Ustun, Berk
- Predictive Multiplicity in Classification
2019/09/14 by Marx, Charles T., Calmon, Flavio du Pin, Ustun, Berk · 17 citations
#Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Repairing without Retraining: Avoiding Disparate Impact with\n Counterfactual Distributions
2019/01/29 by Hao Wang, Berk Ustun, Wang, Hao +3 · 8 citations
Computer Science · Social Sciences · #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
- Predictive Multiplicity in Probabilistic Classification
2022/06/02 by Jamelle Watson-Daniels, Watson-Daniels, Jamelle, David C. Parkes +3 · 5 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Statistical Methods and Inference
- Concept Bottleneck Large Language Models
2024/12/11 by Chung-En Sun, Sun, Chung-En, Tuomas Oikarinen +5 · 11 citations
Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Predictive Churn with the Set of Good Models
2024/02/12 by Jamelle Watson-Daniels, Watson-Daniels, Jamelle, Flávio P. Calmon +9 · 4 citations
Business, Management and Accounting · Decision Sciences · #Customer churn and segmentation #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG)
- Learning Optimal Predictive Checklists
2021/12/02 by Zhang, Haoran, Morris, Quaid, Ustun, Berk +1 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse
2024/10/29 by Harry Cheon, Cheon, Harry, Anneke Wernerfelt +5 · 1 voice · 3 citations
Computer Science · #Explainable Artificial Intelligence (XAI)
- Supersparse Linear Integer Models for Interpretable Classification
2013/06/27 by Ustun, Berk, Tracà, Stefano, Rudin, Cynthia · 1 citation
#Applications (stat.AP) #FOS: Computer and information sciences #Machine Learning (stat.ML)
- Methods and Models for Interpretable Linear Classification
2014/05/16 by Ustun, Berk, Rudin, Cynthia · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Explanations are a Means to an End: Decision Theoretic Explanation Evaluation
2025/06/28 by Ziyang Guo, Hullman, Jessica, Berk Ustun +3 · 2 voices · 1 citation
Computer Science · Neuroscience · #Adversarial Robustness in Machine Learning #Embodied and Extended Cognition #Explainable Artificial Intelligence (XAI) #cs.AI #stat.ML