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.
PhD Thesis : A unified framework for Support Vector Machines, Multiple Kernel Learning and metric learning, University of Geneva, Computer Science Department, 2012.
Proceedings of the 30th International Conference on Machine Learning, ICML 2013, Atlanta, GA, USA, 16-21 June 2013, pp. 169–177, 2013.
PhD Thesis, University of Geneva, Computer Science Department., 2012, (ID: unige:24004).
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.
Metric Learning with Multiple Kernels Inproceedings
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.
Meta-Learning in Computational Intelligence, pp. 273–315, 2011.
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.
Margin and Radius Based Multiple Kernel Learning Inproceedings
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.