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 Proceedings of the 1st International Conference on Electronic Engineering and Renewable Energy by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Plant-Microbe Interaction: An Approach to Sustainable Agriculture by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Advanced Computer Architecture by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book The Sociology of Chinese Capitalism in Southeast Asia by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Wittgenstein’s Education: 'A Picture Held Us Captive’ by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Business Architecture Strategy and Platform-Based Ecosystems by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Ownership of Trust Property in China by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Myanmar’s Integration with the World by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Risk Based Technologies by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Assessing Foreign Language Students’ Spoken Proficiency by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Towards Post-Native-Speakerism by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Economic Signals by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Application of Thermo-fluid Processes in Energy Systems by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Digital Resources for Learning by T.M.V. Suryanarayana, P.B. Mistry
Cover of the book Coronary Imaging and Physiology 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