Augustin, Thomas

1. Approximately Bayes-Optimal Pseudo Label Selection
   2023/02/17 by Rodemann, Julian, Goschenhofer, Jann, Dorigatti, Emilio +2 · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
2. Accounting for Gaussian Process Imprecision in Bayesian Optimization
   2021/11/16 by Julian Rodemann, Rodemann, Julian, Thomas Augustin +1 · 2 citations
   Computer Science · #Gaussian Processes and Bayesian Inference #Advanced Multi-Objective Optimization Algorithms #Machine Learning and Data Classification
3. Statistical Multicriteria Benchmarking via the GSD-Front
   2024/06/06 by Jansen, Christoph, Schollmeyer, Georg, Rodemann, Julian +2 · 4 citations
   #62G05 #62G09 #62G10 #62G35 #FOS: Computer and information sciences #G.3 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
4. Explaining Bayesian Optimization by Shapley Values Facilitates Human-AI Collaboration
   2024/03/07 by Julian Rodemann, Federico Croppi, Rodemann, Julian +17 · 2 citations
   Computer Science · Social Sciences · #Explainable Artificial Intelligence (XAI) #Ethics and Social Impacts of AI
5. Statistical Comparisons of Classifiers by Generalized Stochastic Dominance
   2022/09/05 by Christoph Jansen, Jansen, Christoph, Malte Nalenz +5 · 2 citations
   Computer Science · Decision Sciences · #62C05 #62G10 #Bayesian Modeling and Causal Inference #Decision-Making and Behavioral Economics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Multi-Criteria Decision Making
6. Information efficient learning of complexly structured preferences: Elicitation procedures and their application to decision making under uncertainty
   2021/10/19 by Jansen, Christoph, Blocher, Hannah, Augustin, Thomas +1 · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Methodology (stat.ME)
7. A Statistical Case Against Empirical Human-AI Alignment
   2025/02/20 by Julian Rodemann, Esteban Garces Arias, Rodemann, Julian +7 · 4 citations
   Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Other Statistics (stat.OT)
8. Multi-Target Decision Making under Conditions of Severe Uncertainty
   2022/12/13 by Jansen, Christoph, Schollmeyer, Georg, Augustin, Thomas · 2 citations
   #91-10 #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Economics and business #G.3 #Methodology (stat.ME) #Theoretical Economics (econ.TH)