Topics for Master Theses at the Chair for Artificial Intelligence
Smart City / Smart Mobility
- Travel Time Prediction Using Machine Learning and Simulation Data
- Learning Optimal Pricing Policies for Parking Garages
- Extending the Mannheim Mobility Model with Individual Bike Traffic
AI for Business Process Management
- Applications of deep neural networks in Online Conformance Checking
- Accurate Business Process Simulation (BPS) models based on deep learning
- How to tackle concept drift in Predictive Process Monitoring (PPM)
Explainable and Fair Machine Learning
- Extracting Causal Models from Module Handbooks for Explainable Student Success Prediction
- Investigating Different Techniques to Improve Fairness for Tabular Data
- Data-induced Bias in Social Simulations
- Learing Causal Models from Tabular Data
Human Activity and Goal Recognition
- Reinforcement Learning for Goal Recognition
- Investigating the Difficulty of Goal Recognition Problems
- Enhancing Audio-Based Activity Recognition through Autoencoder Encoded Representations
- Activity Recognition from Audio Data in a Kitchen Scenario
- Speaker Diarization and Identification in a Meeting Scenario
Machine Learning for Supply Chain Optimization
- Integrated vs. separated optimization: theory and practice
- Leveraging deep learning to build a versatile end-to-end inventory management model
- Reinforcement learning for the vehicle routing problem
- Metaheuristics in SCM: Overview and benchmark study
- Finetuning parametrized inventory management systems
Other
- Creating eLearning Recommender Systems using NLP
- Hyperparameter Optimization for Symbolic Knowledge Graph Completion
- Applying Symbolic Knowledge Graph Completion to Inductive Link Prediction