Inference

All of Statistics

Bayesian Data Analysis

Notes

Applied Bayesian inference with computing methods. The standard Bayesian statistics reference.

Causality: Models, Reasoning, and Inference

Introduction to Probability and Mathematical Statistics

Notes

Rigorous graduate-level probability + statistics; useful for inference and ML foundations.

Probabilistic Graphical Models

Probability Theory: The Logic of Science

likelihood.model: Composable Statistical Inference in R

Most R packages hardcode specific likelihood models. likelihood.model provides a generic framework where likelihoods are first-class composable objects—designed to work seamlessly with algebraic.mle for maximum likelihood estimation.

The Core Concept …

STAT 482 - Regression Analysis - SIUe - Fall 2022

This is a problem set for STAT 482 - Regression Analysis at SIUe. These problem sets were given by Dr. Andrew Neath, a professor in the Department of Mathematics and Statistics at Southern Illinois University Edwardsville (SIUe) during the Fall 2022 …

STAT 575 - Computational Statistics - SIUe - Summer 2021

This is a problem set for STAT 575 - Computational Statistics at SIUe. These problem sets were given by Dr. Qiang Beidi, a professor in the Department of Mathematics and Statistics at Southern Illinois University Edwardsville (SIUe) during the Summer …