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Sparse Graphical Modeling for High Dimensional Data - A Paradigm of Conditional Independence Tests (Hardcover) Loot Price: R2,732
Discovery Miles 27 320
Sparse Graphical Modeling for High Dimensional Data - A Paradigm of Conditional Independence Tests (Hardcover): Faming Liang,...

Sparse Graphical Modeling for High Dimensional Data - A Paradigm of Conditional Independence Tests (Hardcover)

Faming Liang, Bochao Jia

Series: Chapman & Hall/CRC Monographs on Statistics and Applied Probability

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Loot Price R2,732 Discovery Miles 27 320 | Repayment Terms: R256 pm x 12*

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This book provides a general framework for learning sparse graphical models with conditional independence tests. It includes complete treatments for Gaussian, Poisson, multinomial, and mixed data; unified treatments for covariate adjustments, data integration, and network comparison; unified treatments for missing data and heterogeneous data; efficient methods for joint estimation of multiple graphical models; effective methods of high-dimensional variable selection; and effective methods of high-dimensional inference. The methods possess an embarrassingly parallel structure in performing conditional independence tests, and the computation can be significantly accelerated by running in parallel on a multi-core computer or a parallel architecture. This book is intended to serve researchers and scientists interested in high-dimensional statistics, and graduate students in broad data science disciplines. Key Features: A general framework for learning sparse graphical models with conditional independence tests Complete treatments for different types of data, Gaussian, Poisson, multinomial, and mixed data Unified treatments for data integration, network comparison, and covariate adjustment Unified treatments for missing data and heterogeneous data Efficient methods for joint estimation of multiple graphical models Effective methods of high-dimensional variable selection Effective methods of high-dimensional inference

General

Imprint: Crc Press
Country of origin: United Kingdom
Series: Chapman & Hall/CRC Monographs on Statistics and Applied Probability
Release date: July 2023
First published: 2023
Authors: Faming Liang • Bochao Jia
Dimensions: 234 x 156mm (L x W)
Format: Hardcover
Pages: 130
ISBN-13: 978-0-367-18373-8
Categories: Books > Science & Mathematics > Mathematics > Probability & statistics
Books > Computing & IT > Computer software packages > Other software packages > Mathematical & statistical software
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LSN: 0-367-18373-0
Barcode: 9780367183738

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