{"id":"https://openalex.org/W4391594449","doi":"https://doi.org/10.1109/sisy60376.2023.10417957","title":"Classification of Tree Species by Federated Learning","display_name":"Classification of Tree Species by Federated Learning","publication_year":2023,"publication_date":"2023-09-21","ids":{"openalex":"https://openalex.org/W4391594449","doi":"https://doi.org/10.1109/sisy60376.2023.10417957"},"language":"en","primary_location":{"id":"doi:10.1109/sisy60376.2023.10417957","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/sisy60376.2023.10417957","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 21st Jubilee International Symposium on Intelligent Systems and Informatics (SISY)","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/A5026519157","display_name":"Michal Sta\u0148o","orcid":"https://orcid.org/0000-0002-3896-5866"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"government","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"id":"https://openalex.org/I74788687","display_name":"Comenius University Bratislava","ror":"https://ror.org/0587ef340","country_code":"SK","type":"education","lineage":["https://openalex.org/I74788687"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Michal Sta\u0148o","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Sciences, Comenius University,Faculty of Mathematics, Physics and Informatics,Bratislava,Slovakia","Faculty of Mathematics, Physics and Informatics, Institute of Informatics, Slovak Academy of Sciences, Comenius University, Bratislava, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences, Comenius University,Faculty of Mathematics, Physics and Informatics,Bratislava,Slovakia","institution_ids":["https://openalex.org/I74788687","https://openalex.org/I4210152232","https://openalex.org/I207624831"]},{"raw_affiliation_string":"Faculty of Mathematics, Physics and Informatics, Institute of Informatics, Slovak Academy of Sciences, Comenius University, Bratislava, Slovakia","institution_ids":["https://openalex.org/I74788687","https://openalex.org/I4210152232","https://openalex.org/I207624831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061630089","display_name":"\u0160tefan Dlugolinsk\u00fd","orcid":"https://orcid.org/0000-0002-4424-4221"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"government","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"\u0160tefan Dlugolinsk\u00fd","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044889318","display_name":"Ladislav Hluch\u00fd","orcid":"https://orcid.org/0000-0001-5450-3808"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"government","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Ladislav Hluch\u00fd","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia"],"raw_orcid":"https://orcid.org/0000-0001-5450-3808","affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064102296","display_name":"Marcel Kvassay","orcid":"https://orcid.org/0000-0001-6917-498X"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"government","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Marcel Kvassay","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia"],"raw_orcid":"https://orcid.org/0000-0001-6917-498X","affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068388891","display_name":"Peter H. Krammer","orcid":"https://orcid.org/0000-0002-4584-1589"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"government","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Peter Krammer","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia"],"raw_orcid":"https://orcid.org/0000-0002-4584-1589","affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030502355","display_name":"Viet Tran","orcid":"https://orcid.org/0000-0002-4852-1601"},"institutions":[{"id":"https://openalex.org/I207624831","display_name":"Slovak Academy of Sciences","ror":"https://ror.org/03h7qq074","country_code":"SK","type":"government","lineage":["https://openalex.org/I207624831"]},{"id":"https://openalex.org/I4210152232","display_name":"Institute of Informatics of the Slovak Academy of Sciences","ror":"https://ror.org/04jgqpc26","country_code":"SK","type":"facility","lineage":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Viet Tran","raw_affiliation_strings":["Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia"],"raw_orcid":"https://orcid.org/0000-0002-4852-1601","affiliations":[{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences,Bratislava,Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]},{"raw_affiliation_string":"Institute of Informatics, Slovak Academy of Sciences, Bratislava, Slovakia","institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5026519157"],"corresponding_institution_ids":["https://openalex.org/I207624831","https://openalex.org/I4210152232","https://openalex.org/I74788687"],"apc_list":null,"apc_paid":null,"fwci":0.3116,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.64449959,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"60","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9979000091552734,"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"}},"topics":[{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9979000091552734,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9962000250816345,"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9878000020980835,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.817737340927124},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.626866340637207},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.6105400919914246},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6090376377105713},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5973514318466187},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5394085645675659},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5031542181968689},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4110924005508423}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.817737340927124},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.626866340637207},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.6105400919914246},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6090376377105713},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5973514318466187},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5394085645675659},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5031542181968689},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4110924005508423},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sisy60376.2023.10417957","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/sisy60376.2023.10417957","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 21st Jubilee International Symposium on Intelligent Systems and Informatics (SISY)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1988386267","https://openalex.org/W2013217916","https://openalex.org/W2405365025","https://openalex.org/W2604738573","https://openalex.org/W2793272303","https://openalex.org/W2976335444","https://openalex.org/W2997522838","https://openalex.org/W3013515824","https://openalex.org/W3038022836","https://openalex.org/W3086152015","https://openalex.org/W3088522164","https://openalex.org/W3111852556","https://openalex.org/W3126230197","https://openalex.org/W3132859298","https://openalex.org/W4288454582","https://openalex.org/W4304691749","https://openalex.org/W4308098190","https://openalex.org/W4311594441","https://openalex.org/W6728757088","https://openalex.org/W6759238902","https://openalex.org/W6782937392"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W3034375524","https://openalex.org/W4230131218","https://openalex.org/W2404757046","https://openalex.org/W2044184146","https://openalex.org/W2070598848","https://openalex.org/W2019190440","https://openalex.org/W3034864990"],"abstract_inverted_index":{"This":[0],"article":[1,57],"focuses":[2],"on":[3,16],"applying":[4],"federated":[5,66],"learning":[6,67],"methods":[7],"to":[8],"the":[9,17,48,63,72,76,81,85,89,99],"use":[10],"case":[11],"of":[12,19,50,54,61,65,84],"tree":[13],"species":[14],"classification":[15,49,86],"basis":[18],"hyperspectral":[20],"imaging":[21],"data.":[22],"A":[23,36],"pixel-based":[24],"approach":[25],"is":[26],"applied,":[27],"using":[28],"multiple":[29],"inputs":[30],"representing":[31],"various":[32],"spectral":[33],"frequency":[34,74],"bands.":[35],"deep":[37],"neural":[38],"network":[39],"with":[40,75],"a":[41],"relatively":[42],"simple":[43],"structure":[44],"was":[45],"used":[46,102],"for":[47],"14":[51],"different":[52],"types":[53],"trees.":[55],"The":[56,92],"includes":[58],"an":[59],"investigation":[60],"how":[62],"number":[64],"sites":[68],"(worker":[69],"nodes)":[70],"and":[71,88,97],"communication":[73],"central":[77],"aggregation":[78],"server":[79],"affect":[80],"overall":[82],"accuracy":[83],"model":[87],"convergence":[90],"speed.":[91],"presented":[93],"work":[94],"also":[95],"introduces":[96],"explains":[98],"most":[100],"commonly":[101],"Federated":[103],"Learning":[104],"techniques.":[105]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
