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Dissertation (Thesis) Learning Resources

Bayesian Regression and Bayesian Time Series

Bayesian approaches impacts all aspects of statistics, including regression modeling and analyzing time series. The general Bayesian page describes some basics, and these links focus specifically on modeling and regression with both cross-sectional data and time series.

• Introduction to Bayesian Linear Regression

• Introduction to Bayesian Regression (Stats with R)

• The Bayesian Linear Model

• Bayesian Linear Regression

• Bayesian Linear Regression

• An Introduction to Bayesian Linear Regression

• Bayesian Linear Regression Part 1 (video)

• Bayesian Regression (video)

• Bayesian Regression Part 1 (video)

• A Bayesian Approach to Time Series Forecasting

• Probabilistic Programming and Bayesian Inference for Time Series Analysis and Forecasting in Python

• Bayesian Time Series

• Bayesian Modeling of Time Series

• Time Series Forecasting with Bayesian Modeling

• The Bayesians are Coming to Time Series (video)

• Introduction to Bayesian Structural Time Series (video)

• Bayesian Dynamic Modeling: Sharing Information Across Time and Space (video)

Hardly comprehensive, but will get you (and me) started.

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