2 papers
cs.LG2008
Stability Bound for Stationary Phi-mixing and Beta-mixing Processes
Mehryar Mohri, Afshin Rostamizadeh
Most generalization bounds in learning theory are based on some measure of the complexity of the hypothesis class used, independently of any algorithm. In contrast, the notion of a…
cs.LG2008
Sample Selection Bias Correction Theory
Corinna Cortes, Mehryar Mohri, Michael Riley +1
This paper presents a theoretical analysis of sample selection bias correction. The sample bias correction technique commonly used in machine learning consists of reweighting the c…