Research Interests
My research combines data-driven modeling with physical principles to develop robust and consistent system models.
Methodological Focus
- Physics-informed approaches: Physics-Informed Neural Networks (PINNs) with physical constraints; Diffusion models for the physically plausible generation of stochastic processes
- Generative models: GANs and autoencoders (VAEs/AE) for analyzing latent system states and modeling complex data distributions
- AI Agents & Autonomous Systems: Development of intelligent agents for dynamic environments; control via reinforcement learning based on Bellman and Hamilton-Jacobi-Bellman principles
- Interpretability: XAI methods for complex architectures (Transformer, EvoFormer) and for Computer Vision; Random forests as a bridge between predictive power and transparency
- NLP & statistical analysis: Syntax analysis and information extraction for pattern and anomaly detection in unstructured text data
- Data Science & Data Analysis: Exploratory data analysis, feature engineering, and statistical modeling to extract relevant patterns from complex, high-dimensional data sets
Development of hybrid models that combine physical foundations with the flexibility of neural networks – scientifically precise and consistent in content.
Topics for Theses
Theses on request - broad/induvidual topic spectrum in Data Science and Maschine Learning (AI)
Supervised Theses
| Submisson | Degree | Title |
|---|---|---|
| 2026/03 | Bachelor | Uncovering Hidden Patterns: Anomaly Detection in Histological Images Using Autoencoders and Isolation Forests |
| 2026/03 | Bachelor | The Impact of Preprocessing Pipelines on Age Classification Based on Blog Texts |
| 2026/03 | Bachelor | Automatic guitar tablatur generation using a CNN-based classification model |
| 2026/02 | Bachelor | Gated Recurrent Unit Cells for Resource Constrained Devices: Concept, Implementation and Evaluation |
| 2026/02 | Bachelor | Uncertainty and measures of confidence: A comparison of neural and probabilistic methods |
| 2026/02 | Bachelor | Neural Architecture Search – Automatic CNN Design for Medical Images |
| 2026/02 | Bachelor | Analysis and Comparison of Ensemble Learning Methods for Contract Data Quality Assessment in Automated Order Fulfillment Process |
| 2026/02 | Bachelor | Attention Mechanism for Multivariate Time Series – Interpretable Sensor Data Analysis |
| 2026/02 | Bachelor | Enhancing Cyberattack Detection through Cross-Dataset Analysis of Unsupervised Anomaly Detection Models |
| 2026/01 | Bachelor | Comparison of Dimensionality Reduction Techniques |
| 2025/12 | Master | Edge AI-Based Face Detection: Deployment and Optimization of Deep Learning Models on the ESP32-S3 Sense |
| 2025/12 | Bachelor | Simplification of Scientific Papers using RAGs in LLMs |
| 2025/10 | Bachelor | Enhancing Retail Decision Making - Interpretable Sales Forecasting using SHAP and “What if” Analysis |
| 2025/10 | Bachelor | Classification of Simulated Stenosis Degrees Using Remote Photoplethysmography and Machine Learning |
| 2025/10 | Bachelor | Architecture Meets Algorithm: Classification of Sacred Architectural Styles Using Decision Tree and DBSCAN Algorithms |
| 2025/10 | Bachelor | Fraud Analysis on Imbalanced Credit Card Data Using Resampling, Classification and Anomaly Detection |
| 2025/09 | Master | Search Engine Optimization under System Constraints: A Case Study of a Stand-up Comedy Event Website |
| 2025/08 | Bachelor | Secure CAPTCHA Generation via Stylized Symbol Synthesis with Generative AI |
| 2025/08 | Bachelor | Reassessing Classical Chinese Translation: A BERT-Based Approach with Custom Semantic Similarity Evaluation |
| 2025/08 | Bachelor | A Systematic Approach: Proposition of a Hybrid Model of CNN and ViT for Alzheimer’s Classification and Explainability |
| 2025/08 | Bachelor | Data-Driven Forecasting of Sales Commissions in Used Car Trading |
| 2025/07 | Bachelor | Data-Driven Anomaly Detection in Access Control for AI-Based Fraud Prevention |
| 2025/04 | Bachelor | Stock Price Prediction: Gaussian Processes versus Wasserstein-GANs |
| 2025/04 | Bachelor | LLM-Based Automatization of Job-Position-Matching |
| 2025/04 | Bachelor | Vision-Based Control in Real-Time Fighting Games using Deep Q-Networks |
| 2025/04 | Bachelor | Dynamic Obstacle Avoidance: Comparing Reinforcement Learning and Imitation Learning in Unity |
| 2025/03 | Bachelor | From Monkeys with Typewriters to Intelligent Agents: Word Generation with Q-Learning |
| 2025/02 | Bachelor | Explainable Transformer Architecture for Word-Level Sign Language Classification |
| 2025/01 | Bachelor | Learning Chess using Double Deep Q-Networks (DDQN) |
| 2025/01 | Bachelor | Optimal Placement of Electrical Vehicle Chargers based on Real World Historic Data: Genetic Algorithm Approach |
| 2024/12 | Bachelor | Active Semi-Supervised Learning for Improved CVD Classification |
| 2024/12 | Bachelor | Formula 1 Driving: Comparison of PPO and SAC |
| 2024/12 | Bachelor | Predicting Player Churn in League of Legends using Tree-Based Machine Learning Methods |
| 2024/11 | Bachelor | Natural Language Processing for Assigning Requirements to Verification Domains |
| 2024/09 | Bachelor | Using Transfer Learning (Fine-Tuning vs. Feature Extraction) on DistilBERT for String Matching |
| 2024/07 | Bachelor | Evaluation of the Vulnerability of the Deepfake Detector to Grad-CAM-Based Adversarial Attacks |
| 2024/07 | Bachelor | Automated Detection of Obstacles in the Cable-Channel of a Shearer Loader |
| 2024/06 | Bachelor | Feature Importance Random Forest |
| 2024/06 | Bachelor | Exploring User Interaction Metrics for Enhanced Web Content Evaluation |
| 2024/05 | Bachelor | NLP-Based Sentiment Analysis: Methods and Applications |
| 2024/05 | Bachelor | Street Lamp Area Detection through Classical Vision and Convolutional Neural Network |
| 2024/01 | Bachelor | Object Detection and Model Attention with YOLO (D-RISE) |
| 2023/12 | Bachelor | Combination of Grid Search and Random Search for More Efficient Hyperparameter Optimization of Neural Networks |
| 2023/12 | Bachelor | Transformer-Based Alignment and Parsing of Entities with Semi-Structured Documents |
* (2026/03, BA) *Uncovering Hidden Patterns: Anomaly Detection in Histological Images Using Autoencoders and Isolation Forests*
* (2026/03, BA) *The Impact of Preprocessing Pipelines on Age Classification Based on Blog Texts*
* (2026/02, BA) *Gated Recurrent Unit Cells for Resource Constrained Devices: Concept, Implementation and Evaluation*
* (2026/02,BA) *Uncertainty and measures of confidence: A comparison of neural and probabilistic methods*
* (2026/02, BA) *Neural Architecture Search – Automatic CNN Design for Medical Images*
* (2026/02, BA) *Analysis and Comparison of Ensemble Learning Methods for Contract Data Quality Assessment in Automated Order Fulfillment Process*
* (2026/02, BA) *Attention Mechanism for Multivariate Time Series – Interpretable Sensor Data Analysis*
* (2026/02, BA) *Enhancing Cyberattack Detection through Cross-Dataset Analysis of Unsupervised Anomaly Detection Models*
* (2026/01, BA) *Comparison of Dimensionality Reduction Techniques*
* (2025/12, MA) *Edge AI-Based Face Detection: Deployment and Optimization of Deep Learning Models on the ESP32-S3 Sense*
* (2025/12, BA) *Simplification of Scientific Papers using RAGs in LLMs*
* (2025/10, BA) *Enhancing Retail Decision Making - Interpretable Sales Forecasting using SHAP and "What if" Analysis*
* (2025/10, BA) *Classification of Simulated Stenosis Degrees Using Remote Photoplethysmography and Machine Learning*
* (2025/10, BA) *Architecture Meets Algorithm: Classification of Sacred Architectural Styles Using Decision Tree and DBSCAN Algorithms*
* (2025/10, BA) *Fraud Analysis on Imbalanced Credit Card Data Using Resampling, Classification and Anomaly Detection*
* (2025/09, MA) *Search Engine Optimization under System Constraints: A Case Study of a Stand-up Comedy Event Website*
* (2025/08, BA) *Secure CAPTCHA Generation via Stylized Symbol Synthesis with Generative AI*
* (2025/08, BA) *Reassessing Classical Chinese Translation: A BERT-Based Approach with Custom Semantic Similarity Evaluation*
* (2025/08, BA) *A Systematic Approach: Proposition of a Hybrid Model of CNN and ViT for Alzheimer’s Classification and Explainability*
* (2025/08, BA) *Data-Driven Forecasting of Sales Commissions in Used Car Trading*
* (2025/07, BA) *Data-Driven Anomaly Detection in Access Control for AI-Based Fraud Prevention*
* (2025/04, BA) *Stock Price Prediction: Gaussian Processes versus Wasserstein-GANs*
* (2025/04, BA) *LLM-Based Automatization of Job-Position-Matching*
* (2025/04, BA) *Vision-Based Control in Real-Time Fighting Games using Deep Q-Networks*
* (2025/04, BA) *Dynamic Obstacle Avoidance: Comparing Reinforcement Learning and Imitation Learning in Unity*
* (2025/03, BA) *From Monkeys with Typewriters to Intelligent Agents: Word Generation with Q-Learning*
* (2025/02, BA) *Explainable Transformer Architecture for Word-Level Sign Language Classification*
* (2025/01, BA) *Learning Chess using Double Deep Q-Networks (DDQN)*
* (2025/01, BA) *Optimal Placement of Electrical Vehicle Chargers based on Real World Historic Data: Genetic Algorithm Approach*
* (2024/12, BA) *Active Semi-Supervised Learning for Improved CVD Classification*
* (2024/12, BA) *Formula 1 Driving: Comparison of PPO and SAC*
* (2024/12, BA) *Predicting Player Churn in League of Legends using Tree-Based Machine Learning Methods*
* (2024/11, BA) *Natural Language Processing for Assigning Requirements to Verification Domains*
* (2024/09, BA) *Using Transfer Learning (Fine-Tuning vs. Feature Extraction) on DistilBERT for String Matching*
* (2024/07, BA) *Evaluation of the Vulnerability of the Deepfake Detector to Grad-CAM-Based Adversarial Attacks*
* (2024/07, BA) *Automated Detection of Obstacles in the Cable-Channel of a Shearer Loader*
* (2024/06, BA) *Feature Importance Random Forest*
* (2024/06, BA) *Exploring User Interaction Metrics for Enhanced Web Content Evaluation*
* (2024/05, BA) *NLP-Based Sentiment Analysis: Methods and Applications*
* (2024/05, BA) *Street Lamp Area Detection through Classical Vision and Convolutional Neural Network*
* (2024/01, BA) *Object Detection and Model Attention with YOLO (D-RISE)*
* (2023/12, BA) *Combination of Grid Search and Random Search for More Efficient Hyperparameter Optimization of Neural Networks*
* (2023/12, BA) *Transformer-Based Alignment and Parsing of Entities with Semi-Structured Documents*
Teaching
SoSe 26
WiSe 25/26
SoSe 2025
SoSe 2023
Gérald Kämmerer
Research Associate
Contact
- Phone: +49 203 37 93482
- E-Mail: gerald.kaemmerer[@uni-due.de]
Postal address
- Building BC, Room 412
- Bismarckstr. 90 47057 Duisburg, Germany
Consultation hour
By appointment