Representation and learning of context-dependent choice functions / Karlson Pfannschmidt ; 1st Reviewer: Prof. Dr. Eyke Hüllermeier, 2nd Reviewer: Prof. Dr. Heike Trautmann. Paderborn, 2024
Content
- Titlepage
- Abstract
- Contents
- Introduction
- Research Questions and Objectives
- Contributions and Potential Impact
- Thesis Outline and Reading Order
- Co-Author Contribution Statement
- Other Publications
- Preliminaries
- Three Approaches to Modeling Context-Dependent Preferences
- Utility-Based Preferences
- Generalized Utility
- Generating Preferences from Utilities
- Decomposing Generalized Utility
- Generalized Utility using Neural Networks
- Empirical Evaluation
- Conclusion and Future Work
- Subset Choices using Pareto-Embeddings
- Conclusion and Future Work
- Appendix
- Glossary
- Symbols
- Appendix
- Additional Experimental Details
- Design of the Generalization Experiment
- Synthetic Datasets
- Real-World Datasets
- Detailed Experimental Results
- List of Publications
- Bibliography