Core Statistics

By:

Simon N Wood

Format:

Hardback

Series:

Institute of Mathematical Statistics Textbooks

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Description

Based on a starter course for beginning graduate students, Core Statistics provides concise coverage of the fundamentals of inference for parametric statistical models, including both theory and practical numerical computation. The book considers both frequentist maximum likelihood and Bayesian stochastic simulation while focusing on general methods applicable to a wide range of models and emphasizing the common questions addressed by the two approaches. This compact package serves as a lively introduction to the theory and tools that a beginning graduate student needs in order to make the transition to serious statistical analysis: inference; modeling; computation, including some numerics; and the R language. Aimed also at any quantitative scientist who uses statistical methods, this book will deepen readers' understanding of why and when methods work and explain how to develop suitable methods for non-standard situations, such as in ecology, big data and genomics.

Author Biography:

Simon N. Wood works as a Professor of Statistics at the University of Bath and currently holds an established research fellowship from the Engineering and Physical Sciences Research Council. He is author of the widely used R package mgcv for smooth statistical modelling and the book Generalized Additive Models: An Introduction with R, as well as a number of well-cited papers on associated statistical methods. Originally trained in physics, before a spell in theoretical ecology, he has twenty years' experience of teaching statistics at undergraduate and postgraduate level, including teaching the 'statistical computing' module of the UK Academy for PhD training in statistics, for several years.

Release date Australia

April 13th, 2015

Author

Simon N Wood

Audiences

Professional & Vocational
Tertiary Education (US: College)

Illustrations

Worked examples or Exercises; 2 Tables, unspecified; 43 Line drawings, unspecified

Pages

258

Series

Institute of Mathematical Statistics Textbooks

Dimensions

157x235x17

ISBN-13

9781107071056

Product ID

21890413

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