Luo, Shikai
- Dynamic Causal Effects Evaluation in A/B Testing with a Reinforcement Learning Framework
2020/02/05 by Chengchun Shi, Xiaoyu Wang, Shi, Chengchun +9 · 9 citations
Biochemistry, Genetics and Molecular Biology · Immunology and Microbiology · Mathematics · #Biosimilars and Bioanalytical Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods in Clinical Trials #Viral Infectious Diseases and Gene Expression in Insects
- An Instrumental Variable Approach to Confounded Off-Policy Evaluation
2022/12/29 by Xu Yang, Zhu Jin, Xu, Yang +7 · 7 citations
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Sure Screening for Gaussian Graphical Models
2014/07/29 by Shikai Luo, Rui Song, Luo, Shikai +3 · 3 citations
Mathematics · Computer Science · #Statistical Methods and Inference #Bayesian Modeling and Causal Inference #Bayesian Methods and Mixture Models
- Off-Policy Confidence Interval Estimation with Confounded Markov Decision Process
2022/02/22 by Shi, Chengchun, Zhu, Jin, Shen, Ye +3 · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Conformal Off-policy Prediction
2022/06/14 by Yingying Zhang, Zhang, Yingying, Chengchun Shi +3 · 3 citations
Computer Science · Decision Sciences · #Data Stream Mining Techniques #Advanced Bandit Algorithms Research #Machine Learning and Data Classification
- Policy Evaluation for Temporal and/or Spatial Dependent Experiments
2022/02/22 by Shikai Luo, Ying Yang, Luo, Shikai +9 · 3 citations
Economics, Econometrics and Finance · Mathematics · #Innovation Policy and R&D #Advanced Causal Inference Techniques #Health Systems, Economic Evaluations, Quality of Life
- Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons
2022/01/01 by Chengchun Shi, Shikai Luo, Shi, Chengchun +6 · 2 citations
Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Smart Grid Energy Management #Advanced MIMO Systems Optimization
- Quantile Off-Policy Evaluation via Deep Conditional Generative Learning
2022/12/29 by Xu, Yang, Shi, Chengchun, Luo, Shikai +2 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Graph-Based Equilibrium Metrics for Dynamic Supply-Demand Systems with Applications to Ride-sourcing Platforms
2021/02/11 by Zhou, Fan, Luo, Shikai, Qie, Xiaohu +2 · 1 citation
#Applications (stat.AP) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC)
- Robust Offline Reinforcement learning with Heavy-Tailed Rewards
2023/10/28 by Jin Zhu, Zhu, Jin, Runzhe Wan +7 · 2 citations
Decision Sciences · Engineering · #Risk and Portfolio Optimization #Reservoir Engineering and Simulation Methods #Reliability and Maintenance Optimization
- Causal Deepsets for Off-policy Evaluation under Spatial or Spatio-temporal Interferences
2024/07/25 by Runpeng Dai, Dai, Runpeng, Jianing Wang +11 · 1 citation
Social Sciences · Economics, Econometrics and Finance · #Policy Transfer and Learning #Game Theory and Voting Systems #Climate Change Policy and Economics