Statistics

Statistical Genetics & Bioinformatics

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Invitation to Protein Sequence Analysis Through Probability and Information

1st Edition

Daniel J. Graham
February 04, 2019

This book explores the remarkable information correspondences and probability structures of proteins. Correspondences are pervasive in biochemistry and bioinformatics: proteins share homologies, folding patterns, and mechanisms. Probability structures are just as paramount: folded state graphics...

Stochastic Modelling for Systems Biology, Third Edition

3rd Edition

Darren J. Wilkinson
November 21, 2018

Since the first edition of Stochastic Modelling for Systems Biology, there have been many interesting developments in the use of "likelihood-free" methods of Bayesian inference for complex stochastic models. Having been thoroughly updated to reflect this, this third edition covers everything...

Practical Guide to ChIP-seq Data Analysis

1st Edition

Borbala Mifsud, Kathi Zarnack, Anaïs F Bardet
November 05, 2018

Chromatin immunoprecipitation sequencing (ChIP-seq), which maps the genome-wide localization patterns of transcription factors and epigenetic marks, is among the most widely used methods in molecular biology. Practical Guide to ChIP-seq Data Analysis will guide readers through the steps of ChIP-seq...

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: 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...

Conferences

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