PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Silvia Chiappa

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Number of EPrints submitted by this user: 10

HMM and IOHMM Modeling of EEG Rhythms for Asynchronous BCI Systems
Silvia Chiappa and Samy Bengio
In: European Symposium on Artificial Neural Networks (ESANN), 27-29 April 2004, Bruges, Belgium.

Sequence Classification with Input-Output Hidden Markov Models
Silvia Chiappa and Samy Bengio
(2004) Technical Report. IDIAP Research Institute, Martigny, Switzerland.

Generative Independent Component Analysis for EEG Classification
Silvia Chiappa and David Barber
In: ESANN 2005, 27-29 April 2005, Bruges, Belgium.

Generative Temporal ICA for Classification in Asynchronous BCI Systems
Silvia Chiappa and David Barber
In: 2nd International IEEE EMBS Conference On Neural Engineering, 16-19 March 2005, Washington DC, USA.

EEG Classification using Generative Independent Component Analysis
Silvia Chiappa and David Barber
NEUROCOMPUTING 2005.

Bayesian Factorial Linear Gaussian State-Space Models for Biosignal Decomposition
Silvia Chiappa and David Barber
Signal Processing Letters 2007.

Analysis and Classification of EEG Signals using Probabilistic Models for Brain Computer Interfaces
Silvia Chiappa
(2006) PhD thesis, Ecole Polytechnique Fédérale de Lausanne.

Unified Inference for Variational Bayesian Linear Gaussian State-Space Models
David Barber and Silvia Chiappa
In: 20th Conference on Neural Information Processing Systems, 4-7 Dec 2006, Vancouver, Canada.

Dirichlet Mixtures of Bayesian Linear Gaussian State-Space Models: a Variational Approach
Silvia Chiappa and David Barber
(2007) Technical Report. Max-Planck Istitute for Biological Cybernetics, Tuebingen, Germany.

Output Grouping using Dirichlet Mixtures of Linear Gaussian State-Space Models
Silvia Chiappa and David Barber
In: 5th International Symposium on Image and Signal Processing and Analysis, 27-29 September 2007, Istanbul, Turkey.