Search Results for author: Shengrui Wang

Found 6 papers, 0 papers with code

DRNet: A Decision-Making Method for Autonomous Lane Changingwith Deep Reinforcement Learning

no code implementations2 Nov 2023 Kunpeng Xu, Lifei Chen, Shengrui Wang

Machine learning techniques have outperformed numerous rule-based methods for decision-making in autonomous vehicles.

Autonomous Driving Decision Making

Neural forecasting at scale

no code implementations20 Sep 2021 Philippe Chatigny, Shengrui Wang, Jean-Marc Patenaude, Boris N. Oreshkin

We study the problem of efficiently scaling ensemble-based deep neural networks for multi-step time series (TS) forecasting on a large set of time series.

Time Series Time Series Analysis

Modeling Regime Shifts in Multiple Time Series

no code implementations20 Sep 2021 Etienne Gael Tajeuna, Mohamed Bouguessa, Shengrui Wang

The originality of our approach lies in modeling interactions between time series in regime identification and in modeling time-dependent regime transition probabilities, usually assumed to be static in existing work.

Time Series Time Series Forecasting

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