Prediction of events such as part replacement and failure plays a critical role in reliability engineering. Event stream data are commonly observed manufacturing teleservice systems. Designing predictive models for individual units based on event streams is challenging an underexplored problem. In this work, we propose nonparametric prognostic framework individualized prediction the inhomogeneo...