Books  Data Analysis & Modelling  Data Analysis & Statistics 

Multivariate Probability and Stochastic Processes

By: J McColl

288 pages, Illus

Hodder Arnold

Paperback | Dec 2001 | #94096 | ISBN: 0340719966
Availability: Usually dispatched within 6 days Details
NHBS Price: £24.99 $31/€30 approx

About this book

This book is a comprehensive guide to multivariate probability for students who have an elementary knowledge of probability and are ready to move on to more advanced concepts. Topics covered include: A review of basic probability theory, including core ideas about random variables Bivariate distributions and the general theory of random vectors Relationships between random variables Normal linear model and multivariate sampling distributions Generating functions and convergence Each section is illustrated with numerous examples. Multivariate probability deliberately avoids a measure-theoretic approach in order to make these complex concepts easily accessible to a broad readership. Attention is restricted to discrete and (absolutely) continuous random variables. Although proofs are given of all the main results, this book is primarily intended to provide readers with the tools they require to build appropriate probability models for real-life situations. The usefulness of simulation in this respect is emphasized throughout the book.


Contents

Part 1: random variables; fundamentals of probability; random variables; special discrete distributions; special continuous distributions; functions of a random variable; simulation; model validation; bivariate discrete distributions; bivariate continuous distributions; sequences of random variables; functions of two random variables. Part 2: stochastic processes; simple random walks; Markov chains; Markov processes; renewal theory; Martingales. Part 3: multivariate probability; multivariate distributions; multinomial distribution; multivariate normal (MVN) distribution; normal linear model; multivariate sampling distributions; compositional data; further thoughts.

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Biography

John McColl, Department of Statistics, University of Glasgow, UK

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