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Biography
Research
Publications
Software
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Publications
Why I want to attend the summer school:
Olier, I. and Vellido, A., (2007) A Variational Formulation for GTM Through Time: Theoretical Foundations. Tech. Report LSI-07-38-R, Technical University of Catalonia (UPC).
Olier, I. and Vellido, A., (2007) Variational GTM. The 8th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL'07). Lect. Notes Comput. Sc. Vol 4881, 77-86.
Olier, I. and Vellido, A., (2007) A variational Bayesian formulation for GTM: Theoretical foundations. Tech. Report LSI-07-33-R, Technical University of Catalonia (UPC).
Olier, I. and Vellido, A., (2006) Time
Series Relevance Determination through a topology-constrained Hidden
Markov Model. In Proc. of the 7th International Conference on
Intelligent Data Engineering and Automated Learning (IDEAL), Burgos,
Spain. LNCS Vol.4224, 40-47.
Olier, I. and Vellido, A., (2006)
Capturing the dynamics of multivariate time series through
visualization using Generative Topographic Mapping Through Time. In
Proc. of the IEEE ICEIS'06, Islamabad, Pakistan, 492-497. (Available
in Technical
Report LSI-05-52-R, Universitat Politècnica de
Catalunya (UPC), Barcelona, Spain)
Olier,
I. and Vellido, A., (2005) Comparative assessment of the robustness
of missing data imputation through Generative Topographic Mapping,
In Cabestany, J., Prieto, A., and Sandoval, F. (Eds.) Proc. of
the IWANN 2005, Vilanova i la Geltru, Barcelona, Spain. LNCS
Vol.3512, 787-794.
Olier, I., and Vellido, A. (2004) Assessing the robustness of missing
data imputation through Generative Topographic Mapping.
ACIA Newsletter, 31, 14-20.
Vellido, A., Olier, I., Martí, E.,
Comas, J., and Roda, I. STREAMES Project: Exploration of the
ecological state of the Mediterranean rivers using Generative
Topographic Mapping. In: ECAI/BESAI'04 Workshop, Valencia, Spain.
2004.
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