Cross-Validation Approach to Evaluate Clustering Algorithms: An Experimental Study Using Multi-Label Datasets

Author:

Tarekegn Adane Nega,Michalak Krzysztof,Giacobini Mario

Publisher

Springer Science and Business Media LLC

Reference43 articles.

1. Ben-David S, Von Luxburg U. Relating clustering stability to properties of cluster boundaries. In: 21st Annual Conference on Learning Theory, COLT 2008. 2008.

2. Bengio Y, et al. Representation learning: a review and new perspectives. IEEE Trans Pattern Anal Mach Intell. 2013;35(8):1798–828. https://doi.org/10.1109/TPAMI.2013.50.

3. Caliñski T, Harabasz J. A Dendrite method foe cluster analysis. Commun Stat. 1974. https://doi.org/10.1080/03610927408827101.

4. Chakraborty S et al. Entropy regularized power k-means clustering. 23rd International Conference on Artificial Intelligence and Statistics (AISTATS 2020), Palermo, Italy; 2020. http://arxiv.org/abs/2001.03452.

5. Chakraborty S, Das S. K-Means clustering with a new divergence-based distance metric: convergence and performance analysis. Pattern Recogn Lett. 2017. https://doi.org/10.1016/j.patrec.2017.09.025.

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