Probability and Statistical Inference

Book Probability and Statistical Inference Cover

Download or read online Probability and Statistical Inference PDF book by Miltiadis C. Mavrakakis in ePUB, PDF or Kindle eBooks. Published by CRC Press in 29 March 2021 the book become immediate popular and critical acclaim in Mathematics books with total hardcover page 444. Click Download Book button to get book file. Read some info about this book below.

  • Author : Miltiadis C. Mavrakakis
  • Publisher : CRC Press
  • Release : 29 March 2021
  • ISBN : 9781315362045
  • Page : 444 pages
  • Language : English
  • Total View : 3586 Views
  • File Size : 45,5 Mb

Probability and Statistical Inference Book PDF summary

Probability and Statistical Inference: From Basic Principles to Advanced Models covers aspects of probability, distribution theory, and inference that are fundamental to a proper understanding of data analysis and statistical modelling. It presents these topics in an accessible manner without sacrificing mathematical rigour, bridging the gap between the many excellent introductory books and the more advanced, graduate-level texts. The book introduces and explores techniques that are relevant to modern practitioners, while being respectful to the history of statistical inference. It seeks to provide a thorough grounding in both the theory and application of statistics, with even the more abstract parts placed in the context of a practical setting. Features: •Complete introduction to mathematical probability, random variables, and distribution theory. •Concise but broad account of statistical modelling, covering topics such as generalised linear models, survival analysis, time series, and random processes. •Extensive discussion of the key concepts in classical statistics (point estimation, interval estimation, hypothesis testing) and the main techniques in likelihood-based inference. •Detailed introduction to Bayesian statistics and associated topics. •Practical illustration of some of the main computational methods used in modern statistical inference (simulation, boostrap, MCMC). This book is for students who have already completed a first course in probability and statistics, and now wish to deepen and broaden their understanding of the subject. It can serve as a foundation for advanced undergraduate or postgraduate courses. Our aim is to challenge and excite the more mathematically able students, while providing explanations of statistical concepts that are more detailed and approachable than those in advanced texts. This book is also useful for data scientists, researchers, and other applied practitioners who want to understand the theory behind the statistical methods used in their fields.

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