Pinned Repositories
rl-offline-simulation
Data-driven offline simulation for online reinforcement learning: benchmark and baselines
CounterfactualAnnot-SemiOPE
[NeurIPS 2023] Counterfactual-Augmented Importance Sampling for Semi-Offline Policy Evaluation. https://arxiv.org/abs/2310.17146
FIDDLE
FlexIble Data-Driven pipeLinE – a preprocessing pipeline that transforms structured EHR data into feature vectors to be used with ML algorithms. https://doi.org/10.1093/jamia/ocaa139
OfflineRL_FactoredActions
[NeurIPS 2022] Leveraging Factored Action Spaces for Efficient Offline RL in Healthcare.
OfflineRL_ModelSelection
[MLHC 2021] Model Selection for Offline RL: Practical Considerations for Healthcare Settings. https://arxiv.org/abs/2107.11003
RL-Set-Valued-Policy
[ICML 2020] Clinician-in-the-Loop Decision Making: Reinforcement Learning with Near-Optimal Set-Valued Policies. https://arxiv.org/abs/2007.12678, https://icml.cc/virtual/2020/poster/5797
BDSI2019-ML
Public repository for the Machine Learning research group of BDSI 2019 at UM.
dleccap
Download CAEN and LSA-ISS Lecture recordings
shengpu-tang's Repositories
shengpu-tang/BDSI2019-ML
Public repository for the Machine Learning research group of BDSI 2019 at UM.
shengpu-tang/dleccap
Download CAEN and LSA-ISS Lecture recordings
shengpu-tang/ml4health.github.io
Website for ML4H Symposium
shengpu-tang/MLHC2019_Workshop_MGI
MLHC 2019 - Community Data Challenge | Ann Arbor, MI | Aug 2019 | www.mlforhc.org/2019-conference
shengpu-tang/p4-mapreduce-w17-public
shengpu-tang/pandas
Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
shengpu-tang/spinningup
An educational resource to help anyone learn deep reinforcement learning.