Multi-task learning and algorithmic stability

Y Zhang - Proceedings of the AAAI Conference on Artificial …, 2015 - ojs.aaai.org
In this paper, we study multi-task algorithms from the perspective of the algorithmic stability.
We give a definition of the multi-task uniform stability, a generalization of the conventional …

Parallel multi-task learning

Y Zhang - 2015 IEEE International Conference on Data Mining, 2015 - ieeexplore.ieee.org
In this paper, we develop parallel algorithms for a family of regularized multi-task methods
which can model task relations under the regularization framework. Since those multi-task …