{"id":"https://openalex.org/W2899644077","doi":"https://doi.org/10.1109/stc-csit.2018.8526646","title":"Using the Random Forest Classification for Land Cover Interpretation of Landsat Images in the Prykarpattya Region of Ukraine","display_name":"Using the Random Forest Classification for Land Cover Interpretation of Landsat Images in the Prykarpattya Region of Ukraine","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2899644077","doi":"https://doi.org/10.1109/stc-csit.2018.8526646","mag":"2899644077"},"language":"en","primary_location":{"id":"doi:10.1109/stc-csit.2018.8526646","is_oa":false,"landing_page_url":"https://doi.org/10.1109/stc-csit.2018.8526646","pdf_url":null,"source":{"id":"https://openalex.org/S4306498307","display_name":"2018 IEEE 13th International Scientific and Technical Conference on Computer Sciences and Information Technologies (CSIT)","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":"2018 IEEE 13th International Scientific and Technical Conference on Computer Sciences and Information Technologies (CSIT)","raw_type":"proceedings-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/A5062304763","display_name":"Olha Tokar","orcid":"https://orcid.org/0000-0001-9428-2472"},"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":true,"raw_author_name":"Olha Tokar","raw_affiliation_strings":["Lviv Polytechnic National University, Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000584782","display_name":"\u041e\u043b\u0435\u043d\u0430 \u0412\u043e\u0432\u043a","orcid":"https://orcid.org/0000-0001-5523-0901"},"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":"Olena Vovk","raw_affiliation_strings":["Lviv Polytechnic National University, Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090198391","display_name":"Lubov Kolyasa","orcid":"https://orcid.org/0000-0002-9690-8042"},"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":"Lubov Kolyasa","raw_affiliation_strings":["Lviv Polytechnic National University, Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University, Lviv, Ukraine","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016643726","display_name":"Serhii Havryliuk","orcid":"https://orcid.org/0000-0003-0361-0624"},"institutions":[{"id":"https://openalex.org/I20521324","display_name":"Ukrainian National Forestry University","ror":"https://ror.org/00rwcdf75","country_code":"UA","type":"education","lineage":["https://openalex.org/I20521324"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Serhii Havryliuk","raw_affiliation_strings":["Ukrainian National Forestry University, Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Ukrainian National Forestry University, Lviv, Ukraine","institution_ids":["https://openalex.org/I20521324"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064971079","display_name":"Mykola Korol","orcid":"https://orcid.org/0000-0002-9023-0840"},"institutions":[{"id":"https://openalex.org/I20521324","display_name":"Ukrainian National Forestry University","ror":"https://ror.org/00rwcdf75","country_code":"UA","type":"education","lineage":["https://openalex.org/I20521324"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Mykola Korol","raw_affiliation_strings":["Ukrainian National Forestry University, Lviv, Ukraine"],"affiliations":[{"raw_affiliation_string":"Ukrainian National Forestry University, Lviv, Ukraine","institution_ids":["https://openalex.org/I20521324"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5062304763"],"corresponding_institution_ids":["https://openalex.org/I98435010"],"apc_list":null,"apc_paid":null,"fwci":6.1972,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.96178344,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"241","last_page":"244"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13318","display_name":"Diverse Scientific Research in Ukraine","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13318","display_name":"Diverse Scientific Research in Ukraine","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13102","display_name":"Soil and Environmental Studies","score":0.9825000166893005,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T14069","display_name":"Scientific Research Methodologies and Applications","score":0.972599983215332,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.7773001194000244},{"id":"https://openalex.org/keywords/thematic-map","display_name":"Thematic map","score":0.7625168561935425},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6527273058891296},{"id":"https://openalex.org/keywords/deciduous","display_name":"Deciduous","score":0.636587917804718},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5783662796020508},{"id":"https://openalex.org/keywords/cover","display_name":"Cover (algebra)","score":0.5428154468536377},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.5173673033714294},{"id":"https://openalex.org/keywords/cohens-kappa","display_name":"Cohen's kappa","score":0.459524005651474},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.45215296745300293},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.4223950505256653},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.41350215673446655},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.3490394055843353},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3266931474208832},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.31099963188171387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22833776473999023},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.18126335740089417},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.0902717113494873},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.06594187021255493},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06242981553077698}],"concepts":[{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.7773001194000244},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.7625168561935425},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6527273058891296},{"id":"https://openalex.org/C33283694","wikidata":"https://www.wikidata.org/wiki/Q1131316","display_name":"Deciduous","level":2,"score":0.636587917804718},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5783662796020508},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.5428154468536377},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.5173673033714294},{"id":"https://openalex.org/C163864269","wikidata":"https://www.wikidata.org/wiki/Q1107106","display_name":"Cohen's kappa","level":2,"score":0.459524005651474},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.45215296745300293},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.4223950505256653},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.41350215673446655},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.3490394055843353},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3266931474208832},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.31099963188171387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22833776473999023},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.18126335740089417},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0902717113494873},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.06594187021255493},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06242981553077698},{"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/stc-csit.2018.8526646","is_oa":false,"landing_page_url":"https://doi.org/10.1109/stc-csit.2018.8526646","pdf_url":null,"source":{"id":"https://openalex.org/S4306498307","display_name":"2018 IEEE 13th International Scientific and Technical Conference on Computer Sciences and Information Technologies (CSIT)","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":"2018 IEEE 13th International Scientific and Technical Conference on Computer Sciences and Information Technologies (CSIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.5,"id":"https://metadata.un.org/sdg/15"},{"display_name":"Sustainable cities and communities","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W648141199","https://openalex.org/W942314036","https://openalex.org/W1520812622","https://openalex.org/W1981755063","https://openalex.org/W1990653740","https://openalex.org/W2023045419","https://openalex.org/W2081620141","https://openalex.org/W2139086914","https://openalex.org/W2166307050","https://openalex.org/W2169230132","https://openalex.org/W2911964244","https://openalex.org/W3028602241","https://openalex.org/W4214564766"],"related_works":["https://openalex.org/W1684402035","https://openalex.org/W2046113982","https://openalex.org/W2407655494","https://openalex.org/W2047658070","https://openalex.org/W1649029163","https://openalex.org/W1970373349","https://openalex.org/W2808167949","https://openalex.org/W2901444342","https://openalex.org/W2060895509","https://openalex.org/W2372040975"],"abstract_inverted_index":{"The":[0],"Random":[1],"Forest":[2],"classification":[3,18,44],"which":[4],"has":[5],"a":[6,17,60],"range":[7],"substantial":[8],"advantages":[9],"was":[10,20,45,66],"used":[11],"for":[12],"land":[13,26,64],"cover":[14,27,65],"investigations.":[15],"Such":[16],"algorithm":[19],"applied":[21],"in":[22],"R":[23],"software.":[24],"Main":[25],"areas":[28],"(coniferous,":[29],"deciduous,":[30],"water,":[31],"urban":[32],"territory":[33],"and":[34,41,53],"grasslands)":[35],"were":[36],"interpreted":[37],"on":[38],"Landsat":[39],"image":[40],"accuracy":[42],"of":[43,63],"estimated":[46],"using":[47],"different":[48],"indexes,":[49],"including":[50],"OOB":[51],"(Out-of-Bag)":[52],"Kappa":[54],"index.":[55],"According":[56],"to":[57],"research":[58],"results":[59],"thematic":[61],"map":[62],"formed.":[67]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}