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Variable Selection and Task Grouping for Multi-Task Learning (VSTG-MTL)

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Variable Selection and Task Grouping for Multi-Task Learning (VSTG-MTL)

Codes for the following paper: Jun-Yong Jeong and Chi-Hyuck Jun (2018), Variable Selection and Task Grouping for Multi-task learning, KDD 2018 (https://dl.acm.org/citation.cfm?id=3219819.3219992)

promotion video: https://www.youtube.com/watch?v=bJHphY_b2Sg

Dependencies

VSTG_MTL requires the following toolbox:

Acknowledgements

Some codes are from MALSAR (Zhouu et al., 2011, https://github.com/jiayuzhou/MALSAR) and k-support-norm toolbox (Blaschko, 2013, https://github.com/blaschko/ksupport)

USAGE

Please run demo.m

License

The GNU General Public License v3.0

Version

Matlab 2017a (tested on Window 10 and Ubuntu 16.04)

Update

May 24,2018: imporve computational efficiency

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