Georgios C. Anagnostopoulos

Local Rademacher Complexity-based Learning Guarantees for Multi-Task Learning

2016 · arXiv (Cornell University)

We show a Talagrand-type concentration inequality for Multi-Task Learning (MTL), using which we establish sharp excess risk bounds for MTL in terms of distribution- and data-dependent versions of the Local Rademacher Complexity (LRC). We also …