Title: Sequential Model-Based Optimization for Continuous Inputs with Finite Decision Space Abstract: Optimization using stochastic computer experiments is commonplace in engineering...

Title: Robust architectures, initialization, and training for deep neural networks via the adaptive basis interpretation Abstract: Deep neural networks (DNNs) hold intriguing potential for...

Title: Methods for Joint Modeling in the Longitudinal Data Analysis Abstract We study statistical methods for joint modeling that accommodates the correlations among multiple longitudinal...