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README.md
gauss_dpp_judge.m
gauss_kdpp_judge.m
gaussdpp_mc.m
gershgorin.m

README.md

ReadMe

Code for our ICML paper "Fast DPP Sampling for Nyström with Application to Kernel Methods". See gaussdpp_mc.m for usage.

The code is accelerated with Gaussian quadrature computations, proposed in the paper "Gaussian quadrature for matrix inverse forms with applications (ICML'16)". Please cite both papers if you use the code.

bib:

@inproceedings{li2016gaussian,
title={Gaussian quadrature for matrix inverse forms with applications},
author={Li, Chengtao and Sra, Suvrit and Jegelka, Stefanie},
booktitle={International Conference on Machine Learning},
year={2016}
}

@inproceedings{li2016fast,
title={Fast DPP Sampling for Nystr"om with Application to Kernel Methods},
author={Li, Chengtao and Jegelka, Stefanie and Sra, Suvrit},
booktitle={International Conference on Machine Learning},
year={2016}
}