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Chapman & Hall/CRC Computer Science & Data Analysis


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Bayesian Regression Modeling with INLA

Bayesian Regression Modeling with INLA

Forthcoming

Xiaofeng Wang, Yu Yue, Julian J. Faraway
January 30, 2018

This book addresses the applications of extensively used regression models under a Bayesian framework. It emphasizes efficient Bayesian inference through integrated nested Laplace approximations (INLA) and real data analysis using R. The INLA method directly computes very accurate approximations to...

Chain Event Graphs

Chain Event Graphs

Forthcoming

Rodrigo A. Collazo, Christiane Görgen, Jim Q. Smith
January 25, 2018

   Written by some major contributors to the development of this class of graphical models, Chain Event Graphs introduces a viable and straightforward new tool for statistical inference, model selection and learning techniques. The book extends established technologies used in the study of...

Data Science Foundations: Geometry and Topology of Complex Hierarchic Systems and Big Data Analytics

Data Science Foundations: Geometry and Topology of Complex Hierarchic Systems and Big Data Analytics

Fionn Murtagh
September 07, 2017

"Data Science Foundations is most welcome and, indeed, a piece of literature that the field is very much in need of…quite different from most data analytics texts which largely ignore foundational concepts and simply present a cookbook of methods…a very useful text and I would certainly use it in...

Exploratory Data Analysis with MATLAB, Third Edition

Exploratory Data Analysis with MATLAB, Third Edition

Wendy L. Martinez, Angel R. Martinez, Jeffrey Solka
July 27, 2017

Praise for the Second Edition:"The authors present an intuitive and easy-to-read book. … accompanied by many examples, proposed exercises, good references, and comprehensive appendices that initiate the reader unfamiliar with MATLAB."—Adolfo Alvarez Pinto, International Statistical Review "...

Microarray Image Analysis: An Algorithmic Approach

Microarray Image Analysis: An Algorithmic Approach

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...

Introduction to Data Technologies

Introduction to Data Technologies

Paul Murrell
May 31, 2017

Providing key information on how to work with research data, Introduction to Data Technologies presents ideas and techniques for performing critical, behind-the-scenes tasks that take up so much time and effort yet typically receive little attention in formal education. With a focus on...

Exploratory Multivariate Analysis by Example Using R, Second Edition

Exploratory Multivariate Analysis by Example Using R, Second Edition

Francois Husson, Sebastien Le, Jérôme Pagès
April 28, 2017

Full of real-world case studies and practical advice, Exploratory Multivariate Analysis by Example Using R, Second Edition focuses on four fundamental methods of multivariate exploratory data analysis that are most suitable for applications. It covers principal component analysis (PCA) when...

Music Data Analysis: Foundations and Applications

Music Data Analysis: Foundations and Applications

Claus Weihs, Dietmar Jannach, Igor Vatolkin, Guenter Rudolph
November 07, 2016

This book provides a comprehensive overview of music data analysis, from introductory material to advanced concepts. It covers various applications including transcription and segmentation as well as chord and harmony, instrument and tempo recognition. It also discusses the implementation aspects...

Computational Statistics Handbook with MATLAB, Third Edition

Computational Statistics Handbook with MATLAB, Third Edition

Wendy L. Martinez, Angel R. Martinez
December 22, 2015

A Strong Practical Focus on Applications and AlgorithmsComputational Statistics Handbook with MATLAB®, Third Edition covers today’s most commonly used techniques in computational statistics while maintaining the same philosophy and writing style of the bestselling previous editions. The text keeps...

Statistics in MATLAB: A Primer

Statistics in MATLAB: A Primer

MoonJung Cho, Wendy L. Martinez
December 15, 2014

Fulfilling the need for a practical user’s guide, Statistics in MATLAB: A Primer provides an accessible introduction to the latest version of MATLAB® and its extensive functionality for statistics. Assuming a basic knowledge of statistics and probability as well as a fundamental understanding of...

Visualization and Verbalization of Data

Visualization and Verbalization of Data

Jorg Blasius, Michael Greenacre
April 10, 2014

Visualization and Verbalization of Data shows how correspondence analysis and related techniques enable the display of data in graphical form, which results in the verbalization of the structures in data. Renowned researchers in the field trace the history of these techniques and cover their...

Foundations of Statistical Algorithms: With References to R Packages

Foundations of Statistical Algorithms: With References to R Packages

Claus Weihs, Olaf Mersmann, Uwe Ligges
December 09, 2013

A new and refreshingly different approach to presenting the foundations of statistical algorithms, Foundations of Statistical Algorithms: With References to R Packages reviews the historical development of basic algorithms to illuminate the evolution of today’s more powerful statistical algorithms....

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