Content
Topics – Forschungsthemen
Clustering
- Subspace Clustering
- Deep Clustering
- Spectral Clustering
Process Mining
- Conformance Checking, Outliers, Anomalies
- Rule-based Recommendations, Predictions, Conformance
- Extended events (intervals), structured events
- Resource Cost and Temporal Aspects in Process Models, Prediction
- Clustering for process mining, event identification
- Stream process mining, concept drift, online learning
Remote Sensing & Imaging
- Noise-resistant and Robust Object Detection
- Weakly/semi-/unsupervised Learning
- Superresolution Networks
- Video Instance Segmentation
Graph Machine Learning
- Representation Learning on Graphs
- Graph Neural Networks
Machine Learning with limited labeled data
(Deep) Reinforcement Learning
- Resource Allocation for Riskaware Financial Investment
- Spatial Routing and Resource Collection
- Meta Reinforcement Learning and robust Policy Learning
Machine Learning with Knowledge Basis
- Knowlege Graphs Extraction and Correction
- Multihop Reasoning using Reinforcement Learning
Semi-/Supervised Natural-Language-Processing
Visit AI-beyond for research within the Research Group for Spatial Artificial Intelligence.