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cs.LG2025
Accelerating Spectral Clustering under Fairness Constraints
Francesco Tonin, Alex Lambert, Johan A. K. Suykens +1
Fairness of decision-making algorithms is an increasingly important issue. In this paper, we focus on spectral clustering with group fairness constraints, where every demographic g…
cs.LG2023
Extending Kernel PCA through Dualization: Sparsity, Robustness and Fast Algorithms
Francesco Tonin, Alex Lambert, Panagiotis Patrinos +1
The goal of this paper is to revisit Kernel Principal Component Analysis (KPCA) through dualization of a difference of convex functions. This allows to naturally extend KPCA to mul…