Statistics

Statistical Genetics & Bioinformatics

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Systems-Level Modelling of Microbial Communities: Theory and Practice

1st Edition

Aarthi Ravikrishnan, Karthik Raman
September 25, 2018

Systems-Level Modelling of Microbial Communities: Theory and Practice introduces various aspects of modelling microbial communities and presents a detailed overview of the computational methods which have been developed in this area. This book is aimed at researchers in the field of computational/...

Handbook of Approximate Bayesian Computation

1st Edition

Scott A. Sisson, Yanan Fan, Mark Beaumont
August 10, 2018

As the world becomes increasingly complex, so do the statistical models required to analyse the challenging problems ahead. For the very first time in a single volume, the Handbook of Approximate Bayesian Computation (ABC) presents an extensive overview of the theory, practice and application of...

Big Data in Omics and Imaging: Integrated Analysis and Causal Inference

1st Edition

Momiao Xiong
June 19, 2018

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...

Big Data in Omics and Imaging, Two Volume Set

1st Edition

Momiao Xiong
June 19, 2018

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...

Applied Surrogate Endpoint Evaluation Methods with SAS and R

1st Edition

Ariel Alonso, Theophile Bigirumurame, Tomasz Burzykowski, Marc Buyse, Geert Molenberghs, Leacky Muchene, Nolen Joy Perualila, Ziv Shkedy, Wim Van der Elst
December 13, 2017

An important factor that affects the duration, complexity and cost of a clinical trial is the endpoint used to study the treatment’s efficacy. When a true endpoint is difficult to use because of such factors as long follow-up times or prohibitive cost, it is sometimes possible to use a surrogate...

Big Data in Omics and Imaging: Association Analysis

1st Edition

Momiao Xiong
December 13, 2017

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...

Gene Expression Studies Using Affymetrix Microarrays

1st Edition

Hinrich Gohlmann, Willem Talloen
November 03, 2017

The Affymetrix GeneChip® system is one of the most widely adapted microarray platforms. However, due to the overwhelming amount of information available, many Affymetrix users tend to stick to the default analysis settings and may end up drawing sub-optimal conclusions. Written by a molecular...

Computational Exome and Genome Analysis

1st Edition

Peter N. Robinson, Rosario Michael Piro, Marten Jager
September 11, 2017

Exome and genome sequencing are revolutionizing medical research and diagnostics, but the computational analysis of the data has become an extremely heterogeneous and often challenging area of bioinformatics. Computational Exome and Genome Analysis provides a practical introduction to all of...

Statistical Portfolio Estimation

1st Edition

Masanobu Taniguchi, Hiroshi Shiraishi, Junichi Hirukawa, Hiroko Kato Solvang, Takashi Yamashita
August 21, 2017

The composition of portfolios is one of the most fundamental and important methods in financial engineering, used to control the risk of investments. This book provides a comprehensive overview of statistical inference for portfolios and their various applications. A variety of asset processes are...

Python for Bioinformatics

2nd Edition

Sebastian Bassi
July 10, 2017

In today's data driven biology, programming knowledge is essential in turning ideas into testable hypothesis. Based on the author’s extensive experience, Python for Bioinformatics, Second Edition helps biologists get to grips with the basics of software development. Requiring no prior knowledge of...

Microarray Image Analysis: An Algorithmic Approach

1st Edition

Karl Fraser, Zidong Wang, Xiaohui Liu
June 14, 2017

To harness the high-throughput potential of DNA microarray technology, it is crucial that the analysis stages of the process are decoupled from the requirements of operator assistance. Microarray Image Analysis: An Algorithmic Approach presents an automatic system for microarray image processing to...

Meta-analysis and Combining Information in Genetics and Genomics

1st Edition

Rudy Guerra, Darlene R. Goldstein
June 14, 2017

Novel Techniques for Analyzing and Combining Data from Modern Biological StudiesBroadens the Traditional Definition of Meta-Analysis With the diversity of data and meta-data now available, there is increased interest in analyzing multiple studies beyond statistical approaches of formal...

Conferences

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