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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
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Emilio Parrado-Hernández
About me
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Posts
Future Blog Post
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Blog Post number 4
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Blog Post number 1
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portfolio
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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.
Study of distributed learning as a solution to category proliferation in Fuzzy ARTMAP based neural systems
Published in Neural Networks, 2003
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Recommended citation: Emilio Parrado-Hern{\'a}ndez, Eduardo G{\'o}mez-S{\'a}nchez, Yannis Dimitriadis, "Study of distributed learning as a solution to category proliferation in Fuzzy ARTMAP based neural systems." Neural Networks, 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.
Support vector machine interpretation
Published in Neurocomputing, 2006
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Recommended citation: A Navia-V{\'a}zquez, E Parrado-Hern{\'a}ndez, "Support vector machine interpretation." Neurocomputing, 2006.
The interplay of optimization and machine learning research
Published in The Journal of Machine Learning Research, 2006
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Recommended citation: Kristin Bennett, Emilio Parrado-Hern{\'a}ndez, "The interplay of optimization and machine learning research." The Journal of Machine Learning Research, 2006.
Complexity of pattern classes and the Lipschitz property
Published in Theoretical Computer Science, 2007
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Recommended citation: Amiran Ambroladze, Emilio Parrado-Hern{\'a}ndez, John Shawe-Taylor, "Complexity of pattern classes and the Lipschitz property." Theoretical Computer Science, 2007.
The Interplay of Optimization and Machine Learning Research (Special Topic on Machine Learning and Optimization)
Published in JOURNAL OF MACHINE LEARNING RESEARCH, 2007
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Recommended citation: KP Bennett, E Parrado-Hernandez, "The Interplay of Optimization and Machine Learning Research (Special Topic on Machine Learning and Optimization)." JOURNAL OF MACHINE LEARNING RESEARCH, 2007.
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.
Paper Title Number 1
Published in Journal 1, 2009
This paper is about the number 1. The number 2 is left for future work.
Recommended citation: Your Name, You. (2009). "Paper Title Number 1." Journal 1. 1(1). http://academicpages.github.io/files/paper1.pdf
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.
Paper Title Number 2
Published in Journal 1, 2010
This paper is about the number 2. The number 3 is left for future work.
Recommended citation: Your Name, You. (2010). "Paper Title Number 2." Journal 1. 1(2). http://academicpages.github.io/files/paper2.pdf
State-space dynamics distance for clustering sequential data
Published in Pattern Recognition, 2011
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Recommended citation: Dar{\'\i}o Garc{\'\i}a-Garc{\'\i}a, Emilio Parrado-Hern{\'a}ndez, Fernando Diaz-de-Maria, "State-space dynamics distance for clustering sequential data." Pattern Recognition, 2011.
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.
Paper Title Number 3
Published in Journal 1, 2015
This paper is about the number 3. The number 4 is left for future work.
Recommended citation: Your Name, You. (2015). "Paper Title Number 3." Journal 1. 1(3). http://academicpages.github.io/files/paper3.pdf
Multiple partial discharge source discrimination with multiclass support vector machines
Published in Expert Systems with Applications, 2016
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Recommended citation: Guillermo Robles, Emilio Parrado-Hern{\'a}ndez, Jorge Ardila-Rey, Juan Mart{\'\i}nez-Tarifa, "Multiple partial discharge source discrimination with multiclass support vector machines." Expert Systems with Applications, 2016.
A novel framework for parsimonious multivariate analysis
Published in Pattern Recognition, 2017
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Recommended citation: Sergio Mu{\~n}oz-Romero, Vanessa G{\'o}mez-Verdejo, Emilio Parrado-Hern{\'a}ndez, "A novel framework for parsimonious multivariate analysis." Pattern Recognition, 2017.
Detection of Partial Discharge Sources Using UHF Sensors and Blind Signal Separation
Published in Sensors, 2017
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Recommended citation: Carlos Boya, Guillermo Robles, Emilio Parrado-Hern{\'a}ndez, Marta Ruiz-Llata, "Detection of Partial Discharge Sources Using UHF Sensors and Blind Signal Separation." Sensors, 2017.
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.
Partial Discharge Spectral Characterization in HF, VHF and UHF Bands Using Particle Swarm Optimization
Published in Sensors, 2018
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Recommended citation: Guillermo Robles, Jos{\'e} Fresno, Juan Mart{\'\i}nez-Tarifa, Jorge Ardila-Rey, Emilio Parrado-Hern{\'a}ndez, "Partial Discharge Spectral Characterization in HF, VHF and UHF Bands Using Particle Swarm Optimization." Sensors, 2018.
Robust Condition Assessment of Electrical Equipment with One Class Support Vector Machines Based on the Measurement of Partial Discharges
Published in Energies, 2018
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Recommended citation: Emilio Parrado-Hern{\'a}ndez, Guillermo Robles, Jorge Ardila-Rey, Juan Mart{\'\i}nez-Tarifa, "Robust Condition Assessment of Electrical Equipment with One Class Support Vector Machines Based on the Measurement of Partial Discharges." Energies, 2018.
Sign-consistency based variable importance for machine learning in brain imaging
Published in Neuroinformatics, 2019
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Recommended citation: Vanessa Gomez-Verdejo, Emilio Parrado-Hernandez, Jussi Tohka, "Sign-consistency based variable importance for machine learning in brain imaging." Neuroinformatics, 2019.
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
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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