Former Members

Dr.
Huyen Do

Bio

Huyen Do did her PhD in machine learning in the department of Computer Science of the University of Geneva under the supervision of Alexandros Kalousis. Her research focused on support vector machines, kernel and metric learning. She is currently with Amazon Alexa.

Research

PhD Thesis : A unified framework for Support Vector Machines, Multiple Kernel Learning and metric learning, University of Geneva, Computer Science Department, 2012.

Publications

2013

Convex formulations of radius-margin based Support Vector Machines Inproceedings

Do, Huyen; Kalousis, Alexandros

Proceedings of the 30th International Conference on Machine Learning, ICML 2013, Atlanta, GA, USA, 16-21 June 2013, pp. 169–177, 2013.

Links | BibTeX

2012

A unified framework for Support Vector Machines, Multiple Kernel Learning and metric learning PhD Thesis

Do, Huyen

PhD Thesis, University of Geneva, Computer Science Department., 2012, (ID: unige:24004).

Abstract | Links | BibTeX

A metric learning perspective of SVM: on the relation of LMNN and SVM Inproceedings

Do, Huyen; Kalousis, Alexandros; Wang, Jun; Woznica, Adam

Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, AISTATS 2012, La Palma, Canary Islands, April 21-23, 2012, pp. 308–317, 2012.

Links | BibTeX

2011

Metric Learning with Multiple Kernels Inproceedings

Wang, Jun; Do, Huyen; Woznica, Adam; Kalousis, Alexandros

Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, Granada, Spain., pp. 1170–1178, 2011.

Links | BibTeX

Ontology-Based Meta-Mining of Knowledge Discovery Workflows Incollection

Hilario, Melanie; Nguyen, Phong; Do, Huyen; Woznica, Adam; Kalousis, Alexandros

Meta-Learning in Computational Intelligence, pp. 273–315, 2011.

Links | BibTeX

2009

Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs Inproceedings

Do, Huyen; Kalousis, Alexandros; Hilario, Melanie

Machine Learning and Knowledge Discovery in Databases, European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part I, pp. 315–329, 2009.

Links | BibTeX

Margin and Radius Based Multiple Kernel Learning Inproceedings

Do, Huyen; Kalousis, Alexandros; Woznica, Adam; Hilario, Melanie

Machine Learning and Knowledge Discovery in Databases, European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part I, pp. 330–343, 2009.

Links | BibTeX