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BestsellerE-book
Author Suryanarayana, T. M. V., author.

Title Principal component regression for crop yield estimation / T.M.V. Suryanarayana, P.B. Mistry.

Publication Info. Singapore : Springer, 2016.

Item Status

Description 1 online resource : illustrations.
text file PDF
Physical Medium polychrome
Series SpringerBriefs in applied sciences and technology, 2191-530X
SpringerBriefs in applied sciences and technology. 2191-530X
Bibliography Includes bibliographical references.
Contents Introduction -- Principal Component Analysis In Transfer Function -- Review of Litrrature -- Study Area and Data Collection -- Methodology -- Conclusions.
Summary 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.
Local Note eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America
Language English.
Subject Crops and climate.
Crops and climate.
Climatic changes.
Climatic changes.
climate change.
TECHNOLOGY & ENGINEERING -- Agriculture -- Agronomy -- Crop Science.
TECHNOLOGY & ENGINEERING -- Agriculture -- Agronomy -- General.
Genre/Form Electronic books.
Electronic books.
Added Author Mistry, P. B., author.
Other Form: Printed edition: 9789811006623
ISBN 9789811006630 (electronic book)
9811006636 (electronic book)
9811006628 (print)
9789811006623 (print)
9789811006623
Standard No. 10.1007/978-981-10-0663-0