Tutorials

The MParT-examples repository provides several tutorials demonstrating how to use MParT in c++, python, Julia, and Matlab. Below are a gallery of these examples linking to python notebooks. For other languages, please go to the example repository.

View examples from all languages on Github

MeasureTransport/MParT-examples

Gallery (Python)

Map from Density

Construct a transport map from a two dimension probability density function.

Map from Samples

Construct a transport map from two dimensional samples.

Monotone Least Squares

Use a one dimensional monotone parameterization for regression constrained to the space of strictly increasing functions.

Bayesian Inference

Use a transport map to characterize a Bayesian posterior distribution arising in biochemical oxygen demand.

Stochastic Volatility

Use known conditional independence structure for map-based density estimation in high dimensions.