Emilio Parrado-Hernández

Emilio Parrado-Hernández

Associate Professor at UC3M

Posts by Collection

portfolio

publications

ART-Based Model Set for Pattern Recognition: FasArt Family

Published in In the proceedings of Neuro-fuzzy pattern recognition, 2000

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Recommended citation: GI Sainz, YA Dimitriadis, JM Cano, E G{\'o}mez, E Parrado, "ART-Based Model Set for Pattern Recognition: FasArt Family." In the proceedings of Neuro-fuzzy pattern recognition, 2000.

Growing support vector classifiers with controlled complexity

Published in Pattern Recognition, 2003

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Recommended citation: Emilio Parrado-Hern{\'a}ndez, I Mora-Jim{\'e}nez, Jeronimo Arenas-Garc{\i}a, An{\'\i}bal Figueiras-Vidal, Angel Navia-V{\'a}zquez, "Growing support vector classifiers with controlled complexity." Pattern Recognition, 2003.

On problem-oriented kernel refining

Published in Neurocomputing, 2003

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Recommended citation: Emilio Parrado-Hern{\'a}ndez, J Arenas-Garc{\i}a, Inma Mora-Jim{\'e}nez, Angel Navia-V{\'a}zquez, "On problem-oriented kernel refining." Neurocomputing, 2003.

Distributed support vector machines

Published in IEEE Transactions on Neural Networks, 2006

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Recommended citation: Angel Navia-V{\'a}zquez, D Gutierrez-Gonzalez, Emilio Parrado-Hern{\'a}ndez, JJ Navarro-Abellan, "Distributed support vector machines." IEEE Transactions on Neural Networks, 2006.

Tighter PAC-bayes bounds

Published in Advances in neural information processing systems, 2007

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Recommended citation: Amiran Ambroladze, Emilio Parrado-Hern{\'a}ndez, John Shawe-Taylor, "Tighter PAC-bayes bounds." Advances in neural information processing systems, 2007.

A new distance measure for model-based sequence clustering

Published in IEEE Transactions on Pattern Analysis & Machine Intelligence, 2008

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Recommended citation: Dar{\'\i}o Garc{\'\i}a-Garc{\'\i}a, Emilio Hern{\'a}ndez, Fernando D{\'\i}az-de, "A new distance measure for model-based sequence clustering." IEEE Transactions on Pattern Analysis & Machine Intelligence, 2008.

Music genre classification using the temporal structure of songs

Published in In the proceedings of 2010 IEEE International Workshop on Machine Learning for Signal Processing, 2010

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Recommended citation: Dar{\'\i}o Garc{\'\i}a-Garc{\'\i}a, Jer{\'o}nimo Arenas-Garc{\'\i}a, Emilio Parrado-Hern{\'a}ndez, Fernando Diaz-de-Maria, "Music genre classification using the temporal structure of songs." In the proceedings of 2010 IEEE International Workshop on Machine Learning for Signal Processing, 2010.

Low-cost model selection for SVMs using local features

Published in Engineering Applications of Artificial Intelligence, 2012

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Recommended citation: Miguel Lazaro-Gredilla, Vanessa Gomez-Verdejo, Emilio Parrado-Hern{\'a}ndez, "Low-cost model selection for SVMs using local features." Engineering Applications of Artificial Intelligence, 2012.

PAC-Bayes bounds with data dependent priors

Published in The Journal of Machine Learning Research, 2012

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Recommended citation: Emilio Parrado-Hern{\'a}ndez, Amiran Ambroladze, John Shawe-Taylor, Shiliang Sun, "PAC-Bayes bounds with data dependent priors." The Journal of Machine Learning Research, 2012.

Voxel selection in MRI through bagging and conformal analysis: application to detection of obsessive compulsive disorder

Published in In the proceedings of 2012 Second International Workshop on Pattern Recognition in NeuroImaging, 2012

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Recommended citation: Emilio Parrado-Hernandez, Vanessa Gomez-Verdejo, Manel Martinez-Ramon, John Shawe-Taylor, Pino Alonso, Jes{\'u}s Pujol, Jos{\'e} Mench{\'o}n, Narc{\'\i}s Cardoner, Carles Soriano-Mas, "Voxel selection in MRI through bagging and conformal analysis: application to detection of obsessive compulsive disorder." In the proceedings of 2012 Second International Workshop on Pattern Recognition in NeuroImaging, 2012.

Discovering brain regions relevant to obsessive–compulsive disorder identification through bagging and transduction

Published in Medical Image Analysis, 2014

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Recommended citation: Emilio Parrado-Hern{\'a}ndez, Vanessa G{\'o}mez-Verdejo, Manel Mart{\'\i}nez-Ram{\'o}n, John Shawe-Taylor, Pino Alonso, Jes{\'u}s Pujol, Jos{\'e} Mench{\'o}n, Narcis Cardoner, Carles Soriano-Mas, "Discovering brain regions relevant to obsessive--compulsive disorder identification through bagging and transduction." Medical Image Analysis, 2014.

PAC-Bayes bounds for stable algorithms with instance-dependent priors

Published in In the proceedings of Advances in Neural Information Processing Systems, 2018

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Recommended citation: Omar Rivasplata, Emilio Parrado-Hern{\'a}ndez, John Shawe-Taylor, Shiliang Sun, Csaba Szepesv{\'a}ri, "PAC-Bayes bounds for stable algorithms with instance-dependent priors." In the proceedings of Advances in Neural Information Processing Systems, 2018.

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

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