kpws / tnt-nn

A Fast Active Set Method for Solving Large Non-Negative Least Squares Problems

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

tnt-nn

Here you will find the source code for TNT-NN. A fast NNLS method described in "TNT-NN: A Fast Active Set Method for Solving Large Non-Negative Least Squares Problems". Internally, the supplied source code uses an implementation of TNT, a fast least-squares method described in "TNT: A Solver for Large Dense Least-Squares Problems that Takes Conjugate Gradient from Bad in Theory, to Good in Practice".

If you use this software as supplied please cite the above papers. The bibtex to do so is supplied below:
@article{myre2017tnt,
title={TNT-NN: A Fast Active Set Method for Solving Large Non-Negative Least Squares Problems},
author={Myre, Joseph M and Frahm, E and Lilja, David J and Saar, Martin O},
journal={Procedia Computer Science},
volume={108},
pages={755--764},
year={2017},
publisher={Elsevier}
}

@inproceedings{myre2018tnt,
title={TNT: A Solver for Large Dense Least-Squares Problems that Takes Conjugate Gradient from Bad in Theory, to Good in Practice},
author={Myre, Joseph M and Frahm, Erich and Lilja, David J and Saar, Martin O},
booktitle={2018 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)},
pages={987--995},
year={2018},
organization={IEEE}
}

DOI

About

A Fast Active Set Method for Solving Large Non-Negative Least Squares Problems

License:GNU General Public License v3.0


Languages

Language:MATLAB 100.0%