3 papers
cs.LG2024
Dataset Clustering for Improved Offline Policy Learning
Qiang Wang, Yixin Deng, Francisco Roldan Sanchez +4
Offline policy learning aims to discover decision-making policies from previously-collected datasets without additional online interactions with the environment. As the training da…
cs.SE2023
Simulation-based Validation for Autonomous Driving Systems
Changwen Li, Joseph Sifakis, Qiang Wang +2
Simulation is essential to validate autonomous driving systems. However, a simple simulation, even for an extremely high number of simulated miles or hours, is not sufficient. We n…
stat.ME2022
fETSmcs: Feature-based ETS model component selection
Lingzhi Qi, Xixi Li, Qiang Wang +1
The well-developed ETS (ExponenTial Smoothing or Error, Trend, Seasonality) method incorporating a family of exponential smoothing models in state space representation has been wid…