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High-Dimensional Data Analysis (V2)
Hardcover
Series: Frontiers of Statistics, Book 2
General MathematicsProbability & Statistics
ISBN13: 9789814324854
Publisher: World Scientific Publishing Company
Published: Mar 15 2011
Pages: 320
Weight: 1.60
Height: 0.90 Width: 6.80 Depth: 9.40
Language: English
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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