Angela Zhou
- Interval Estimation of Individual-Level Causal Effects Under Unobserved\n Confounding
2018/10/05 by Nathan Kallus, Kallus, Nathan, Xiaojie Mao +3 · 10 citations
Mathematics · Decision Sciences · Economics, Econometrics and Finance · #Advanced Causal Inference Techniques #Decision-Making and Behavioral Economics #Health Systems, Economic Evaluations, Quality of Life
- Confounding-Robust Policy Improvement
2018/05/22 by Nathan Kallus, Angela Zhou, Kallus, Nathan +1 · 9 citations
Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods in Clinical Trials
- Policy Evaluation and Optimization with Continuous Treatments
2018/02/16 by Nathan Kallus, Angela Zhou, Kallus, Nathan +1 · 8 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare
- It's COMPASlicated: The Messy Relationship between RAI Datasets and Algorithmic Fairness Benchmarks
2021/06/10 by Michelle Bao, Angela Zhou, Bao, Michelle +13 · 8 citations
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
- Confounding-Robust Policy Evaluation in Infinite-Horizon Reinforcement Learning
2020/02/11 by Nathan Kallus, Angela Zhou, Kallus, Nathan +1 · 5 citations
Business, Management and Accounting · Computer Science · #Adaptive Dynamic Programming Control #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics #Supply Chain and Inventory Management
- The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the xAUC Metric
2019/02/15 by Nathan Kallus, Angela Zhou, Kallus, Nathan +1 · 4 citations
Computer Science · Economics, Econometrics and Finance · Social Sciences · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Law, Economics, and Judicial Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination
2019/06/01 by Nathan Kallus, Kallus, Nathan, Xiaojie Mao +3 · 1 voice · 4 citations
Economics, Econometrics and Finance · Mathematics · Social Sciences · #Advanced Causal Inference Techniques #Health Systems, Economic Evaluations, Quality of Life #Insurance, Mortality, Demography, Risk Management #cs.LG #math.OC #stat.ML
- Robust Fitted-Q-Evaluation and Iteration under Sequentially Exogenous Unobserved Confounders
2023/02/01 by David Bruns-Smith, Bruns-Smith, David, Angela Zhou +1 · 1 voice · 3 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Statistical Methods in Clinical Trials #cs.LG #math.OC #stat.ML
- Fairness, Welfare, and Equity in Personalized Pricing
2020/12/21 by Nathan Kallus, Kallus, Nathan, Angela Zhou +1 · 2 citations
Business, Management and Accounting · Economics, Econometrics and Finance · #Consumer Market Behavior and Pricing #Financial Literacy, Pension, Retirement Analysis #Economic theories and models
- Optimal Causal Annotations: An Application to Casenotes in Social Services
2025/02/14 by Ezinne Nwankwo, Nwankwo, Ezinne, Lauri Goldkind +3 · 1 voice · 3 citations
Computer Science · Economics, Econometrics and Finance · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.CY #cs.LG #econ.EM #stat.ME #stat.ML
- Multi-CATE: Multi-Accurate Conditional Average Treatment Effect Estimation Robust to Unknown Covariate Shifts
2024/05/28 by Christoph Kern, Michael Kim, Kern, Christoph +3 · 1 voice · 1 citation
#cs.LG #stat.ME #stat.ML