# BayesianAnalysisNNUPsy

**Repository Path**: shaofan_wang_psych/bayesian-analysis-nnupsy

## Basic Information

- **Project Name**: BayesianAnalysisNNUPsy
- **Description**: 2022 Fall, Stats 401, 
- **Primary Language**: Unknown
- **License**: GPL-3.0
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 72
- **Created**: 2024-09-06
- **Last Updated**: 2024-09-06

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

本仓库是南京师范大学心理学院胡传鹏教授在2024年秋季学期中《高级心理统计》中的课件及相关内容.

本仓库内容由胡传鹏、潘晚坷、朱珊珊三人共同完成，基于本课程[2023年学期课件](./Archive/2023/README.md)。

我们鼓励重复使用本仓库中的内容，但需遵守本仓库的版本协议。使用前请联系胡传鹏教授，邮箱：hcp4715@hotmail.com

This is a repo for teaching Bayesian analysis.

Author: Prof. Dr. HU Chuan-Peng; PAN, Wanke; Zhu Shanshan. 

Affiliation: School of Psychology, Nanjing Normal University, Nanjing, China

Please contact Prof. Hu before re-using materials in this repo.

Email: hcp4715@hotmail.com


## Outlines

|序号|课程内容|
| :--: | :--: |
|    1   |  课程介绍 |
|    2   | Bayes' Rule |
|    3   | The Beta-Binomial Bayesian Model  |
|    4   | Balance and Sequentiality in Bayesian Analyses  |
|    5   | Conjugate Families |
|    6   | Approximating the Posterior |
|    7   | MCMC under the Hood |
|    8   | Posterior Inference & Prediction |
|    9   | A Simple Normal Regression |
|    10  | Evaluating Regression Models 1 |
|    11  | Evaluating Regression Models 2  |
|    12  | GLM: Bayes factors |
|    13  | GLM: Logistic Regression   |
|    14  | Hierarchical Models 1   |
|    15  | Hierarchical Models 2  |
|    16  | 特邀专家报告 |