Principal Component Regression for Crop Yield Estimation

Nonfiction, Science & Nature, Mathematics, Applied, Science, Earth Sciences, Technology
Cover of the book Principal Component Regression for Crop Yield Estimation by T.M.V. Suryanarayana, P.B. Mistry, Springer Singapore
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: T.M.V. Suryanarayana, P.B. Mistry ISBN: 9789811006630
Publisher: Springer Singapore Publication: March 21, 2016
Imprint: Springer Language: English
Author: T.M.V. Suryanarayana, P.B. Mistry
ISBN: 9789811006630
Publisher: Springer Singapore
Publication: March 21, 2016
Imprint: Springer
Language: English

This book highlights the estimation of crop yield in Central Gujarat, especially with regard to the development of Multiple Regression Models and Principal Component Regression (PCR) models using climatological parameters as independent variables and crop yield as a dependent variable. It subsequently compares the multiple linear regression (MLR) and PCR results, and discusses the significance of PCR for crop yield estimation. In this context, the book also covers Principal Component Analysis (PCA), a statistical procedure used to reduce a number of correlated variables into a smaller number of uncorrelated variables called principal components (PC). This book will be helpful to the students and researchers, starting their works on climate and agriculture, mainly focussing on estimation models. The flow of chapters takes the readers in a smooth path, in understanding climate and weather and impact of climate change, and gradually proceeds towards downscaling techniques and then finally towards development of principal component regression models and applying the same for the crop yield estimation.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book highlights the estimation of crop yield in Central Gujarat, especially with regard to the development of Multiple Regression Models and Principal Component Regression (PCR) models using climatological parameters as independent variables and crop yield as a dependent variable. It subsequently compares the multiple linear regression (MLR) and PCR results, and discusses the significance of PCR for crop yield estimation. In this context, the book also covers Principal Component Analysis (PCA), a statistical procedure used to reduce a number of correlated variables into a smaller number of uncorrelated variables called principal components (PC). This book will be helpful to the students and researchers, starting their works on climate and agriculture, mainly focussing on estimation models. The flow of chapters takes the readers in a smooth path, in understanding climate and weather and impact of climate change, and gradually proceeds towards downscaling techniques and then finally towards development of principal component regression models and applying the same for the crop yield estimation.

More books from Springer Singapore

Cover of the book Function Spaces and Inequalities by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Study of Double Parton Scattering in Photon + 3 Jets Final State by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Prospects and Challenges in Algal Biotechnology by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Communicative Action by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Proceedings of International Conference on Cognition and Recognition by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Roadmap to Sustainable Textiles and Clothing by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Wave Propagation and Diffraction by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Waste Bioremediation by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Migrant and Diasporic Film and Filmmaking in New Zealand by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Model Design and Simulation Analysis by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book New Developments and Advances in Robot Control by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Advanced Informatics for Computing Research by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Unified Theoretical Foundations of Lift and Drag in Viscous and Compressible External Flows by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Mathematical Theory of Elasticity of Quasicrystals and Its Applications by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Sustainability of Organic Farming in Nepal by T.M.V. Suryanarayana, P.B. Mistry
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy