{"id":"https://openalex.org/W4389888593","doi":"https://doi.org/10.1109/iceei59426.2023.10346617","title":"Optimization of Boosting Classifier Method for Paddy Growth Phase Classification Using Oversampling and Hyperparameter Tuning","display_name":"Optimization of Boosting Classifier Method for Paddy Growth Phase Classification Using Oversampling and Hyperparameter Tuning","publication_year":2023,"publication_date":"2023-10-10","ids":{"openalex":"https://openalex.org/W4389888593","doi":"https://doi.org/10.1109/iceei59426.2023.10346617"},"language":"en","primary_location":{"id":"doi:10.1109/iceei59426.2023.10346617","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceei59426.2023.10346617","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Electrical Engineering and Informatics (ICEEI)","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/A5049759247","display_name":"Nurul Izza Afkharinah","orcid":null},"institutions":[{"id":"https://openalex.org/I134635517","display_name":"Bandung Institute of Technology","ror":"https://ror.org/00apj8t60","country_code":"ID","type":"education","lineage":["https://openalex.org/I134635517"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Nurul Izza Afkharinah","raw_affiliation_strings":["School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB),Bandung,INDONESIA","School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB), Bandung, INDONESIA"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB),Bandung,INDONESIA","institution_ids":["https://openalex.org/I134635517"]},{"raw_affiliation_string":"School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB), Bandung, INDONESIA","institution_ids":["https://openalex.org/I134635517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072505958","display_name":"Elisabeth Gunawan","orcid":null},"institutions":[{"id":"https://openalex.org/I134635517","display_name":"Bandung Institute of Technology","ror":"https://ror.org/00apj8t60","country_code":"ID","type":"education","lineage":["https://openalex.org/I134635517"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Elisabeth Gunawan","raw_affiliation_strings":["School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB),Bandung,INDONESIA","School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB), Bandung, INDONESIA"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB),Bandung,INDONESIA","institution_ids":["https://openalex.org/I134635517"]},{"raw_affiliation_string":"School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB), Bandung, INDONESIA","institution_ids":["https://openalex.org/I134635517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055895806","display_name":"Nadira Fawziyya Masnur","orcid":null},"institutions":[{"id":"https://openalex.org/I134635517","display_name":"Bandung Institute of Technology","ror":"https://ror.org/00apj8t60","country_code":"ID","type":"education","lineage":["https://openalex.org/I134635517"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Nadira Fawziyya Masnur","raw_affiliation_strings":["School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB),Bandung,INDONESIA","School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB), Bandung, INDONESIA"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB),Bandung,INDONESIA","institution_ids":["https://openalex.org/I134635517"]},{"raw_affiliation_string":"School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB), Bandung, INDONESIA","institution_ids":["https://openalex.org/I134635517"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008352934","display_name":"Agustan Agustan","orcid":"https://orcid.org/0000-0002-5419-1362"},"institutions":[{"id":"https://openalex.org/I1319259000","display_name":"National Geospatial-Intelligence Agency","ror":"https://ror.org/02k4pxv54","country_code":"US","type":"government","lineage":["https://openalex.org/I1319259000","https://openalex.org/I1330347796"]},{"id":"https://openalex.org/I4387154144","display_name":"National Research and Innovation Agency","ror":"https://ror.org/02hmjzt55","country_code":null,"type":"funder","lineage":["https://openalex.org/I4387154144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Agustan Agustan","raw_affiliation_strings":["National Research and Innovation Agency (BRIN),Research Center for Geospatial (PRG),Jakarta,INDONESIA","Research Center for Geospatial (PRG), National Research and Innovation Agency (BRIN), Jakarta, INDONESIA"],"affiliations":[{"raw_affiliation_string":"National Research and Innovation Agency (BRIN),Research Center for Geospatial (PRG),Jakarta,INDONESIA","institution_ids":["https://openalex.org/I1319259000"]},{"raw_affiliation_string":"Research Center for Geospatial (PRG), National Research and Innovation Agency (BRIN), Jakarta, INDONESIA","institution_ids":["https://openalex.org/I4387154144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056338719","display_name":"Swasetyo Yulianto","orcid":null},"institutions":[{"id":"https://openalex.org/I1319259000","display_name":"National Geospatial-Intelligence Agency","ror":"https://ror.org/02k4pxv54","country_code":"US","type":"government","lineage":["https://openalex.org/I1319259000","https://openalex.org/I1330347796"]},{"id":"https://openalex.org/I4387154144","display_name":"National Research and Innovation Agency","ror":"https://ror.org/02hmjzt55","country_code":null,"type":"funder","lineage":["https://openalex.org/I4387154144"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Swasetyo Yulianto","raw_affiliation_strings":["National Research and Innovation Agency (BRIN),Research Center for Geospatial (PRG),Jakarta,INDONESIA","Research Center for Geospatial (PRG), National Research and Innovation Agency (BRIN), Jakarta, INDONESIA"],"affiliations":[{"raw_affiliation_string":"National Research and Innovation Agency (BRIN),Research Center for Geospatial (PRG),Jakarta,INDONESIA","institution_ids":["https://openalex.org/I1319259000"]},{"raw_affiliation_string":"Research Center for Geospatial (PRG), National Research and Innovation Agency (BRIN), Jakarta, INDONESIA","institution_ids":["https://openalex.org/I4387154144"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086661578","display_name":"Kusprasapta Mutijarsa","orcid":"https://orcid.org/0000-0001-9007-609X"},"institutions":[{"id":"https://openalex.org/I134635517","display_name":"Bandung Institute of Technology","ror":"https://ror.org/00apj8t60","country_code":"ID","type":"education","lineage":["https://openalex.org/I134635517"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Kusprasapta Mutijarsa","raw_affiliation_strings":["School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB),Bandung,INDONESIA","School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB), Bandung, INDONESIA"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB),Bandung,INDONESIA","institution_ids":["https://openalex.org/I134635517"]},{"raw_affiliation_string":"School of Electrical Engineering and Informatics (STEI), Bandung Institute of Technology (ITB), Bandung, INDONESIA","institution_ids":["https://openalex.org/I134635517"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5049759247"],"corresponding_institution_ids":["https://openalex.org/I134635517"],"apc_list":null,"apc_paid":null,"fwci":1.3745,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86353355,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14435","display_name":"Information Retrieval and Data Mining","score":0.9053999781608582,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.8117117881774902},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7562139630317688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7102967500686646},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6414247751235962},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"Hyperparameter optimization","score":0.6378143429756165},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5921268463134766},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.5783305168151855},{"id":"https://openalex.org/keywords/oversampling","display_name":"Oversampling","score":0.5244096517562866},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4988138675689697},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.24147158861160278}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.8117117881774902},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7562139630317688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7102967500686646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6414247751235962},{"id":"https://openalex.org/C10485038","wikidata":"https://www.wikidata.org/wiki/Q48996162","display_name":"Hyperparameter optimization","level":3,"score":0.6378143429756165},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5921268463134766},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.5783305168151855},{"id":"https://openalex.org/C197323446","wikidata":"https://www.wikidata.org/wiki/Q331222","display_name":"Oversampling","level":3,"score":0.5244096517562866},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4988138675689697},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.24147158861160278},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceei59426.2023.10346617","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceei59426.2023.10346617","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Electrical Engineering and Informatics (ICEEI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8399999737739563,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1583031633","https://openalex.org/W1968969471","https://openalex.org/W2586297576","https://openalex.org/W2810530065","https://openalex.org/W2968261976","https://openalex.org/W3008527144","https://openalex.org/W3016244550","https://openalex.org/W3082059448","https://openalex.org/W3103707007","https://openalex.org/W3178547917","https://openalex.org/W4205475721","https://openalex.org/W4296970127","https://openalex.org/W4304690374","https://openalex.org/W4313315657"],"related_works":["https://openalex.org/W2953665647","https://openalex.org/W4281646320","https://openalex.org/W4205712847","https://openalex.org/W3169687406","https://openalex.org/W4388119537","https://openalex.org/W3014750173","https://openalex.org/W3114025147","https://openalex.org/W4287818966","https://openalex.org/W3192751261","https://openalex.org/W4386295066"],"abstract_inverted_index":{"The":[0,140],"agricultural":[1,62],"sector":[2],"has":[3,104],"a":[4,158,169,177,236],"significant":[5],"contribution":[6],"to":[7,57,98,221],"the":[8,11,36,40,79,86,92,105,109,120,149,171,182,185,198,201,206,222,227,230],"achievement":[9],"of":[10,45,94,123,160,184,200,205,238],"second":[12],"Sustainable":[13],"Development":[14],"Goals":[15],"(SDGs),":[16],"which":[17,101,212],"are":[18,213,226],"zero":[19],"hunger,":[20],"ensuring":[21],"food":[22,48],"security,":[23],"enhancing":[24],"nutrition,":[25],"and":[26,60,74,137,157,164,235,242],"fostering":[27],"sustainable":[28],"agriculture.":[29],"This":[30],"goal":[31],"is":[32,55,145,176],"in":[33,113,191,203],"line":[34],"with":[35,91],"regulation":[37],"issued":[38],"by":[39,217],"Indonesian":[41],"Government":[42],"No.":[43],"68":[44],"2002":[46],"regarding":[47],"security.":[49],"To":[50],"achieve":[51],"that":[52,179],"goal,":[53],"it":[54],"necessary":[56],"have":[58],"timely":[59],"accurate":[61],"data":[63,155,166,232,244],"available.":[64],"Machine":[65],"learning":[66,88,189],"can":[67,180],"predict":[68],"paddy":[69,193],"growth":[70,116,194],"phases":[71,117,195],"more":[72],"quickly":[73],"efficiently.":[75],"In":[76],"this":[77,95],"study,":[78],"optimization":[80,102,141],"method":[81,103,175,178],"was":[82],"carried":[83,146],"out":[84,100,147],"on":[85,108,119,197,214],"machine":[87,188],"Boosting":[89,110,142,186],"Classifier":[90,111,143,187],"aim":[93],"study":[96],"being":[97],"find":[99],"best":[106],"performance":[107,183],"model":[112,190],"classifying":[114,192],"rice":[115],"based":[118,196],"evaluation":[121],"results":[122,199],"7":[124],"comparative":[125],"metrics":[126,208],"namely":[127],"overall":[128],"accuracy,":[129],"precision,":[130],"recall,":[131],"F1":[132],"score,":[133,135],"kappa":[134],"cross-validation,":[136],"time":[138],"execution.":[139],"algorithm":[144],"using":[148],"hyperopt":[150,161,172,239],"hyperparameter":[151,162,173,240],"tuning":[152,163,174,241],"method,":[153,229,234],"imbalance":[154,165,231,243],"handling,":[156],"combination":[159,237],"handling.":[167,245],"As":[168],"result,":[170],"improve":[181],"values":[202],"most":[204],"comparison":[207,210],"(6/7":[209],"metrics)":[211],"average":[215],"higher":[216],"0.04":[218],"when":[219],"compared":[220],"other":[223],"three":[224],"methods":[225],"baseline":[228],"handling":[233]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
