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- Huyen Do, Alexandros Kalousis, Adam Woznica, Melanie Hilario
- ECML/PKDD
- 2009

A serious drawback of kernel methods, and Support Vector Machines (SVM) in particular, is the difficulty in choosing a suitable kernel function for a given dataset. One of the approaches proposed toâ€¦ (More)

- Jun Wang, Huyen Do, Adam Woznica, Alexandros Kalousis
- NIPS
- 2011

Metric learning has become a very active research field. The most popular representativeâ€“Mahalanobis metric learningâ€“can be seen as learning a linear transformation and then computing the Euclideanâ€¦ (More)

- Melanie Hilario, Phong Nguyen, Huyen Do, Adam Woznica, Alexandros Kalousis
- Meta-Learning in Computational Intelligence
- 2011

This chapter describes a principled approach to meta-learning that has three distinctive features. First, whereas most previous work on meta-learning focused exclusively on the learning task, ourâ€¦ (More)

- Huyen Do, Alexandros Kalousis, Jun Wang, Adam Woznica
- AISTATS
- 2012

Support Vector Machines, SVMs, and the Large Margin Nearest Neighbor algorithm, LMNN, are two very popular learning algorithms with quite different learning biases. In this paper we bring them into aâ€¦ (More)

- Huyen Do, Alexandros Kalousis, Melanie Hilario
- ECML/PKDD
- 2009

The Support Vector Machine error bound is a function of the margin and radius. Standard SVM algorithms maximize the margin within a given feature space, therefore the radius is fixed and thus ignoredâ€¦ (More)

- Huyen Do, Alexandros Kalousis
- ICML
- 2013

We consider Support Vector Machines (SVMs) learned together with linear transformations of the feature spaces on which they are applied. Under this scenario the radius of the smallest data enclosingâ€¦ (More)

- Huyen Do, Alexandros Kalousis, Jun Wang, Adam Woznica
- ArXiv
- 2012

Support Vector Machines, SVMs, and the Large Margin Nearest Neighbor algorithm, LMNN, are two very popular learning algorithms with quite different learning biases. In this paper we bring them into aâ€¦ (More)

- Bach Xuan Tran, Long Hoang Nguyen, +4 authors Carl A. Latkin
- Harm reduction journal
- 2015

BACKGROUND
Smoking cessation treatment service is concerned to be a critical element in methadone maintenance treatment (MMT) in order to diminish the effect of smoke on health outcomes. To implementâ€¦ (More)

- Khurshid Alam, N Afrina Alam, +360 authors Haftay Berhane Mezgebe
- 2017

- Arash Tehrani-Banihashemi, Maziar Moradi-Lakeh, +156 authors Ali H. Mokdad
- International Journal of Public Health
- 2017

To report the burden of cardiovascular diseases (CVD) in the Eastern Mediterranean Region (EMR) during 1990â€“2015. We used the 2015 Global Burden of Disease study for estimates of mortality andâ€¦ (More)