Abadir K , Heijmans R , Magnus J Statistics 2019 torrent

Textbook in PDF format

Building on the success of Abadir and Magnus' Matrix Algebra in the Econometric Exercises Series, Statistics serves as a bridge between elementary and specialized statistics. Professors Abadir, Heijmans, and Magnus freely use matrix algebra to cover intermediate to advanced material. Each chapter contains a general introduction, followed by a series of connected exercises which build up knowledge systematically. The characteristic feature of the book (and indeed the series) is that all exercises are fully solved. The authors present many new proofs of established results, along with new results, often involving shortcuts that resort to statistical conditioning arguments.
Contents:
Frontmatter
Dedication
Contents
List of exercises
Preface to the Series
Preface
Probability and Distribution Theory
Probability
Random variables, probability distributions and densities
Expectations and their generating functions
Special univariate distributions
Joint distributions and densities
Conditioning, dependence, and joint moments
Functions of random variables
The multivariate normal and functions thereof
Estimation And Inference
Sample statistics and their distributions
Asymptotic theory
Principles of point estimation
Likelihood, information, and maximum likelihood estimation
Other methods of estimation
Tests of hypotheses
Appendix A - Some mathematical tools
Appendix B - Notation
Bibliography