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SPXY

Implementation of the paper:
A Fast Algorithm for Simultaneous Sparse Approximation

by Guihong Wan and Haim Schweitzer.
Published at PAKDD'21, May 2021.

Run the code

For example, python demoXY.py -X data/dukeX13.csv -Y data/dukeY13.csv -k 10

Dataset

In the data folder we provide the following dataset originally published by Shirish Krishnaj Shevade and S. Sathiya Keerthi. A simple and efficient algorithm for gene selection using sparse logistic regression. Bioinformatics, 19(17):2246-2253, 2003.

Contact

Please contact Guihong.Wan@outlook.com in case you have any questions.

Cite

Please cite our paper if you use the model or this code in your own work:

@InProceedings{GWan_spxy_2021,
author="Wan, Guihong
and Schweitzer, Haim",
editor="Karlapalem, Kamal
and Cheng, Hong
and Ramakrishnan, Naren
and Agrawal, R. K.
and Reddy, P. Krishna
and Srivastava, Jaideep
and Chakraborty, Tanmoy",
title="A Fast Algorithm for Simultaneous Sparse Approximation",
booktitle="Advances in Knowledge Discovery and Data Mining",
year="2021",
publisher="Springer International Publishing",
address="Cham",
pages="42--54",
isbn="978-3-030-75768-7"
}

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