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
