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1. Adaptive-sampling-and-domain-learning Adaptive-sampling-and-domain-learning Public

   This is a repository associated with the paper "An adaptive sampling and domain learning strategy for multivariate function approximation on unknown domains" by Ben Adcock, Juan M. Cardenas, and Ni…

   MATLAB 2

2. Towards-optimal-sampling-book Towards-optimal-sampling-book Public

   This is a repository associated with the chapter book "Towards optimal sampling for learning sparse approximations in high dimensions" by Ben Adcock, Juan M. Cardenas, Nick Dexter and Sebastian Mor…

   MATLAB 1

3. DLforCompMath DLforCompMath Public

   Forked from ndexter/DLforCompMath

   A repository of jupyter hub tutorials for the PIMS CRG Summer School: "Deep Learning for Computational Mathematics."

   Jupyter Notebook

4. Optimal-Sampling-for-General-Domains Optimal-Sampling-for-General-Domains Public

   This is a repository associated with the paper "Near-optimal sampling strategies for multivariate function on general domains" by Ben Adcock and Juan M. Cardenas available at https://epubs.siam.org…

   MATLAB

5. CAS4DL CAS4DL Public

   This is a repository associated with the paper "CAS4DL: Christoffel Adaptive Sampling for function approximation via Deep Learning" by Ben Adcock, Juan M. Cardenas, and Nick Dexter submitted at Sam…

   Python

6. CS4ML CS4ML Public

   This is a repository for CS4ML. It is a general framework for active learning in regression problems. It approximates a target function arising from general types of data, rather than pointwise sam…

   MATLAB