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High-dimensional Data Analysis
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High-dimensional Data Analysis

Book Details

Format Hardback or Cased Book
ISBN-10 981432485X
ISBN-13 9789814324854
Publisher World Scientific Publishing Co Pte Ltd
Imprint World Scientific Publishing Co Pte Ltd
Country of Manufacture SG
Country of Publication GB
Publication Date Dec 15th, 2010
Print length 320 Pages
Weight 618 grams
Dimensions 24.50 x 17.00 x 2.40 cms
Product Classification: Probability & statistics
Ksh 17,100.00
Publisher Out of Stock

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Over the years, significant developments have been taking place in high-dimensional data analysis, driven primarily by a wide range of applications in many fields such as genomics and signal processing. This book intends to examine the issues arising from high-dimensional data analysis to explore key ideas for statistical inference and prediction.

Over the last few years, significant developments have been taking place in high-dimensional data analysis, driven primarily by a wide range of applications in many fields such as genomics and signal processing. In particular, substantial advances have been made in the areas of feature selection, covariance estimation, classification and regression. This book intends to examine important issues arising from high-dimensional data analysis to explore key ideas for statistical inference and prediction.

It is structured around topics on multiple hypothesis testing, feature selection, regression, classification, dimension reduction, as well as applications in survival analysis and biomedical research.

The book will appeal to graduate students and new researchers interested in the plethora of opportunities available in high-dimensional data analysis.


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