Statistical Theory: A Concise Introduction

ISBN-13: 9781032007458 / Angielski / Twarda / 2022 / 240 str.

Ya'acov Ritov

Opis

Designed for a one-semester advanced undergraduate or graduate statistical theory course, this book clearly explains the underlying ideas, mathematics, and principles of major statistical concepts, including parameter estimation, confidence intervals, hypothesis testing, asymptotic analysis, Bayesian inference, linear models etc.

Spis treści

1. Introduction.  2. Point Estimation.  3. Confidence Intervals, Bounds, and Regions.  4. Hypothesis testing.  5. Asymptotic Analysis.  6. Bayesian Inference.  7. Elements of Statistical Decision Theory. 8. Linear Models.  9. Nonparametric Estimation.