# bayesian-modeling

Case studies with Bayesian methods

## Hierarchical model for spelling performance

A hierarchical model for the `spelling`

data from the study `D. Thissen, Steinberg, and Wainer`

(1993)

## Multinomial logistic model for three-class classifition

A multinomial logistic model for the `iris`

dataset (Fisher, 1936)

## Fourier analysis for time series

A Fourier analysis model for the Mauna Loa CO_{2} data (the `Keeling curve`

)

## Time series modeling with heteroskedastic data

A hierarchical time series model with log-normal likelihood for air polution data in Skopje.

## Inference with weights on observed data

A simple example using Potential for inference with data with weights

## Monotone dependency modeling

A simple example using Dirichlet prior for modeling of monotone dependency

## Slow evolving multiplicative factor - Covid-19 Rt model

A model for estimation of the Rt reproductive factor for Covid-19, modeled with Random walks in the log scale.