28","last_page":"32"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14351","display_name":"Statistical and Computational Modeling","score":0.9833999872207642,"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"}},"topics":[{"id":"https://openalex.org/T14351","display_name":"Statistical and Computational Modeling","score":0.9833999872207642,"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"}},{"id":"https://openalex.org/T13181","display_name":"Economic and Technological Systems Analysis","score":0.9751999974250793,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11270","display_name":"Complex Systems and Time Series Analysis","score":0.9661999940872192,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.753251314163208},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.6652795076370239},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6584513783454895},{"id":"https://openalex.org/keywords/currency","display_name":"Currency","score":0.5761269927024841},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5708790421485901},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.566230297088623},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5566205978393555},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.45904937386512756},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.45514538884162903},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.43501532077789307},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42599719762802124},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.4183647930622101},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09921786189079285}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.753251314163208},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.6652795076370239},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6584513783454895},{"id":"https://openalex.org/C141121606","wikidata":"https://www.wikidata.org/wiki/Q8142","display_name":"Currency","level":2,"score":0.5761269927024841},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5708790421485901},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.566230297088623},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5566205978393555},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.45904937386512756},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.45514538884162903},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.43501532077789307},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42599719762802124},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.4183647930622101},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09921786189079285},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C556758197","wikidata":"https://www.wikidata.org/wiki/Q580018","display_name":"Monetary economics","level":1,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsmp47368.2020.9204077","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dsmp47368.2020.9204077","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Third International Conference on Data Stream Mining &amp; Processing (DSMP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W411134128","https://openalex.org/W1548486839","https://openalex.org/W1576326745","https://openalex.org/W1978980639","https://openalex.org/W1979575715","https://openalex.org/W1981610415","https://openalex.org/W1999029409","https://openalex.org/W1999996900","https://openalex.org/W2009082127","https://openalex.org/W2023240121","https://openalex.org/W2070585177","https://openalex.org/W2129768001","https://openalex.org/W2167487311","https://openalex.org/W2278984902","https://openalex.org/W2571446175","https://openalex.org/W2769331593","https://openalex.org/W2889860110","https://openalex.org/W2895563465","https://openalex.org/W3098846496","https://openalex.org/W3100974552","https://openalex.org/W4211049957","https://openalex.org/W4307492541","https://openalex.org/W6629804754","https://openalex.org/W6632631397","https://openalex.org/W6695181781","https://openalex.org/W6745759027"],"related_works":["https://openalex.org/W2953716828","https://openalex.org/W2904857019","https://openalex.org/W2944728705","https://openalex.org/W3011538607","https://openalex.org/W2904022177","https://openalex.org/W2622688551","https://openalex.org/W2119012848","https://openalex.org/W1990205660","https://openalex.org/W1550175370","https://openalex.org/W4387331850"],"abstract_inverted_index":{"The":[0,15,39],"article":[1],"discusses":[2],"the":[3,6,8,26,54,68,77],"features":[4],"of":[5,17,28,41,56,67],"solving":[7,46],"forecasting":[9,31],"problems":[10,27],"using":[11],"machine":[12,47],"learning":[13,48],"techniques.":[14],"issues":[16],"accounting":[18],"and":[19,30,43],"correctly":[20],"processing":[21],"non-linear":[22],"non-stationary":[23],"processes":[24],"in":[25,34,71],"modeling":[29],"time":[32],"series":[33],"various":[35],"areas":[36],"are":[37],"considered.":[38],"analysis":[40,66],"stages":[42],"methods":[44,70],"for":[45],"problems.":[49],"As":[50],"an":[51],"example,":[52],"consider":[53],"problem":[55],"predicting":[57],"currency":[58,79],"pairs":[59,80],"based":[60],"on":[61],"historical":[62],"data.":[63],"A":[64],"comparative":[65],"normalization":[69],"data":[72],"clustering":[73],"is":[74,84],"given.":[75],"For":[76],"six":[78],"a":[81],"short-term":[82],"forecast":[83],"proposed.":[85]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
