Sparse Graphical Modeling for High Dimensional Data : A Paradigm of Conditional Independence Tests Hardback
by Faming Liang, Bochao (Eli Lilly and Company, Corporate Center, Indianapolis IN 46285) Jia
Part of the Chapman & Hall/CRC Monographs on Statistics and Applied Probability series
Hardback
Description
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 selectionEffective methods of high-dimensional inference
Information
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Less than 10 available - usually despatched within 24 hours
- Format:Hardback
- Pages:130 pages, 12 Tables, black and white; 8 Line drawings, color; 7 Line drawings, black and white; 8 I
- Publisher:Taylor & Francis Ltd
- Publication Date:02/08/2023
- Category:
- ISBN:9780367183738
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Information
-
Less than 10 available - usually despatched within 24 hours
- Format:Hardback
- Pages:130 pages, 12 Tables, black and white; 8 Line drawings, color; 7 Line drawings, black and white; 8 I
- Publisher:Taylor & Francis Ltd
- Publication Date:02/08/2023
- Category:
- ISBN:9780367183738
