{"id":"https://openalex.org/W4402134399","doi":"https://doi.org/10.1007/s44230-024-00081-3","title":"Enhancing Agricultural Productivity: A Machine Learning Approach to Crop Recommendations","display_name":"Enhancing Agricultural Productivity: A Machine Learning Approach to Crop Recommendations","publication_year":2024,"publication_date":"2024-09-02","ids":{"openalex":"https://openalex.org/W4402134399","doi":"https://doi.org/10.1007/s44230-024-00081-3"},"language":"en","primary_location":{"id":"doi:10.1007/s44230-024-00081-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44230-024-00081-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44230-024-00081-3.pdf","source":{"id":"https://openalex.org/S4210207486","display_name":"Human-Centric Intelligent Systems","issn_l":"2667-1336","issn":["2667-1336"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Human-Centric Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s44230-024-00081-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059982209","display_name":"Farida Siddiqi Prity","orcid":null},"institutions":[{"id":"https://openalex.org/I3129760070","display_name":"Shanto-Mariam University of Creative Technology","ror":"https://ror.org/00b718e82","country_code":"BD","type":"education","lineage":["https://openalex.org/I3129760070"]},{"id":"https://openalex.org/I315729180","display_name":"Noakhali Science and Technology University","ror":"https://ror.org/05q9we431","country_code":"BD","type":"education","lineage":["https://openalex.org/I315729180"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Farida Siddiqi Prity","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","Department of Information and Communication Engineering, Noakhali Science and Technology University, Noakhali, 3814, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","institution_ids":["https://openalex.org/I3129760070"]},{"raw_affiliation_string":"Department of Information and Communication Engineering, Noakhali Science and Technology University, Noakhali, 3814, Bangladesh","institution_ids":["https://openalex.org/I315729180"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103758283","display_name":"M. M. Hasan","orcid":"https://orcid.org/0009-0002-5525-9135"},"institutions":[{"id":"https://openalex.org/I3129760070","display_name":"Shanto-Mariam University of Creative Technology","ror":"https://ror.org/00b718e82","country_code":"BD","type":"education","lineage":["https://openalex.org/I3129760070"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"MD. Mehadi Hasan","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","institution_ids":["https://openalex.org/I3129760070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111311821","display_name":"Shakhawat Hossain Saif","orcid":null},"institutions":[{"id":"https://openalex.org/I3129760070","display_name":"Shanto-Mariam University of Creative Technology","ror":"https://ror.org/00b718e82","country_code":"BD","type":"education","lineage":["https://openalex.org/I3129760070"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Shakhawat Hossain Saif","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","institution_ids":["https://openalex.org/I3129760070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100702351","display_name":"Md. Maruf Hossain","orcid":"https://orcid.org/0000-0002-9371-6328"},"institutions":[{"id":"https://openalex.org/I260446899","display_name":"Pabna University of Science and Technology","ror":"https://ror.org/01vxg3438","country_code":"BD","type":"education","lineage":["https://openalex.org/I260446899"]},{"id":"https://openalex.org/I3129760070","display_name":"Shanto-Mariam University of Creative Technology","ror":"https://ror.org/00b718e82","country_code":"BD","type":"education","lineage":["https://openalex.org/I3129760070"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Maruf Hossain","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","Department of Information and Communication Engineering, Pabna University of Science and Technology, Pabna, 6600, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","institution_ids":["https://openalex.org/I3129760070"]},{"raw_affiliation_string":"Department of Information and Communication Engineering, Pabna University of Science and Technology, Pabna, 6600, Bangladesh","institution_ids":["https://openalex.org/I260446899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085579230","display_name":"Sazzad Hossain Bhuiyan","orcid":null},"institutions":[{"id":"https://openalex.org/I3129760070","display_name":"Shanto-Mariam University of Creative Technology","ror":"https://ror.org/00b718e82","country_code":"BD","type":"education","lineage":["https://openalex.org/I3129760070"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sazzad Hossain Bhuiyan","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","institution_ids":["https://openalex.org/I3129760070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100781401","display_name":"Md. Ariful Islam","orcid":"https://orcid.org/0000-0001-8728-3266"},"institutions":[{"id":"https://openalex.org/I183697816","display_name":"Bangladesh University of Engineering and Technology","ror":"https://ror.org/05a1qpv97","country_code":"BD","type":"education","lineage":["https://openalex.org/I183697816"]},{"id":"https://openalex.org/I3129760070","display_name":"Shanto-Mariam University of Creative Technology","ror":"https://ror.org/00b718e82","country_code":"BD","type":"education","lineage":["https://openalex.org/I3129760070"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Ariful Islam","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","Institute of Information and Communication Technology, Bangladesh University of Engineering and Technology, Dhaka, 1000, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","institution_ids":["https://openalex.org/I3129760070"]},{"raw_affiliation_string":"Institute of Information and Communication Technology, Bangladesh University of Engineering and Technology, Dhaka, 1000, Bangladesh","institution_ids":["https://openalex.org/I183697816"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106933448","display_name":"Md Tousif Hasan Lavlu","orcid":null},"institutions":[{"id":"https://openalex.org/I3129760070","display_name":"Shanto-Mariam University of Creative Technology","ror":"https://ror.org/00b718e82","country_code":"BD","type":"education","lineage":["https://openalex.org/I3129760070"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md Tousif Hasan Lavlu","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanto-Mariam University of Creative Technology, Uttara 17, Dhaka, 1230, Bangladesh","institution_ids":["https://openalex.org/I3129760070"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059982209"],"corresponding_institution_ids":["https://openalex.org/I3129760070","https://openalex.org/I315729180"],"apc_list":{"value":0,"currency":"USD","value_usd":0},"apc_paid":null,"fwci":26.6037,"has_fulltext":true,"cited_by_count":60,"citation_normalized_percentile":{"value":0.99707748,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"4","issue":"4","first_page":"497","last_page":"510"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.967199981212616,"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/T12486","display_name":"Food Supply Chain Traceability","score":0.9247000217437744,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/productivity","display_name":"Productivity","score":0.6924009323120117},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.5808752179145813},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.5537803173065186},{"id":"https://openalex.org/keywords/crop-productivity","display_name":"Crop productivity","score":0.5374309420585632},{"id":"https://openalex.org/keywords/crop","display_name":"Crop","score":0.4434511959552765},{"id":"https://openalex.org/keywords/agricultural-productivity","display_name":"Agricultural productivity","score":0.4344088137149811},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40524691343307495},{"id":"https://openalex.org/keywords/agricultural-economics","display_name":"Agricultural economics","score":0.3954271078109741},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3639301061630249},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3347168564796448},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.32380199432373047},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3010021448135376},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.2584683895111084},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.23023706674575806},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.22996896505355835},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1285371482372284},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.09174245595932007},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.0564209520816803}],"concepts":[{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.6924009323120117},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5808752179145813},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.5537803173065186},{"id":"https://openalex.org/C2993120057","wikidata":"https://www.wikidata.org/wiki/Q3816336","display_name":"Crop productivity","level":3,"score":0.5374309420585632},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.4434511959552765},{"id":"https://openalex.org/C128383755","wikidata":"https://www.wikidata.org/wiki/Q3816336","display_name":"Agricultural productivity","level":3,"score":0.4344088137149811},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40524691343307495},{"id":"https://openalex.org/C48824518","wikidata":"https://www.wikidata.org/wiki/Q396340","display_name":"Agricultural economics","level":1,"score":0.3954271078109741},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3639301061630249},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3347168564796448},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.32380199432373047},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3010021448135376},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2584683895111084},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.23023706674575806},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.22996896505355835},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1285371482372284},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.09174245595932007},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0564209520816803}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44230-024-00081-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44230-024-00081-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44230-024-00081-3.pdf","source":{"id":"https://openalex.org/S4210207486","display_name":"Human-Centric Intelligent Systems","issn_l":"2667-1336","issn":["2667-1336"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Human-Centric Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b6b9ea356cf04fa8965cdd2519de1ae6","is_oa":true,"landing_page_url":"https://doaj.org/article/b6b9ea356cf04fa8965cdd2519de1ae6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Human-Centric Intelligent Systems, Vol 4, Iss 4, Pp 497-510 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44230-024-00081-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44230-024-00081-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44230-024-00081-3.pdf","source":{"id":"https://openalex.org/S4210207486","display_name":"Human-Centric Intelligent Systems","issn_l":"2667-1336","issn":["2667-1336"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Human-Centric Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402134399.pdf","grobid_xml":"https://content.openalex.org/works/W4402134399.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W2029032073","https://openalex.org/W2724404686","https://openalex.org/W2795016359","https://openalex.org/W2795084386","https://openalex.org/W2811025215","https://openalex.org/W2942025903","https://openalex.org/W2942076272","https://openalex.org/W2966848845","https://openalex.org/W3021246020","https://openalex.org/W3110930373","https://openalex.org/W3166842460","https://openalex.org/W3168763766","https://openalex.org/W3184124035","https://openalex.org/W4200127837","https://openalex.org/W4212990631","https://openalex.org/W4220820740","https://openalex.org/W4243012519","https://openalex.org/W4283212565","https://openalex.org/W4289653753","https://openalex.org/W4292601287","https://openalex.org/W4292604557","https://openalex.org/W4295046035","https://openalex.org/W4382811343","https://openalex.org/W4386364869"],"related_works":["https://openalex.org/W3124599363","https://openalex.org/W2216378219","https://openalex.org/W3148299113","https://openalex.org/W2519478292","https://openalex.org/W2497266953","https://openalex.org/W2391874503","https://openalex.org/W2386342922","https://openalex.org/W2355350622","https://openalex.org/W1494973677","https://openalex.org/W3082362670"],"abstract_inverted_index":{"Abstract":[0],"Agriculture":[1],"constitutes":[2],"the":[3,7,15,23,77,109,158,218,235,239,250],"foundational":[4],"pillar":[5],"of":[6,14,103,111],"global":[8],"economy,":[9],"engaging":[10],"a":[11,19,67,230],"substantial":[12],"segment":[13],"workforce":[16],"and":[17,40,57,93,138,156,182,192,208,246,256,267],"making":[18],"considerable":[20],"contribution":[21],"to":[22,43,53,65,96,107,142,154,204,233,261],"Gross":[24],"Domestic":[25],"Product":[26],"(GDP).":[27],"However,":[28],"agricultural":[29,49,59,263],"productivity":[30],"faces":[31],"numerous":[32],"challenges,":[33],"including":[34,176],"varying":[35],"climatic":[36,87],"conditions,":[37,88],"soil":[38,89,180],"types,":[39],"limited":[41],"access":[42],"modern":[44],"farming":[45,78],"practices.":[46],"Developing":[47],"intelligent":[48],"systems":[50],"becomes":[51],"imperative":[52],"address":[54],"these":[55],"challenges":[56,236],"enhance":[58,205],"productivity.":[60],"Therefore,":[61],"this":[62,104],"paper":[63],"aims":[64],"present":[66],"Machine":[68,120,224],"Learning":[69],"(ML)":[70],"based":[71],"crop":[72,91,99,147,186,226],"recommendation":[73,227],"system":[74,82,228,251],"tailored":[75],"for":[76,146,164],"landscape.":[79],"The":[80,101,167,195,222],"proposed":[81,223],"utilizes":[83],"historical":[84,173],"data":[85,174,244],"on":[86],"properties,":[90],"yields,":[92],"farmer":[94],"preferences":[95],"provide":[97],"personalized":[98,257],"recommendations.":[100],"goal":[102],"study":[105],"is":[106],"appraise":[108],"efficacy":[110],"nine":[112],"distinct":[113],"ML":[114,168],"models\u2014Logistic":[115],"Regression":[116],"(LR),":[117],"Support":[118],"Vector":[119],"(SVM),":[121],"K-Nearest":[122],"Neighbors":[123],"(KNN),":[124],"Decision":[125],"Tree":[126],"(DT),":[127],"Random":[128],"Forest":[129,215],"(RF),":[130],"Bagging":[131],"(BG),":[132],"AdaBoost":[133],"(AB),":[134],"Gradient":[135],"Boosting":[136],"(GB),":[137],"Extra":[139],"Trees":[140],"(ET)":[141],"generate":[143],"practical":[144],"recommendations":[145],"selection.":[148],"Numerous":[149],"preprocessing":[150],"methods":[151,200],"are":[152,170,188],"employed":[153],"cleanse":[155],"normalize":[157],"data,":[159],"thereby":[160],"ensuring":[161],"its":[162],"appropriateness":[163],"model":[165],"training.":[166],"models":[169,196],"trained":[171],"using":[172],"sets,":[175],"temperature,":[177],"rainfall,":[178],"humidity,":[179],"pH,":[181],"nutrient":[183],"levels,":[184],"where":[185],"yields":[187],"correlated":[189],"with":[190,254],"environmental":[191],"agronomic":[193],"factors.":[194],"undergo":[197],"fine-tuning":[198],"through":[199],"such":[201],"as":[202],"cross-validation":[203],"their":[206],"performance":[207],"ensure":[209],"robustness.":[210],"Among":[211],"those":[212],"models,":[213],"Radom":[214],"has":[216],"achieved":[217],"highest":[219],"accuracy":[220],"(99.31%).":[221],"Learning-based":[225],"offers":[229],"promising":[231],"approach":[232],"addressing":[234],"faced":[237],"by":[238],"farmers.":[240],"By":[241],"leveraging":[242],"advanced":[243],"analytics":[245],"artificial":[247],"intelligence":[248],"techniques,":[249],"empowers":[252],"farmers":[253],"timely":[255],"recommendations,":[258],"ultimately":[259],"leading":[260],"improved":[262],"productivity,":[264],"food":[265],"security,":[266],"economic":[268],"prosperity.":[269]},"counts_by_year":[{"year":2026,"cited_by_count":28},{"year":2025,"cited_by_count":32}],"updated_date":"2026-08-27T14:10:00.468798","created_date":"2025-10-10T00:00:00"}
