Vayanos, Phebe
- Strong Optimal Classification Trees
2021/03/29 by Sina Aghaei, Andrés Gómez, Aghaei, Sina +3 · 5 citations
Computer Science · Mathematics · Decision Sciences · #Machine Learning and Data Classification #Statistical Methods and Inference #Risk and Portfolio Optimization
- Fair Influence Maximization: A Welfare Optimization Approach
2020/06/14 by Aida Rahmattalabi, Rahmattalabi, Aida, Shahin Jabbari +13 · 4 citations
Mathematics · #Advanced Causal Inference Techniques
- Learning Optimal and Fair Decision Trees for Non-Discriminative\n Decision-Making
2019/03/25 by Sina Aghaei, Mohammad Javad Azizi, Aghaei, Sina +3 · 3 citations
Computer Science · Mathematics · Social Sciences · #Advanced Causal Inference Techniques #Adversarial Robustness in Machine Learning #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Qualitative Comparative Analysis Research
- Learning Optimal and Fair Policies for Online Allocation of Scarce Societal Resources from Data Collected in Deployment
2023/11/23 by Bill Tang, Çağıl Koçyiğit, Tang, Bill +5 · 3 citations
Health Professions · Social Sciences · #Homelessness and Social Issues #Geriatric Care and Nursing Homes #Urban, Neighborhood, and Segregation Studies
- Fairness in Contextual Resource Allocation Systems: Metrics and Incompatibility Results
2022/12/04 by Nathanael Jo, Jo, Nathanael, Bill Tang +9 · 2 citations
Social Sciences · #Computers and Society (cs.CY) #FOS: Computer and information sciences #Income, Poverty, and Inequality #Machine Learning (cs.LG)
- Learning Optimal Classification Trees: Strong Max-Flow Formulations
2020/02/21 by Sina Aghaei, Andrés Gómez, Aghaei, Sina +3 · 1 citation
Computer Science · #Machine Learning and Data Classification #Machine Learning and Algorithms #Metaheuristic Optimization Algorithms Research
- Learning Optimal Classification Trees Robust to Distribution Shifts
2023/10/26 by Nathan Justin, Justin, Nathan, Sina Aghaei +5 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Optimization and Control (math.OC)
- Learning Optimal Prescriptive Trees from Observational Data
2021/08/31 by Nathanael Jo, Sina Aghaei, Jo, Nathanael +5 · 1 citation
Mathematics · Computer Science · #Advanced Causal Inference Techniques #Explainable Artificial Intelligence (XAI) #Statistical Methods and Inference
- Learning Fair Policies for Multi-stage Selection Problems from Observational Data
2023/12/20 by Jia, Zhuangzhuang, Hanasusanto, Grani A., Vayanos, Phebe +1 · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Learning Resource Allocation Policies from Observational Data with an Application to Homeless Services Delivery
2022/01/25 by Rahmattalabi, Aida, Vayanos, Phebe, Dullerud, Kathryn +1 · 1 citation
#Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)