{"id":"https://openalex.org/W2797779281","doi":"https://doi.org/10.3390/rs10040580","title":"Decision-Tree, Rule-Based, and Random Forest Classification of High-Resolution Multispectral Imagery for Wetland Mapping and Inventory","display_name":"Decision-Tree, Rule-Based, and Random Forest Classification of High-Resolution Multispectral Imagery for Wetland Mapping and Inventory","publication_year":2018,"publication_date":"2018-04-09","ids":{"openalex":"https://openalex.org/W2797779281","doi":"https://doi.org/10.3390/rs10040580","mag":"2797779281","pmid":"https://pubmed.ncbi.nlm.nih.gov/30147945"},"language":"en","primary_location":{"id":"doi:10.3390/rs10040580","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs10040580","pdf_url":"https://www.mdpi.com/2072-4292/10/4/580/pdf?version=1525347726","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/10/4/580/pdf?version=1525347726","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062607559","display_name":"Tedros Berhane","orcid":"https://orcid.org/0000-0003-0671-9131"},"institutions":[{"id":"https://openalex.org/I1302368450","display_name":"Environmental Protection Agency","ror":"https://ror.org/03tns0030","country_code":"US","type":"government","lineage":["https://openalex.org/I1302368450"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tedros Berhane","raw_affiliation_strings":["Pegasus Technical Services, Inc., C/O U.S. Environmental Protection Agency, Cincinnati, OH 45219, USA"],"affiliations":[{"raw_affiliation_string":"Pegasus Technical Services, Inc., C/O U.S. Environmental Protection Agency, Cincinnati, OH 45219, USA","institution_ids":["https://openalex.org/I1302368450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065342304","display_name":"Charles R. Lane","orcid":"https://orcid.org/0000-0003-0066-8919"},"institutions":[{"id":"https://openalex.org/I1302368450","display_name":"Environmental Protection Agency","ror":"https://ror.org/03tns0030","country_code":"US","type":"government","lineage":["https://openalex.org/I1302368450"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Charles Lane","raw_affiliation_strings":["Office of Research and Development, U.S. Environmental Protection Agency, Cincinnati, OH 45268, USA"],"affiliations":[{"raw_affiliation_string":"Office of Research and Development, U.S. Environmental Protection Agency, Cincinnati, OH 45268, USA","institution_ids":["https://openalex.org/I1302368450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002753315","display_name":"Qiusheng Wu","orcid":"https://orcid.org/0000-0001-5437-4073"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiusheng Wu","raw_affiliation_strings":["Department of Geography, Binghamton University, State University of New York, Binghamton, NY 13902, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geography, Binghamton University, State University of New York, Binghamton, NY 13902, USA","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112353305","display_name":"Bradley C. Autrey","orcid":null},"institutions":[{"id":"https://openalex.org/I1302368450","display_name":"Environmental Protection Agency","ror":"https://ror.org/03tns0030","country_code":"US","type":"government","lineage":["https://openalex.org/I1302368450"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bradley Autrey","raw_affiliation_strings":["Office of Research and Development, U.S. Environmental Protection Agency, Cincinnati, OH 45268, USA"],"affiliations":[{"raw_affiliation_string":"Office of Research and Development, U.S. Environmental Protection Agency, Cincinnati, OH 45268, USA","institution_ids":["https://openalex.org/I1302368450"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016710316","display_name":"Oleg A. Anenkhonov","orcid":"https://orcid.org/0000-0001-8633-7154"},"institutions":[{"id":"https://openalex.org/I4210165865","display_name":"Institute of General and Experimental Biology","ror":"https://ror.org/05nyr7981","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210129690","https://openalex.org/I4210165865"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Oleg Anenkhonov","raw_affiliation_strings":["Laboratory of Floristics and Geobotany, Institute of General and Experimental Biology SB RAS, 670047 Ulan-Ude, Russia"],"affiliations":[{"raw_affiliation_string":"Laboratory of Floristics and Geobotany, Institute of General and Experimental Biology SB RAS, 670047 Ulan-Ude, Russia","institution_ids":["https://openalex.org/I4210165865"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031892053","display_name":"Victor V. Chepinoga","orcid":"https://orcid.org/0000-0003-3809-7453"},"institutions":[{"id":"https://openalex.org/I4210096605","display_name":"V. B. Sochava Institute of Geography","ror":"https://ror.org/00q976b76","country_code":"RU","type":"facility","lineage":["https://openalex.org/I1313323035","https://openalex.org/I4210096605","https://openalex.org/I4210127387"]},{"id":"https://openalex.org/I93251985","display_name":"Irkutsk State University","ror":"https://ror.org/01j99nc54","country_code":"RU","type":"education","lineage":["https://openalex.org/I93251985"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Victor Chepinoga","raw_affiliation_strings":["Department of Botany, Irkutsk State University, 664003 Irkutsk, Russia","Laboratory of Physical Geography and Biogeography, V.B. Sochava Institute of Geography SB RAS, 664033 Irkutsk, Russia"],"affiliations":[{"raw_affiliation_string":"Department of Botany, Irkutsk State University, 664003 Irkutsk, Russia","institution_ids":["https://openalex.org/I93251985"]},{"raw_affiliation_string":"Laboratory of Physical Geography and Biogeography, V.B. Sochava Institute of Geography SB RAS, 664033 Irkutsk, Russia","institution_ids":["https://openalex.org/I4210096605"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101778436","display_name":"Hongxing Liu","orcid":"https://orcid.org/0000-0002-2418-3636"},"institutions":[{"id":"https://openalex.org/I63135867","display_name":"University of Cincinnati","ror":"https://ror.org/01e3m7079","country_code":"US","type":"education","lineage":["https://openalex.org/I63135867"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hongxing Liu","raw_affiliation_strings":["Department of Geography, University of Cincinnati, Cincinnati, OH 45220, USA"],"affiliations":[{"raw_affiliation_string":"Department of Geography, University of Cincinnati, Cincinnati, OH 45220, USA","institution_ids":["https://openalex.org/I63135867"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5065342304"],"corresponding_institution_ids":["https://openalex.org/I1302368450"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":17.021,"has_fulltext":false,"cited_by_count":248,"citation_normalized_percentile":{"value":0.9950292,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"10","issue":"4","first_page":"580","last_page":"580"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9843000173568726,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9819999933242798,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9652000069618225,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.7248365879058838},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6091881394386292},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5530223250389099},{"id":"https://openalex.org/keywords/wetland","display_name":"Wetland","score":0.4885466992855072},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4706608057022095},{"id":"https://openalex.org/keywords/aerial-imagery","display_name":"Aerial imagery","score":0.4651440382003784},{"id":"https://openalex.org/keywords/forest-inventory","display_name":"Forest inventory","score":0.4286126494407654},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3857537806034088},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.3782971501350403},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.30028533935546875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24798709154129028},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.24135547876358032},{"id":"https://openalex.org/keywords/forest-management","display_name":"Forest management","score":0.17314723134040833}],"concepts":[{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.7248365879058838},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6091881394386292},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5530223250389099},{"id":"https://openalex.org/C67715294","wikidata":"https://www.wikidata.org/wiki/Q170321","display_name":"Wetland","level":2,"score":0.4885466992855072},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4706608057022095},{"id":"https://openalex.org/C2987819851","wikidata":"https://www.wikidata.org/wiki/Q191839","display_name":"Aerial imagery","level":2,"score":0.4651440382003784},{"id":"https://openalex.org/C147103442","wikidata":"https://www.wikidata.org/wiki/Q1423188","display_name":"Forest inventory","level":3,"score":0.4286126494407654},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3857537806034088},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3782971501350403},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.30028533935546875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24798709154129028},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.24135547876358032},{"id":"https://openalex.org/C28631016","wikidata":"https://www.wikidata.org/wiki/Q372561","display_name":"Forest management","level":2,"score":0.17314723134040833},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/rs10040580","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs10040580","pdf_url":"https://www.mdpi.com/2072-4292/10/4/580/pdf?version=1525347726","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmid:30147945","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30147945","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote sensing","raw_type":null},{"id":"pmh:oai:doaj.org/article:dcc8aa29058b4fd9b3abcb1121a00192","is_oa":true,"landing_page_url":"https://doaj.org/article/dcc8aa29058b4fd9b3abcb1121a00192","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 10, Iss 4, p 580 (2018)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:5047675","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6104403","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:mdpi.com:/2072-4292/10/4/580/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs10040580","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 10; Issue 4; Pages: 580","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs10040580","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs10040580","pdf_url":"https://www.mdpi.com/2072-4292/10/4/580/pdf?version=1525347726","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.6899999976158142}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2797779281.pdf","grobid_xml":"https://content.openalex.org/works/W2797779281.grobid-xml"},"referenced_works_count":98,"referenced_works":["https://openalex.org/W62647272","https://openalex.org/W161130869","https://openalex.org/W273955616","https://openalex.org/W1565635109","https://openalex.org/W1602811519","https://openalex.org/W1610015390","https://openalex.org/W1868054314","https://openalex.org/W1971637299","https://openalex.org/W1978617972","https://openalex.org/W1980989386","https://openalex.org/W1983018638","https://openalex.org/W1983761001","https://openalex.org/W1984667420","https://openalex.org/W1989428365","https://openalex.org/W1990832951","https://openalex.org/W1992510919","https://openalex.org/W1994230782","https://openalex.org/W1994780096","https://openalex.org/W1994983576","https://openalex.org/W1999070250","https://openalex.org/W2000532370","https://openalex.org/W2003233718","https://openalex.org/W2006690683","https://openalex.org/W2011287653","https://openalex.org/W2021303382","https://openalex.org/W2022106816","https://openalex.org/W2027564313","https://openalex.org/W2030890959","https://openalex.org/W2035549557","https://openalex.org/W2038093801","https://openalex.org/W2038951852","https://openalex.org/W2044465660","https://openalex.org/W2045850124","https://openalex.org/W2049294728","https://openalex.org/W2060630022","https://openalex.org/W2063623478","https://openalex.org/W2063907334","https://openalex.org/W2073883415","https://openalex.org/W2076330631","https://openalex.org/W2076834037","https://openalex.org/W2078776910","https://openalex.org/W2080210566","https://openalex.org/W2081562328","https://openalex.org/W2081620141","https://openalex.org/W2085598537","https://openalex.org/W2091143632","https://openalex.org/W2096611296","https://openalex.org/W2108484574","https://openalex.org/W2113341182","https://openalex.org/W2114473842","https://openalex.org/W2123643682","https://openalex.org/W2126582839","https://openalex.org/W2132424470","https://openalex.org/W2133298734","https://openalex.org/W2134463914","https://openalex.org/W2134763487","https://openalex.org/W2137798415","https://openalex.org/W2138408852","https://openalex.org/W2138499468","https://openalex.org/W2145862305","https://openalex.org/W2154717921","https://openalex.org/W2158510284","https://openalex.org/W2161548576","https://openalex.org/W2162080364","https://openalex.org/W2163579089","https://openalex.org/W2168277433","https://openalex.org/W2169526039","https://openalex.org/W2178710310","https://openalex.org/W2261059368","https://openalex.org/W2287633277","https://openalex.org/W2321273815","https://openalex.org/W2367397349","https://openalex.org/W2398616379","https://openalex.org/W2436464758","https://openalex.org/W2546429291","https://openalex.org/W2552224582","https://openalex.org/W2604409186","https://openalex.org/W2608779180","https://openalex.org/W2743281947","https://openalex.org/W2762624117","https://openalex.org/W2766550705","https://openalex.org/W2772365113","https://openalex.org/W2776305546","https://openalex.org/W2776389780","https://openalex.org/W2911964244","https://openalex.org/W4212883601","https://openalex.org/W4214564766","https://openalex.org/W4231365347","https://openalex.org/W6602601728","https://openalex.org/W6605243846","https://openalex.org/W6610017368","https://openalex.org/W6651855962","https://openalex.org/W6662811267","https://openalex.org/W6669751067","https://openalex.org/W6684124636","https://openalex.org/W6712703161","https://openalex.org/W6745478857","https://openalex.org/W7057545613"],"related_works":["https://openalex.org/W4318664220","https://openalex.org/W2771047279","https://openalex.org/W4388409104","https://openalex.org/W2124951708","https://openalex.org/W1544811710","https://openalex.org/W4366990902","https://openalex.org/W4317732970","https://openalex.org/W4388550696","https://openalex.org/W4321636153","https://openalex.org/W4313289487"],"abstract_inverted_index":{"Efforts":[0],"are":[1,22],"increasingly":[2],"being":[3],"made":[4],"to":[5,51,76,124,138,196,228,242],"classify":[6],"the":[7,52,62,106,117,141,157,162,177,198,202,210,221,233,236,264,278],"world's":[8],"wetland":[9,82,288],"resources,":[10],"an":[11],"important":[12],"ecosystem":[13],"and":[14,40,56,67,95,140,164,192,260],"habitat":[15],"that":[16],"is":[17,231],"diminishing":[18],"in":[19,81,215,252,286],"abundance.":[20],"There":[21],"multiple":[23],"remote":[24],"sensing":[25],"classification":[26,159,178],"methods,":[27,166],"including":[28,181],"a":[29,98,128,135,171],"suite":[30,144],"of":[31,110,119,130,145,201,223,266,280],"nonparametric":[32,90],"classifiers":[33,154],"such":[34,60,70,271],"as":[35,61,71,272],"decision-tree":[36],"(DT),":[37],"rule-based":[38],"(RB),":[39],"random":[41],"forest":[42],"(RF).":[43],"High-resolution":[44],"satellite":[45,257],"imagery":[46,258],"can":[47,73],"provide":[48],"more":[49],"specificity":[50],"classified":[53],"end":[54,132,237],"product,":[55],"ancillary":[57,120,267],"data":[58,121,190,194,269],"layers":[59,69,122,195,270],"Normalized":[63],"Difference":[64],"Vegetation":[65],"Index,":[66],"hydrogeomorphic":[68,189],"distance-to-a-stream":[72],"be":[74,220],"coupled":[75],"improve":[77,125,209],"overall":[78],"accuracy":[79],"(OA)":[80],"studies.":[83],"In":[84],"this":[85,229,253],"paper,":[86],"we":[87],"contrast":[88],"three":[89],"machine-learning":[91],"algorithms":[92],"(DT,":[93],"RB,":[94],"RF)":[96],"using":[97],"large":[99],"field-based":[100],"dataset":[101],"(<i>n</i>":[102],"=":[103],"228)":[104],"from":[105],"Selenga":[107],"River":[108],"Delta":[109],"Lake":[111],"Baikal,":[112],"Russia.":[113],"We":[114,212],"also":[115],"explore":[116],"use":[118,139],"selected":[123],"OA,":[126],"with":[127,134],"goal":[129],"providing":[131],"users":[133],"recommended":[136],"classifier":[137,222],"most":[142,216],"parsimonious":[143],"input":[146,203],"parameters":[147,204],"for":[148],"classifying":[149],"wetland-dominated":[150],"landscapes.":[151],"Though":[152,249],"all":[153],"appeared":[155],"suitable,":[156],"RF":[158,218],"outperformed":[160],"both":[161],"DT":[163],"RB":[165],"achieving":[167],"OA":[168],">81%.":[169],"Including":[170],"texture":[172],"metric":[173],"(homogeneity)":[174],"substantially":[175],"improved":[176],"OA.":[179,211],"However,":[180],"vegetation/soil/water":[182],"metrics":[183,274],"(based":[184],"on":[185],"WorldView-2":[186],"band":[187,261],"combinations),":[188],"layers,":[191],"elevation":[193,276],"increase":[197],"descriptive":[199],"content":[200],"surprisingly":[205],"did":[206],"not":[207,250],"markedly":[208],"conclude":[213],"that,":[214],"cases,":[217],"should":[219],"choice.":[224],"The":[225],"potential":[226],"exception":[227],"recommendation":[230],"under":[232],"circumstance":[234],"where":[235],"user":[238],"requires":[239],"narrative":[240],"rules":[241],"best":[243],"manage":[244],"his":[245],"or":[246,275],"her":[247],"resource.":[248],"useful":[251],"study,":[254],"continuously":[255],"increasing":[256],"resolution":[259],"availability":[262],"suggests":[263],"inclusion":[265],"contextual":[268],"soil":[273],"data,":[277],"granularity":[279],"which":[281],"may":[282],"define":[283],"its":[284],"utility":[285],"subsequent":[287],"classifications.":[289]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":26},{"year":2024,"cited_by_count":31},{"year":2023,"cited_by_count":43},{"year":2022,"cited_by_count":49},{"year":2021,"cited_by_count":49},{"year":2020,"cited_by_count":26},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":1}],"updated_date":"2026-04-12T07:58:50.170612","created_date":"2025-10-10T00:00:00"}