Cosma Rohilla Shalizi

Bootstrapping Generalization Error Bounds for Time Series

Abstract We consider the problem of constructing confidence intervals for the risk of forecasting the future of a stationary, ergodic stochastic process, using a model estimated from the past of the process. We show that a bootstrap procedure provides valid confidence intervals f...