Big Data in Omics and Imaging: Association AnalysisКНИГИ » НАУКА И УЧЕБА
Название: Big Data in Omics and Imaging: Association Analysis Автор: Momiao Xiong Издательство: CRC Press Год: 2018 Формат: PDF Страниц: 701 Размер: 15,59 MB Язык: English
Big Data in Omics and Imaging: Association Analysis addresses the recent development of association analysis and machine learning for both population and family genomic data in sequencing era. It is unique in that it presents both hypothesis testing and a data mining approach to holistically dissecting the genetic structure of complex traits and to designing efficient strategies for precision medicine. The general frameworks for association analysis and machine learning, developed in the text, can be applied to genomic, epigenomic and imaging data.
FEATURES Bridges the gap between the traditional statistical methods and computational tools for small genetic and epigenetic data analysis and the modern advanced statistical methods for big data Provides tools for high dimensional data reduction Discusses searching algorithms for model and variable selection including randomization algorithms, Proximal methods and matrix subset selection Provides real-world examples and case studies Will have an accompanying website with R code
The book is designed for graduate students and researchers in genomics, bioinformatics, and data science. It represents the paradigm shift of genetic studies of complex diseases– from shallow to deep genomic analysis, from low-dimensional to high dimensional, multivariate to functional data analysis with next-generation sequencing (NGS) data, and from homogeneous populations to heterogeneous population and pedigree data analysis. Topics covered are: advanced matrix theory, convex optimization algorithms, generalized low rank models, functional data analysis techniques, deep learning principle and machine learning methods for modern association, interaction, pathway and network analysis of rare and common variants, biomarker identification, disease risk and drug response prediction.
Discrete Data Analysis with R Название: Discrete Data Analysis with R Автор: Michael Friendly and David Meyer Издательство: CRC Press Год: 2015 Формат: PDF Размер: 177 Мб Язык:...
Computational Methods for Data Analysis Название: Computational Methods for Data Analysis Автор: Yeliz Karaca, Carlo Cattani Издательство: de Gruyter Год: 2018 Страниц: 398 Язык:...
Statistical Analysis of Microbiome Data with R Название: Statistical Analysis of Microbiome Data with R Автор: Yinglin Xia, Jun Sun Издательство: Springer Год: 2018 Язык: английский Формат: pdf...
Exploratory Data Analysis with R Название: Exploratory Data Analysis with R Автор: Roger D. Peng Издательство: Leanpub Год: 2015 Страниц: 125 Формат: True PDF Размер: 10 Mb Язык:...
Data Mining and Predictive Analytics, 2nd Edition Название: Data Mining and Predictive Analytics, 2nd Edition Автор: Chantal D. Larose, Daniel T. Larose Издательство: Wiley Год: 2015 Страниц: 824...
Информация
Посетители, находящиеся в группе Гости, не могут оставлять комментарии к данной публикации.