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Comparative analysis of machine learning and statistical models for cotton yield prediction in major growing districts of Karnataka,India

THIMMEGOWDA M.N. MANJUNATHA M.H. LINGARAJ H. SOUMYA D.V. JAYARAMAIAH R. SATHISHA G.S. NAGESHA L.

Journal of Cotton Research2025，Vol.8Issue(1)：P.40-60,21.

Journal of Cotton Research2025，Vol.8Issue(1)：P.40-60,21.DOI:10.1186/s42397-024-00208-8

Comparative analysis of machine learning and statistical models for cotton yield prediction in major growing districts of Karnataka,India

THIMMEGOWDA M.N. ¹MANJUNATHA M.H. ¹LINGARAJ H. ¹SOUMYA D.V. ¹JAYARAMAIAH R. ¹SATHISHA G.S. ¹NAGESHA L.¹

作者信息

1. All India Co-ordinated Research Project on Agrometeorology,University of Agricultural Sciences,Bengaluru,Karnataka 560065,India
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摘要

关键词

Cotton/Machine learning models/Statistical models/Yield forecast/Artificial neural network/Weather variables

分类

农业科技

引用本文复制引用

THIMMEGOWDA M.N.,MANJUNATHA M.H.,LINGARAJ H.,SOUMYA D.V.,JAYARAMAIAH R.,SATHISHA G.S.,NAGESHA L...Comparative analysis of machine learning and statistical models for cotton yield prediction in major growing districts of Karnataka,India[J].Journal of Cotton Research,2025,8(1):P.40-60,21.

基金项目

funded through India Meteorological Department,New Delhi,India under the Forecasting Agricultural output using Space,Agrometeorol ogy and Land based observations(FASAL)project and fund number:No.ASC/FASAL/KT-11/01/HQ-2010. （FASAL）

Journal of Cotton Research

ISSN：2096-5044

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