{"id":"https://openalex.org/W2036061791","doi":"https://doi.org/10.1109/jstars.2014.2329390","title":"Comparison of Feature Reduction Algorithms for Classifying Tree Species With Hyperspectral Data on Three Central European Test Sites","display_name":"Comparison of Feature Reduction Algorithms for Classifying Tree Species With Hyperspectral Data on Three Central European Test Sites","publication_year":2014,"publication_date":"2014-06-01","ids":{"openalex":"https://openalex.org/W2036061791","doi":"https://doi.org/10.1109/jstars.2014.2329390","mag":"2036061791"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2014.2329390","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstars.2014.2329390","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"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/A5063873988","display_name":"Fabian Ewald Fassnacht","orcid":"https://orcid.org/0000-0003-1284-9573"},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]},{"id":"https://openalex.org/I161046081","display_name":"University of Freiburg","ror":"https://ror.org/0245cg223","country_code":"DE","type":"education","lineage":["https://openalex.org/I161046081"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Fabian E. Fassnacht","raw_affiliation_strings":["Institute of Geography and Geoecology, Karlsruhe Institute of Technology, Karlsruhe, Germany","FELIS, University of Freiburg, Freiburg im Breisgau, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Geography and Geoecology, Karlsruhe Institute of Technology, Karlsruhe, Germany","institution_ids":["https://openalex.org/I102335020"]},{"raw_affiliation_string":"FELIS, University of Freiburg, Freiburg im Breisgau, Germany","institution_ids":["https://openalex.org/I161046081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101742600","display_name":"Carsten Neumann","orcid":"https://orcid.org/0000-0001-8645-6698"},"institutions":[{"id":"https://openalex.org/I4210152878","display_name":"Helmholtz Centre Potsdam - GFZ German Research Centre for Geosciences","ror":"https://ror.org/04z8jg394","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I4210152878"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Carsten Neumann","raw_affiliation_strings":["Department of Geodesy and Remote sensing, German Research Centre for Geosciences, Potsdam, Germany"],"affiliations":[{"raw_affiliation_string":"Department of Geodesy and Remote sensing, German Research Centre for Geosciences, Potsdam, Germany","institution_ids":["https://openalex.org/I4210152878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016864404","display_name":"Michael F\u00f6rster","orcid":"https://orcid.org/0000-0001-6689-5714"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Forster","raw_affiliation_strings":["Geoinformation in Environmental Planning Lab, Technical University of Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Geoinformation in Environmental Planning Lab, Technical University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091317945","display_name":"Henning Buddenbaum","orcid":"https://orcid.org/0000-0002-0956-5628"},"institutions":[{"id":"https://openalex.org/I89864525","display_name":"Universit\u00e4t Trier","ror":"https://ror.org/02778hg05","country_code":"DE","type":"education","lineage":["https://openalex.org/I89864525"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Henning Buddenbaum","raw_affiliation_strings":["Institute of Environmental Remote Sensing and Geoinformatics, University of Trier, Trier, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Environmental Remote Sensing and Geoinformatics, University of Trier, Trier, Germany","institution_ids":["https://openalex.org/I89864525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049938283","display_name":"Aniruddha Ghosh","orcid":"https://orcid.org/0000-0003-3667-8019"},"institutions":[{"id":"https://openalex.org/I118315836","display_name":"TERI University","ror":"https://ror.org/03rh3e906","country_code":"IN","type":"education","lineage":["https://openalex.org/I118315836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Aniruddha Ghosh","raw_affiliation_strings":["Department of Natural Resources, TERI University, New Delhi, India","Department of Natural Resources, TERI university, New Delhi, India"],"affiliations":[{"raw_affiliation_string":"Department of Natural Resources, TERI University, New Delhi, India","institution_ids":["https://openalex.org/I118315836"]},{"raw_affiliation_string":"Department of Natural Resources, TERI university, New Delhi, India","institution_ids":["https://openalex.org/I118315836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046739979","display_name":"Anne Clasen","orcid":"https://orcid.org/0000-0001-7719-7866"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anne Clasen","raw_affiliation_strings":["Geoinformation in Environmental Planning Lab, Technical University of Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Geoinformation in Environmental Planning Lab, Technical University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036725980","display_name":"P. K. Joshi","orcid":"https://orcid.org/0000-0002-6307-0167"},"institutions":[{"id":"https://openalex.org/I118315836","display_name":"TERI University","ror":"https://ror.org/03rh3e906","country_code":"IN","type":"education","lineage":["https://openalex.org/I118315836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pawan Kumar Joshi","raw_affiliation_strings":["Department of Natural Resources, TERI University, New Delhi, India","Department of Natural Resources, TERI university, New Delhi, India"],"affiliations":[{"raw_affiliation_string":"Department of Natural Resources, TERI University, New Delhi, India","institution_ids":["https://openalex.org/I118315836"]},{"raw_affiliation_string":"Department of Natural Resources, TERI university, New Delhi, India","institution_ids":["https://openalex.org/I118315836"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032548899","display_name":"Barbara Koch","orcid":"https://orcid.org/0000-0002-1579-4064"},"institutions":[{"id":"https://openalex.org/I161046081","display_name":"University of Freiburg","ror":"https://ror.org/0245cg223","country_code":"DE","type":"education","lineage":["https://openalex.org/I161046081"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Barbara Koch","raw_affiliation_strings":["FELIS, University of Freiburg, Freiburg im Breisgau, Germany"],"affiliations":[{"raw_affiliation_string":"FELIS, University of Freiburg, Freiburg im Breisgau, Germany","institution_ids":["https://openalex.org/I161046081"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5063873988"],"corresponding_institution_ids":["https://openalex.org/I102335020","https://openalex.org/I161046081"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":null,"fwci":15.5034,"has_fulltext":false,"cited_by_count":178,"citation_normalized_percentile":{"value":0.99370206,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"7","issue":"6","first_page":"2547","last_page":"2561"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9995999932289124,"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":0.9995999932289124,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10895","display_name":"Species Distribution and Climate Change","score":0.9955999851226807,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.9010664224624634},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6677173376083374},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6669414043426514},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6368248462677002},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6290262937545776},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5633310079574585},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5575155019760132},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.531970202922821},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.36427828669548035},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3390926718711853},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08586615324020386}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.9010664224624634},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6677173376083374},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6669414043426514},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6368248462677002},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6290262937545776},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5633310079574585},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5575155019760132},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.531970202922821},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.36427828669548035},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3390926718711853},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08586615324020386},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/jstars.2014.2329390","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstars.2014.2329390","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:gfz-potsdam.de:escidoc:466893","is_oa":false,"landing_page_url":"http://gfzpublic.gfz-potsdam.de/pubman/item/escidoc:466893","pdf_url":null,"source":{"id":"https://openalex.org/S4306401313","display_name":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210152878","host_organization_name":"GFZ Helmholtz Centre for Geosciences","host_organization_lineage":["https://openalex.org/I4210152878"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"http://purl.org/escidoc/metadata/ves/publication-types/article"},{"id":"pmh:oai:gfzpublic.gfz-potsdam.de:item_466893","is_oa":false,"landing_page_url":"https://gfzpublic.gfz-potsdam.de/pubman/item/item_466893","pdf_url":null,"source":{"id":"https://openalex.org/S4306401313","display_name":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210152878","host_organization_name":"GFZ Helmholtz Centre for Geosciences","host_organization_lineage":["https://openalex.org/I4210152878"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:gfzpublic.gfz.de:item_466893","is_oa":false,"landing_page_url":"https://gfzpublic.gfz.de/pubman/item/item_466893","pdf_url":null,"source":{"id":"https://openalex.org/S4306401313","display_name":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210152878","host_organization_name":"GFZ Helmholtz Centre for Geosciences","host_organization_lineage":["https://openalex.org/I4210152878"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7099999785423279,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335584","display_name":"Helmholtz-Zentrum Potsdam - Deutsches GeoForschungsZentrum GFZ","ror":"https://ror.org/04z8jg394"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":92,"referenced_works":["https://openalex.org/W53438620","https://openalex.org/W273955616","https://openalex.org/W1594031697","https://openalex.org/W1659842140","https://openalex.org/W1680392829","https://openalex.org/W1831050183","https://openalex.org/W1955830638","https://openalex.org/W1970535395","https://openalex.org/W1971637299","https://openalex.org/W1984232434","https://openalex.org/W1985700403","https://openalex.org/W1990378711","https://openalex.org/W1990463433","https://openalex.org/W1993292319","https://openalex.org/W1996195892","https://openalex.org/W1997337735","https://openalex.org/W2000041477","https://openalex.org/W2013984448","https://openalex.org/W2015258183","https://openalex.org/W2015961513","https://openalex.org/W2017337590","https://openalex.org/W2039067795","https://openalex.org/W2039201841","https://openalex.org/W2052331316","https://openalex.org/W2053943079","https://openalex.org/W2054544463","https://openalex.org/W2055702517","https://openalex.org/W2055752842","https://openalex.org/W2059854942","https://openalex.org/W2063964773","https://openalex.org/W2076306039","https://openalex.org/W2078619499","https://openalex.org/W2082081125","https://openalex.org/W2082819134","https://openalex.org/W2083955053","https://openalex.org/W2084156954","https://openalex.org/W2084291846","https://openalex.org/W2086373815","https://openalex.org/W2089806346","https://openalex.org/W2092071303","https://openalex.org/W2097192876","https://openalex.org/W2098057602","https://openalex.org/W2101244453","https://openalex.org/W2102273661","https://openalex.org/W2104725318","https://openalex.org/W2106489491","https://openalex.org/W2109191549","https://openalex.org/W2109606373","https://openalex.org/W2112732795","https://openalex.org/W2128154996","https://openalex.org/W2130774035","https://openalex.org/W2132424470","https://openalex.org/W2132549764","https://openalex.org/W2135046866","https://openalex.org/W2136251662","https://openalex.org/W2136625467","https://openalex.org/W2139086914","https://openalex.org/W2139212933","https://openalex.org/W2141544611","https://openalex.org/W2145862305","https://openalex.org/W2146126838","https://openalex.org/W2150666753","https://openalex.org/W2153534477","https://openalex.org/W2154506590","https://openalex.org/W2154687435","https://openalex.org/W2157963336","https://openalex.org/W2163241116","https://openalex.org/W2164583936","https://openalex.org/W2168117806","https://openalex.org/W2169500530","https://openalex.org/W2169627224","https://openalex.org/W2170917242","https://openalex.org/W2172207871","https://openalex.org/W2472882072","https://openalex.org/W2503135644","https://openalex.org/W2504628316","https://openalex.org/W2751318774","https://openalex.org/W2885085815","https://openalex.org/W2911964244","https://openalex.org/W2998216295","https://openalex.org/W3085162807","https://openalex.org/W3122396251","https://openalex.org/W3146003712","https://openalex.org/W4239128131","https://openalex.org/W4285719527","https://openalex.org/W4286285419","https://openalex.org/W4321613415","https://openalex.org/W4399546446","https://openalex.org/W6602165848","https://openalex.org/W6610017368","https://openalex.org/W6637386731","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W4200112873","https://openalex.org/W2955796858","https://openalex.org/W4224941037","https://openalex.org/W2004826645","https://openalex.org/W3135818052","https://openalex.org/W4388745254","https://openalex.org/W2980082554","https://openalex.org/W2767419625","https://openalex.org/W2389704471","https://openalex.org/W1517228774"],"abstract_inverted_index":{"Tree":[0],"species":[1,13,40,64,243],"information":[2],"is":[3,14],"a":[4,32,54,75,138,165],"basic":[5],"variable":[6],"for":[7,16,35,237],"forest":[8,71],"inventories.":[9],"Knowledge":[10],"on":[11],"tree":[12,39,63,242],"relevant":[15,236],"biomass":[17],"estimation,":[18],"habitat":[19],"quality":[20],"assessment,":[21],"and":[22,103,118,132,149,212],"biodiversity":[23],"characterization.":[24],"Hyperspectral":[25],"data":[26,68,248],"have":[27,31],"been":[28],"proven":[29],"to":[30,61,73,127,133,203,229],"high":[33,81],"potential":[34],"the":[36,47,128,150,154,160,172,177,185,190,199,204,208,213,224,239],"mapping":[37],"of":[38,49,56,189,223,241],"composition.":[41],"However,":[42,176],"open":[43],"questions":[44],"remain":[45],"concerning":[46],"robustness":[48,240],"existing":[50],"classification":[51,57,82,162],"approaches.":[52],"Here,":[53],"number":[55],"approaches":[58,89],"were":[59,181,195],"compared":[60],"classify":[62],"from":[65,245],"airborne":[66,246],"hyperspectral":[67,130,174,247],"across":[69],"three":[70,91,221],"sites":[72],"identify":[74],"single":[76],"approach":[77],"which":[78],"continuously":[79],"delivers":[80],"performances":[83],"over":[84],"all":[85],"test":[86],"sites.":[87],"Examined":[88],"included":[90,124],"feature":[92,166,211,250],"selection":[93,109,167],"methods":[94],"[genetic":[95],"algorithm":[96,168],"(GA),":[97],"support":[98],"vector":[99],"machines":[100],"(SVM)":[101],"wrapper,":[102],"sparse":[104],"generalized":[105],"partial":[106],"least":[107],"squares":[108],"(PLS)]":[110],"each":[111],"combined":[112],"with":[113,137],"two":[114],"nonparametric":[115],"classifiers":[116],"(SVM":[117],"Random":[119],"Forest).":[120],"Two":[121],"further":[122],"setups":[123],"classifications":[125,244],"applied":[126],"full":[129,173],"dataset":[131],"an":[134],"image":[135],"transformed":[136],"minimum":[139],"noise":[140],"fraction":[141],"(MNF)":[142],"transformation.":[143],"Results":[144],"showed":[145],"that":[146],"SVM":[147],"wrapper":[148],"GA":[151],"slightly":[152],"outperformed":[153,169],"PLS-based":[155],"algorithm.":[156],"In":[157],"most":[158],"cases,":[159],"best":[161,178],"runs":[163],"involving":[164],"those":[170],"incorporating":[171,249],"dataset.":[175],"overall":[179],"results":[180],"obtained":[182],"when":[183],"using":[184],"first":[186],"10-20":[187],"components":[188],"MNF-transformed":[191],"image.":[192],"Selected":[193],"bands":[194],"frequently":[196],"located":[197],"in":[198,220],"visual":[200],"region":[201,227],"close":[202,228],"green":[205],"peak,":[206],"at":[207],"chlorophyll":[209],"absorption":[210,231],"red":[214],"edge":[215],"rise":[216],"as":[217,219],"well":[218],"parts":[222],"short-wave":[225],"infrared":[226],"water":[230],"features.":[232],"These":[233],"findings":[234],"are":[235],"improving":[238],"reduction":[251],"techniques.":[252]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":25},{"year":2018,"cited_by_count":19},{"year":2017,"cited_by_count":20},{"year":2016,"cited_by_count":13},{"year":2015,"cited_by_count":10},{"year":2014,"cited_by_count":7}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
