Collin Leiber

Postdoctoral Researcher
Postdoctoral Researcher
T313 Dept. Computer Science
Full researcher profile
https://research.aalto.fi/...

Publications

Data with Density-Based Clusters : A Generator for Systematic Evaluation of Clustering Algorithms

Philipp Jahn, Christian M.M. Frey, Anna Beer, Collin Leiber, Thomas Seidl 2024 Machine Learning and Knowledge Discovery in Databases. Research Track - European Conference, ECML PKDD 2024, Proceedings

Extension of the Dip-test Repertoire - Efficient and Differentiable p-value Calculation for Clustering

Lena G.M. Bauer, Collin Leiber, Christian Böhm, Claudia Plant 2023 2023 SIAM International Conference on Data Mining, SDM 2023

k-SubMix : Common Subspace Clustering on Mixed-Type Data

Mauritius Klein, Collin Leiber, Christian Böhm 2023 Machine Learning and Knowledge Discovery in Databases

Application of Deep Clustering Algorithms

Collin Leiber, Claudia Plant, Lukas Miklautz, Christian Böhm 2023 CIKM 2023 - Proceedings of the 32nd ACM International Conference on Information and Knowledge Management

Benchmarking Deep Clustering Algorithms With ClustPy

Collin Leiber, Lukas Miklautz, Claudia Plant, Christian Bohm 2023 Proceedings - 23rd IEEE International Conference on Data Mining Workshops, ICDMW 2023

Non-Redundant Image Clustering of Early Medieval Glass Beads

Lukas Miklautz, Andrii Shkabrii, Collin Leiber, Bendeguz Tobias, Benedict Seidl, Elisabeth Weissensteiner, Andreas Rausch, Christian Bohm, Claudia Plant 2023 2023 IEEE 10th International Conference on Data Science and Advanced Analytics, DSAA 2023 - Proceedings

Automatic Parameter Selection for Non-Redundant Clustering

Collin Leiber, Dominik Mautz, Claudia Plant, Christian Böhm 2022 Proceedings of the 2022 SIAM International Conference on Data Mining, SDM 2022

The DipEncoder : Enforcing Multimodality in Autoencoders

Collin Leiber, Lena G.M. Bauer, Michael Neumayr, Claudia Plant, Christian Böhm 2022 KDD 2022 - Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Dip-based Deep Embedded Clustering with k-Estimation

Collin Leiber, Lena G.M. Bauer, Benjamin Schelling, Christian Böhm, Claudia Plant 2021 KDD 2021 - Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining