Discrete#

Expand for references to pymc.Poisson

Bayesian Additive Regression Trees: Introduction / Coal mining with BART

A Hierarchical model for Rugby prediction / Building of the model

Student-t Process / Poisson data generated by a T process

Inference

GLM: Poisson Regression / Poisson Regression / 1. Manual method, create design matrices and manually specify model

Automatic marginalization of discrete variables / Coal mining model

Conditional Autoregressive (CAR) model / Writing some models in PyMC / Our first model: an independent random effects model

Conditional Autoregressive (CAR) model / Writing some models in PyMC / Our second model: a spatial random effects model (with fixed spatial dependence)

Conditional Autoregressive (CAR) model / Writing some models in PyMC / Our third model: a spatial random effects model, with unknown spatial dependence

Demonstrating the BYM model on the New York City pedestrian accidents dataset / Specifying a BYM model with PyMC

Counts and Poisson Regression / Scientific model that includes innovation and technology loss / Determine good prior hyperparams

Counts and Poisson Regression / Comparing Models / Model A - Global Intercept model

Counts and Poisson Regression / Comparing Models / Model B - Interaction model

What Motivates Sharing? / Including Predictive Household features / Add observed confounds variables to simulated dataset

What Motivates Sharing? / 3) Statistical Model / Fit Wealth Gifting model on simulated data (validation)

What Motivates Sharing? / 3) Statistical Model / Fitting the social ties model / Notes

Gaussian Processes (in the abstract) / Stratify by population size / Prior Predictive / Fit population-only model for comparison

Gaussian Processes (in the abstract) / Distance-based model / Islands Distance Matrix

Gaussian Processes (in the abstract) / Stratify by population size

Frailty and Survival Regression Models / Fit Basic Cox Model with Fixed Effects

Frailty and Survival Regression Models / Fit Model with Shared Frailty terms by Individual

Bayesian Survival Analysis / Bayesian proportional hazards model

Bayesian Survival Analysis / Bayesian proportional hazards model / Time varying effects