Phebe Vayanos

1. Learning Optimal and Fair Decision Trees for Non-Discriminative\n Decision-Making
   2019/03/25 by Sina Aghaei, Aghaei, Sina, Mohammad Javad Azizi +3 · 5 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
2. Strong Optimal Classification Trees
   2021/03/29 by Sina Aghaei, Aghaei, Sina, Andrés Gómez +3 · 5 citations
   Computer Science · Mathematics · Decision Sciences · #Machine Learning and Data Classification #Statistical Methods and Inference #Risk and Portfolio Optimization
3. Fair Influence Maximization: A Welfare Optimization Approach
   2020/06/14 by Aida Rahmattalabi, Shahin Jabbari, Rahmattalabi, Aida +13 · 4 citations
   Mathematics · #Advanced Causal Inference Techniques
4. Learning Optimal and Fair Policies for Online Allocation of Scarce Societal Resources from Data Collected in Deployment
   2023/11/23 by Bill Tang, Tang, Bill, Çağıl Koçyiğit +5 · 3 citations
   Health Professions · Social Sciences · #Homelessness and Social Issues #Geriatric Care and Nursing Homes #Urban, Neighborhood, and Segregation Studies
5. Fairness in Contextual Resource Allocation Systems: Metrics and Incompatibility Results
   2022/12/04 by Nathanael Jo, Bill Tang, Jo, Nathanael +9 · 2 citations
   Social Sciences · #Computers and Society (cs.CY) #FOS: Computer and information sciences #Income, Poverty, and Inequality #Machine Learning (cs.LG)
6. Learning Optimal Classification Trees: Strong Max-Flow Formulations
   2020/02/21 by Sina Aghaei, Aghaei, Sina, Andrés Gómez +3 · 1 citation
   Computer Science · #Machine Learning and Data Classification #Machine Learning and Algorithms #Metaheuristic Optimization Algorithms Research
7. Learning Optimal Classification Trees Robust to Distribution Shifts
   2023/10/26 by Nathan Justin, Sina Aghaei, Justin, Nathan +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)
8. Learning Optimal Prescriptive Trees from Observational Data
   2021/08/31 by Nathanael Jo, Jo, Nathanael, Sina Aghaei +5 · 1 citation
   Mathematics · Computer Science · #Advanced Causal Inference Techniques #Explainable Artificial Intelligence (XAI) #Statistical Methods and Inference