Rigorous Learning Curve Bounds from Statistical Mechanics

By David Haussler, H. Sebastian Seung, Michael Kearns, Naftali Tishby. 2005

18 citations recorded by the source corpus.

Subfields: Mathematical Physics, Scaling & Learning Theory, Statistical Learning Theory

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Scaling & Learning Theory

1. Satinder Singh

In Statistical Learning Theory

1. Satinder Singh
2. Peter S. Dayan
3. Michael L. Littman
4. Richard S. Sutton
5. Lihong Li
6. Csaba Szepesvari
7. Benjamin Van Roy
8. Emma Brunskill

Citations in the corpus

• Analytical Mean Squared Error Curves for Temporal Difference Learning (1996, background): “However, what is not available is a theory of learning behavior of the kind that is available in some supervised learning problems (e.g., Haussler et al., 1994 ).”