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cs.LG2025
Elastic-Net Multiple Kernel Learning: Combining Multiple Data Sources for Prediction
Janaina Mourão-Miranda, Zakria Hussain, Konstantinos Tsirlis +2
Multiple Kernel Learning (MKL) models combine several kernels in supervised and unsupervised settings to integrate multiple data representations or sources, each represented by a d…
cs.LG2011★ 8 cited
A Note on Improved Loss Bounds for Multiple Kernel Learning
Zakria Hussain, John Shawe-Taylor, Mario Marchand
In this paper, we correct an upper bound, presented in~\cite{hs-11}, on the generalisation error of classifiers learned through multiple kernel learning. The bound in~\cite{hs-11}…