8 citations · 22 across the 5 of their papers we have counts for
5 papers
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…
PinView: Implicit Feedback in Content-Based Image Retrieval
Zakria Hussain, Arto Klami, Jussi Kujala +6
This paper describes PinView, a content-based image retrieval system that exploits implicit relevance feedback collected during a search session. PinView contains several novel met…
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}…
Currency Forecasting using Multiple Kernel Learning with Financially Motivated Features
Tristan Fletcher, Zakria Hussain, John Shawe-Taylor
Multiple Kernel Learning (MKL) is used to replicate the signal combination process that trading rules embody when they aggregate multiple sources of financial information when pred…
A Nonconformity Approach to Model Selection for SVMs
David R. Hardoon, Zakria Hussain, John Shawe-Taylor
We investigate the issue of model selection and the use of the nonconformity (strangeness) measure in batch learning. Using the nonconformity measure we propose a new training algo…