MANUJ MUKHERJEE

Generalization Bounds for Dependent Data using Online-to-Batch Conversion.

In this work, we give generalization bounds of statistical learning algorithms trained on samples drawn from a dependent data source both in expectation and with high probability, using the Online-to-Batch conversion paradigm. We show that the generalization error of statistical learners in the depe…