A multi-language toolkit for constructing and using monotone functions for measure transport and regression.

MParT: Monotone Parameterization Toolkit. C++ Objective-C MATLAB. Submitted 30 August 2022 • Published 26 December 2022. Software repository.

A CPU/GPU performance-portable library for parameterizing and constructing monotone functions in the context of measure transport and regression. Documentation.

Dec 26, 2022 · The Monotone Parameterization Toolkit (MParT) aims to provide performance-portable implementations of such parameterizations. MParT is a. C++ ...

Feb 28, 2024 · By induction, we can reduce the number of transport map evaluations by an order of magnitude at each dimension. D. Sharp (MIT). MParT: Monotone ...

Jun 27, 2024 · Transportation of measure provides a versatile approach for modeling complex probability distributions, with applications in density estimation, ...

We introduce a new framework for efficient sampling from complex probability distributions, using a combination of transport maps and the Metropolis--Hastings ...

MParT: A Monotone Parameterization Toolkit · A CPU/GPU performance-portable library for parameterizing and constructing monotone functions in the context of ...

MParT: A Monotone Parameterization Toolkit. A CPU/GPU performance-portable library for parameterizing and constructing monotone functions in the context of ...

Bayesian inference;; transport map;; Objective-C;; normalizing flows;; measure transport;; machine learning;; Dockerfile;; C++.