Publications
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2024
- Data with Density-Based Clusters: A Generator for Systematic Evaluation of Clustering AlgorithmsMachine Learning and Knowledge Discovery in Databases: Research Track. ECML PKDD 2024, Vilnius, Lithuania, September 9-13, 2024.
- Effects of Similarity Measures and Assignment Methods on Mode Pairing for the Application of Timber PlatesInternational Conference on Noise and Vibration Engineering (ISMA-USD-2024) , 2024.[URL]
- Text-Guided Alternative Image ClusteringProceedings of the 9th Workshop on Representation Learning for NLP (RepL4NLP-2024), 2024.
- Clustering in Transformed Feature Spaces by Analyzing Distinct ModesDissertation at Ludwig-Maximilians-Universität München, Germany, 2024.[DOI]
2023
- Benchmarking Deep Clustering Algorithms With ClustPyIEEE International Conference on Data Mining Workshops, ICDMW 2023, Shanghai, China, December 4, 2023.
- Application of Deep Clustering AlgorithmsProceedings of the 32nd ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, United Kingdom, October 21-25, 2023.
- Non-Redundant Image Clustering of Early Medieval Glass Beads10th IEEE International Conference on Data Science and Advanced Analytics, DSAA 2023, Thessaloniki, Greece, October 9-13, 2023.
- k-SubMix: Common Subspace Clustering on Mixed-Type DataMachine Learning and Knowledge Discovery in Databases: Research Track. ECML PKDD 2023, Turin, Italy, September 18-22, 2023.
- Extension of the Dip-test Repertoire - Efficient and Differentiable p-value Calculation for ClusteringProceedings of the 2023 SIAM International Conference on Data Mining, SDM 2023, Minneapolis-St. Paul Twin Cities, MN, USA, April 27-29, 2023.
2022
- The DipEncoder: Enforcing Multimodality in AutoencodersKDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14-18, 2022, ACM, 2022.
- Automatic Parameter Selection for Non-Redundant ClusteringProceedings of the 2022 SIAM International Conference on Data Mining, SDM 2022, Alexandria, VA, USA, April 28-30, 2022.
2021
- Dip-based Deep Embedded Clustering with k-EstimationKDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Virtual Event, Singapore, August 14-18, 2021.