{"id":"https://openalex.org/W7121338868","doi":"https://doi.org/10.1007/s11042-026-21191-z","title":"A comprehensive analysis of hyperparameter optimization for land use, land cover classification","display_name":"A comprehensive analysis of hyperparameter optimization for land use, land cover classification","publication_year":2026,"publication_date":"2026-01-11","ids":{"openalex":"https://openalex.org/W7121338868","doi":"https://doi.org/10.1007/s11042-026-21191-z"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-026-21191-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11042-026-21191-z","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-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/A5080011025","display_name":"Amala Mary Vincent","orcid":"https://orcid.org/0000-0002-0009-5017"},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amala Mary Vincent","raw_affiliation_strings":["Department of Mathematical and Computational Sciences, National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, 575025, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematical and Computational Sciences, National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, 575025, India","institution_ids":["https://openalex.org/I11880225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122720689","display_name":"Parthasarathy K.S.S.","orcid":null},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Parthasarathy K.S.S.","raw_affiliation_strings":["Department of Water Resources and Ocean Engineering, National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, 575025, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Water Resources and Ocean Engineering, National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, 575025, India","institution_ids":["https://openalex.org/I11880225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122725452","display_name":"A. A. Bini","orcid":null},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"A. A. Bini","raw_affiliation_strings":["Department of Electronics and Communication Engineering, National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, 575025, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, 575025, India","institution_ids":["https://openalex.org/I11880225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122734173","display_name":"P. Jidesh","orcid":null},"institutions":[{"id":"https://openalex.org/I11880225","display_name":"National Institute of Technology Karnataka","ror":"https://ror.org/01hz4v948","country_code":"IN","type":"education","lineage":["https://openalex.org/I11880225"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"P. Jidesh","raw_affiliation_strings":["Department of Mathematical and Computational Sciences, National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, 575025, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematical and Computational Sciences, National Institute of Technology Karnataka, Surathkal, Mangalore, Karnataka, 575025, India","institution_ids":["https://openalex.org/I11880225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5122734173"],"corresponding_institution_ids":["https://openalex.org/I11880225"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03648465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"85","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.40619999170303345,"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":0.40619999170303345,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.1746000051498413,"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.09759999811649323,"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/hyperparameter","display_name":"Hyperparameter","score":0.8054999709129333},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6700000166893005},{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.6053000092506409},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.5094000101089478},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.49300000071525574},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.42170000076293945},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.39250001311302185},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.38589999079704285}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.8054999709129333},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7210999727249146},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6700000166893005},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.6053000092506409},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.5094000101089478},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.49300000071525574},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47920000553131104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44040000438690186},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.42170000076293945},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.39250001311302185},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.38589999079704285},{"id":"https://openalex.org/C10485038","wikidata":"https://www.wikidata.org/wiki/Q48996162","display_name":"Hyperparameter optimization","level":3,"score":0.37599998712539673},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.35440000891685486},{"id":"https://openalex.org/C2777548347","wikidata":"https://www.wikidata.org/wiki/Q5456937","display_name":"Flagging","level":2,"score":0.35429999232292175},{"id":"https://openalex.org/C184603391","wikidata":"https://www.wikidata.org/wiki/Q60738778","display_name":"Land-use planning","level":3,"score":0.35089999437332153},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3370000123977661},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.3176000118255615},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.31029999256134033},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.29600000381469727},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.2919999957084656},{"id":"https://openalex.org/C126661757","wikidata":"https://www.wikidata.org/wiki/Q4925641","display_name":"Random search","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.25920000672340393},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.2540999948978424}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11042-026-21191-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11042-026-21191-z","pdf_url":null,"source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Multimedia Tools and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5502247214317322,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"},{"score":0.4485948085784912,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G7749533502","display_name":null,"funder_award_id":"MTR/2021/000166","funder_id":"https://openalex.org/F4320334771","funder_display_name":"Science and Engineering Research Board"}],"funders":[{"id":"https://openalex.org/F4320334771","display_name":"Science and Engineering Research Board","ror":"https://ror.org/03ffdsr55"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W1678356000","https://openalex.org/W2006021982","https://openalex.org/W2041079267","https://openalex.org/W2135822449","https://openalex.org/W2138973222","https://openalex.org/W2145862305","https://openalex.org/W2164777277","https://openalex.org/W2168809519","https://openalex.org/W2188767531","https://openalex.org/W2295598076","https://openalex.org/W2307094448","https://openalex.org/W2609570670","https://openalex.org/W2610254470","https://openalex.org/W2803620309","https://openalex.org/W2889014137","https://openalex.org/W2898559674","https://openalex.org/W2900656032","https://openalex.org/W2911964244","https://openalex.org/W2914608334","https://openalex.org/W2964287450","https://openalex.org/W2995339591","https://openalex.org/W3010659387","https://openalex.org/W3014372673","https://openalex.org/W3016495922","https://openalex.org/W3019464443","https://openalex.org/W3032896144","https://openalex.org/W3035023109","https://openalex.org/W3039495143","https://openalex.org/W3045004532","https://openalex.org/W3088028382","https://openalex.org/W3106378566","https://openalex.org/W3158560624","https://openalex.org/W3159254601","https://openalex.org/W3165962056","https://openalex.org/W3166233479","https://openalex.org/W3179950556","https://openalex.org/W3204597451","https://openalex.org/W3216755252","https://openalex.org/W4205884119","https://openalex.org/W4210751056","https://openalex.org/W4211116959","https://openalex.org/W4238746485","https://openalex.org/W4295532986","https://openalex.org/W4295921249","https://openalex.org/W4312984479","https://openalex.org/W4313826317","https://openalex.org/W4320491860","https://openalex.org/W4360619614","https://openalex.org/W4376619155","https://openalex.org/W4377288041","https://openalex.org/W4379259060","https://openalex.org/W4389058100","https://openalex.org/W4389231539","https://openalex.org/W4391257015","https://openalex.org/W4391537632","https://openalex.org/W4394807950","https://openalex.org/W4394910031","https://openalex.org/W4395080504","https://openalex.org/W4395465506","https://openalex.org/W4400362208","https://openalex.org/W4400613682","https://openalex.org/W4402666327","https://openalex.org/W4403216860","https://openalex.org/W4403868776","https://openalex.org/W4404788285","https://openalex.org/W4404919574","https://openalex.org/W4406820231","https://openalex.org/W4409209563","https://openalex.org/W4409373841"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2026-01-11T00:00:00"}
