Bj Rk
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Big Data In Omics And Imaging
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Author : Momiao Xiong
language : en
Publisher: CRC Press
Release Date : 2018-06-14
Big Data In Omics And Imaging written by Momiao Xiong and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-06-14 with Mathematics categories.
Big Data in Omics and Imaging: Integrated Analysis and Causal Inference addresses the recent development of integrated genomic, epigenomic and imaging data analysis and causal inference in big data era. Despite significant progress in dissecting the genetic architecture of complex diseases by genome-wide association studies (GWAS), genome-wide expression studies (GWES), and epigenome-wide association studies (EWAS), the overall contribution of the new identified genetic variants is small and a large fraction of genetic variants is still hidden. Understanding the etiology and causal chain of mechanism underlying complex diseases remains elusive. It is time to bring big data, machine learning and causal revolution to developing a new generation of genetic analysis for shifting the current paradigm of genetic analysis from shallow association analysis to deep causal inference and from genetic analysis alone to integrated omics and imaging data analysis for unraveling the mechanism of complex diseases. FEATURES Provides a natural extension and companion volume to Big Data in Omic and Imaging: Association Analysis, but can be read independently. Introduce causal inference theory to genomic, epigenomic and imaging data analysis Develop novel statistics for genome-wide causation studies and epigenome-wide causation studies. Bridge the gap between the traditional association analysis and modern causation analysis Use combinatorial optimization methods and various causal models as a general framework for inferring multilevel omic and image causal networks Present statistical methods and computational algorithms for searching causal paths from genetic variant to disease Develop causal machine learning methods integrating causal inference and machine learning Develop statistics for testing significant difference in directed edge, path, and graphs, and for assessing causal relationships between two networks The book is designed for graduate students and researchers in genomics, epigenomics, medical image, bioinformatics, and data science. Topics covered are: mathematical formulation of causal inference, information geometry for causal inference, topology group and Haar measure, additive noise models, distance correlation, multivariate causal inference and causal networks, dynamic causal networks, multivariate and functional structural equation models, mixed structural equation models, causal inference with confounders, integer programming, deep learning and differential equations for wearable computing, genetic analysis of function-valued traits, RNA-seq data analysis, causal networks for genetic methylation analysis, gene expression and methylation deconvolution, cell –specific causal networks, deep learning for image segmentation and image analysis, imaging and genomic data analysis, integrated multilevel causal genomic, epigenomic and imaging data analysis.
New System Of Classification Scheme For Numbering Books Applied To The Mercantile Library Of Philadelphia
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Author : John Edmands
language : en
Publisher:
Release Date : 1883
New System Of Classification Scheme For Numbering Books Applied To The Mercantile Library Of Philadelphia written by John Edmands and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1883 with categories.
Air Pollution Publications
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Author : United States. Public Health Service
language : en
Publisher:
Release Date : 1964
Air Pollution Publications written by United States. Public Health Service and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1964 with categories.
Random And Vector Measures
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Author : M. M. Rao
language : en
Publisher: World Scientific
Release Date : 2011
Random And Vector Measures written by M. M. Rao and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011 with Mathematics categories.
The book is devoted to the structural analysis of vector and random (or both) valued countably additive measures, and used for integral representations of random fields. The spaces can be Banach or Frechet types. Several stationary aspects and related processes are analyzed whilst numerous new results are included and many research avenues are opened up.
Tensor
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Author :
language : en
Publisher:
Release Date : 1958
Tensor written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1958 with Calculus of tensors categories.
Lund Archaeological Review
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Author :
language : en
Publisher:
Release Date : 2002
Lund Archaeological Review written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Archaeology categories.
Bulletin
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Author : Mercantile Library of Philadelphia
language : en
Publisher:
Release Date : 1889
Bulletin written by Mercantile Library of Philadelphia and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1889 with categories.
Bulletin Of The Mercantile Library Of Philadelphia
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Author : Mercantile Library of Philadelphia
language : en
Publisher:
Release Date : 1889
Bulletin Of The Mercantile Library Of Philadelphia written by Mercantile Library of Philadelphia and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1889 with categories.
Register Of Commissioned And Warrant Officers Of The United States Navy And Reserve Officers On Active Duty
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Author : United States. Navy
language : en
Publisher:
Release Date : 1982
Register Of Commissioned And Warrant Officers Of The United States Navy And Reserve Officers On Active Duty written by United States. Navy and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1982 with categories.
The Army List For
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Author : Great Britain. Army
language : en
Publisher:
Release Date : 1878
The Army List For written by Great Britain. Army and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1878 with categories.