no code implementations • 2 Oct 2014 • Zakria Hussain, Arto Klami, Jussi Kujala, Alex P. Leung, Kitsuchart Pasupa, Peter Auer, Samuel Kaski, Jorma Laaksonen, John Shawe-Taylor
It then retrieves images with a specialized online learning algorithm that balances the tradeoff between exploring new images and exploiting the already inferred interests of the user.
no code implementations • 30 Jun 2011 • 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.
no code implementations • NeurIPS 2008 • Zakria Hussain, John S. Shawe-Taylor
We analyse matching pursuit for kernel principal components analysis by proving that the sparse subspace it produces is a sample compression scheme.