Alberto Muñoz

According to our database, Alberto Muñoz authored at least 51 papers between 1994 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Density kernel depth for outlier detection in functional data.

Nicolás Hernández, Alberto Muñoz, Gabriel Martos

Int. J. Data Sci. Anal., October, 2023

2018

Combining Entropy Measures for Anomaly Detection.

Alberto Muñoz, Nicolás Hernández, Javier M. Moguerza, Gabriel Martos

Entropy, 2018

Entropy Measures for Stochastic Processes with Applications in Functional Anomaly Detection.

Gabriel Martos, Nicolás Hernández, Alberto Muñoz, Javier M. Moguerza

Entropy, 2018

2016

Asymmetric latent semantic indexing for gene expression experiments visualization.

Javier González, Alberto Muñoz, Gabriel Martos

J. Bioinform. Comput. Biol., 2016

Kernel Depth Measures for Functional Data with Application to Outlier Detection.

Nicolás Hernández, Alberto Muñoz

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2016, 2016

2015

Local Entropies for Kernel Selection and Outlier Detection in Functional Data.

Gabriel Martos, Alberto Muñoz

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2015

2014

Generalizing the Mahalanobis distance via density kernels.

Gabriel Martos, Alberto Muñoz, Javier González

Intell. Data Anal., 2014

2013

Functional analysis techniques to improve similarity matrices in discrimination problems.

Javier González, Alberto Muñoz

J. Multivar. Anal., 2013

A New Distance for Data Sets in a Reproducing Kernel Hilbert Space Context.

Alberto Muñoz, Gabriel Martos, Javier González

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2013

On the Generalization of the Mahalanobis Distance.

Gabriel Martos, Alberto Muñoz, Javier González

Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2013

2012

A New Distance for Probability Measures Based on the Estimation of Level Sets.

Alberto Muñoz, Gabriel Martos, Javier Arriero, Javier Gonzalez

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

2011

Cloud Computing Service for Managing Large Medical Image Data-Sets Using Balanced Collaborative Agents.

Raúl Alonso-Calvo, José Crespo, Victor Maojo, Alberto Muñoz, Miguel García-Remesal, David Pérez-Rey

Proceedings of the Advances on Practical Applications of Agents and Multiagent Systems, 2011

Cytology Imaging Segmentation Using the Locally Constrained Watershed Transform.

N. Béliz-Osorio, José Crespo, Marcial García-Rojo, Alberto Muñoz, Javier Azpiazu

Proceedings of the Mathematical Morphology and Its Applications to Image and Signal Processing, 2011

2010

Representing functional data using support vector machines.

Alberto Muñoz, Javier González

Pattern Recognit. Lett., 2010

Methods for the combination of kernel matrices within a support vector framework.

Isaac Martín de Diego, Alberto Muñoz, Javier M. Moguerza

Mach. Learn., 2010

2009

Combining Functional Data Projections for Time Series Classification.

Alberto Muñoz, Javier González

Proceedings of the Progress in Pattern Recognition, 2009

2008

Functional Learning of Kernels for Information Fusion Purposes.

Alberto Muñoz, Javier González

Proceedings of the Progress in Pattern Recognition, 2008

2007

Spectral Measures for Kernel Matrices Comparison.

Javier González, Alberto Muñoz

Proceedings of the Artificial Neural Networks, 2007

Joint Diagonalization of Kernels for Information Fusion.

Alberto Muñoz, Javier González

Proceedings of the Progress in Pattern Recognition, 2007

Monitoring Nonlinear Profiles Using Support Vector Machines.

Javier M. Moguerza, Alberto Muñoz, Stelios Psarakis

Proceedings of the Progress in Pattern Recognition, 2007

2006

Estimation of High-Density Regions Using One-Class Neighbor Machines.

Alberto Muñoz, Javier M. Moguerza

IEEE Trans. Pattern Anal. Mach. Intell., 2006

From Indefinite to Positive Semi-Definite Matrices.

Alberto Muñoz, Isaac Martín de Diego

Proceedings of the Structural, 2006

On the Fusion of Polynomial Kernels for Support Vector Classifiers.

Isaac Martín de Diego, Javier M. Moguerza, Alberto Muñoz

Proceedings of the Intelligent Data Engineering and Automated Learning, 2006

Kernel Procrustes.

Isaac Martín de Diego, Alberto Muñoz

Proceedings of the 18th International Conference on Pattern Recognition (ICPR 2006), 2006

Alternatives to Parameter Selection for Kernel Methods.

Alberto Muñoz, Isaac Martín de Diego, Javier M. Moguerza

Proceedings of the Artificial Neural Networks, 2006

Local Linear Approximation for Kernel Methods: The Railway Kernel.

Alberto Muñoz, Javier González, Isaac Martín de Diego

Proceedings of the Progress in Pattern Recognition, 2006

Fusion of Gaussian Kernels Within Support Vector Classification.

Javier M. Moguerza, Alberto Muñoz, Isaac Martín de Diego

Proceedings of the Progress in Pattern Recognition, 2006

3D Navigable Interface for Interactive Movie Gormenghast Explore.

Julia Sussner, Ludvig Lohse, Maureen Thomas, Gustavo Garcia, Isabel Alonso, Alberto Muñoz

Proceedings of the Second International Conference on Automated Production of Cross Media Content for Multi-Channel Distribution, 2006

2005

Visualizing asymmetric proximities with SOM and MDS models.

Manuel Martín-Merino, Alberto Muñoz

Neurocomputing, 2005

Extending the SOM Algorithm to Visualize Word Relationships.

Manuel Martín-Merino, Alberto Muñoz

Proceedings of the Advances in Intelligent Data Analysis VI, 2005

Building Smooth Neighbourhood Kernels via Functional Data Analysis.

Alberto Muñoz, Javier M. Moguerza

Proceedings of the Artificial Neural Networks: Formal Models and Their Applications, 2005

A Naive Solution to the One-Class Problem and Its Extension to Kernel Methods.

Alberto Muñoz, Javier M. Moguerza

Proceedings of the Progress in Pattern Recognition, 2005

2004

Improving Support Vector Classification via the Combination of Multiple Sources of Information.

Javier M. Moguerza, Alberto Muñoz, Isaac Martín de Diego

Proceedings of the Structural, 2004

Solving the One-Class Problem Using Neighbourhood Measures.

Javier M. Moguerza, Alberto Muñoz

Proceedings of the Structural, 2004

Combining Kernel Information for Support Vector Classification.

Isaac Martín de Diego, Javier M. Moguerza, Alberto Muñoz

Proceedings of the Multiple Classifier Systems, 5th International Workshop, 2004

A New Sammon Algorithm for Sparse Data Visualization.

Manuel Martín-Merino, Alberto Muñoz

Proceedings of the 17th International Conference on Pattern Recognition, 2004

A New MDS Algorithm for Textual Data Analysis.

Manuel Martín-Merino, Alberto Muñoz

Proceedings of the Neural Information Processing, 11th International Conference, 2004

Extending the SOM Algorithm to Non-Euclidean Distances via the Kernel Trick.

Manuel Martín-Merino, Alberto Muñoz

Proceedings of the Neural Information Processing, 11th International Conference, 2004

Representing hierarchical relationships using a modified Asymmetric SOM Algorithm.

Manuel Martín-Merino, Alberto Muñoz

Proceedings of the 12th European Symposium on Artificial Neural Networks, 2004

One-Class Support Vector Machines and Density Estimation: The Precise Relation.

Alberto Muñoz, Javier M. Moguerza

Proceedings of the Progress in Pattern Recognition, 2004

2003

Combining Support Vector Machines and ARTMAP Architectures for Natural Classification.

Alberto Muñoz, Javier M. Moguerza

Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2003

Support Vector Machine Classifiers for Asymmetric Proximities.

Alberto Muñoz, Isaac Martín de Diego, Javier M. Moguerza

Proceedings of the Artificial Neural Networks and Neural Information Processing, 2003

Visualizing asymmetric proximities with MDS models.

Alberto Muñoz, Manuel Martín-Merino

Proceedings of the 11th European Symposium on Artificial Neural Networks, 2003

2002

Detecting the Number of Clusters Using a Support Vector Machine Approach.

Javier M. Moguerza, Alberto Muñoz, Manuel Martín-Merino

Proceedings of the Artificial Neural Networks, 2002

2001

Self Organizing Map and Sammon Mapping for Asymmetric Proximities.

Manuel Martín-Merino, Alberto Muñoz

Proceedings of the Artificial Neural Networks, 2001

2000

Increasing relevance of memory hardware errors: a case for recoverable programming models.

Dejan S. Milojicic, Alan Messer, James Shau, Guangrui Fu, Alberto Muñoz

Proceedings of the 9th ACM SIGOPS European Workshop, 2000

1999

IPR techniques applied to a multimedia environment in the HYPERMEDIA project.

Alberto Muñoz, Arturo Ribagorda, José M. Sierra

Proceedings of the Security and Watermarking of Multimedia Contents, 1999

1998

Self-organizing maps for outlier detection.

Alberto Muñoz, Jorge Muruzábal

Neurocomputing, 1998

1997

Compound Key Word Generation from Document Databases Using A Hierarchical Clustering ART Model.

Alberto Muñoz

Intell. Data Anal., 1997

1996

Creating Term Associations Using a Hierarchical ART Architecture.

Alberto Muñoz

Proceedings of the Artificial Neural Networks, 1996

1994

Diffuse Pattern Learning with Fuzzy ARTMAP and PASS.

Jorge Muruzábal, Alberto Muñoz

Proceedings of the Parallel Problem Solving from Nature, 1994