Sale, Yusuf

1. Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning: Are Conditional Entropy and Mutual Information Appropriate Measures?
   2022/09/07 by Wimmer, Lisa, Sale, Yusuf, Hofman, Paul +2 · 23 citations
   Computer Science · Materials Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
2. Label-wise Aleatoric and Epistemic Uncertainty Quantification
   2024/06/04 by Sale, Yusuf, Hofman, Paul, Löhr, Timo +3 · 6 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Quantifying Aleatoric and Epistemic Uncertainty with Proper Scoring Rules
   2024/04/18 by Paul Hofman, Yusuf Sale, Hofman, Paul +3 · 6 citations
   Computer Science · #AI-based Problem Solving and Planning #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Semantic Web and Ontologies
4. Second-Order Uncertainty Quantification: Variance-Based Measures
   2023/12/30 by Yusuf Sale, Sale, Yusuf, Paul Hofman +7 · 3 citations
   Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Statistical and Computational Modeling
5. Second-Order Uncertainty Quantification: A Distance-Based Approach
   2023/12/02 by Sale, Yusuf, Bengs, Viktor, Caprio, Michele +1 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Is the Volume of a Credal Set a Good Measure for Epistemic Uncertainty?
   2023/06/16 by Yusuf Sale, Michele Caprio, Sale, Yusuf +3 · 2 citations
   Computer Science · #Computational Drug Discovery Methods #Machine Learning and Data Classification #Topological and Geometric Data Analysis
7. Conformal Prediction in Hierarchical Classification with Constrained Representation Complexity
   2025/01/31 by Mortier, Thomas, Javanmardi, Alireza, Sale, Yusuf +2 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. Conformal Prediction with Partially Labeled Data
   2023/06/01 by Javanmardi, Alireza, Sale, Yusuf, Hofman, Paul +1 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
9. Explaining Bayesian Optimization by Shapley Values Facilitates Human-AI Collaboration
   2024/03/07 by Julian Rodemann, Federico Croppi, Rodemann, Julian +17 · 1 citation
   Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Ethics and Social Impacts of AI
10. A Novel Bayes' Theorem for Upper Probabilities
    2023/07/13 by Michele Caprio, Yusuf Sale, Caprio, Michele +5 · 1 citation
    Computer Science · Engineering · #68T37 #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
11. An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression
    2025/04/25 by Christopher Bülte, Bülte, Christopher, Yusuf Sale +9 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
12. Conformal Prediction Regions are Imprecise Highest Density Regions
    2025/02/10 by Michele Caprio, Caprio, Michele, Yusuf Sale +3 · 2 citations
    Computer Science · #Neural Networks and Applications