**“Probability and Statistics Cookbook”**, by Matthias Vallentin, contains a succinct representation of various topics in probability theory and statistics. It provides a comprehensive reference reduced to the mathematical essence, rather than aiming for elaborate explanations.

**Description**

This cookbook integrates a variety of topics in probability theory and statistics. It is based on literature and in-class material from courses of the statistics department at the University of California in Berkeley but also in

uenced by other sources.

**Table of Contents**

- Distribution Overview
- Probability Theory
- Random Variables
- Expectation
- Variance
- Inequalities
- Distribution Relationships
- Probability and Moment Generating Functions
- Multivariate Distributions
- Convergence
- Statistical Inference
- Parametric Inference
- Hypothesis Testing
- Bayesian Inference
- Exponential Family
- Sampling Methods
- Decision Theory
- Linear Regression
- Non-parametric Function Estimation
- Stochastic Processes
- Time Series
- Math

**Book Details**

Publisher: –

Format(s): PDF

File size: 1.20 MB

Number of pages: 28

Link: Download.