Implementation of the algorithms presented in the paper "Fast and Accurate Least-Mean-Squares Solvers".
Please cite our paper when using the code: "Fast and Accurate Least-Mean-Squares Solvers" (NIPS19' - Oral presentation) by
Alaa Maalouf and Ibrahim Jubran and Dan Feldman.
Example runs and documentation are available in the file Booster.py.
Tested with Python 3.5
Add some code to do the experiments illustrated in the paper.
It is for the use of convex optimization report.
Some result images are in folder './images'
numpy
==1.16.3matplotlib
==3.0.3
different value d
line chart of errors of three methods
histogam of errors
3D Road Network (North Jutland, Denmark)
@inproceedings{nr,
title={The Network Data Repository with Interactive Graph Analytics and Visualization},
author={Ryan A. Rossi and Nesreen K. Ahmed},
booktitle={AAAI},
url={http://networkrepository.com},
year={2015} }
Haowen Lai and Shihan Meng