A. Muñoz

发表

Support Vector Machines with Applications

Javier M. Moguerza, A. Muñoz, 2006, math/0612817.

On the combination of kernels for support vector classifiers

Javier M. Moguerza, Isaac Martín de Diego, A. Muñoz, 2005 .

Representing functional data in reproducing Kernel Hilbert Spaces with applications to clustering and classification

A. Muñoz, Javier González, 2010 .

Rejoinder to "Support Vector Machines with Applications"

Javier M. Moguerza, A. Muñoz, Alberto Munoz, 2006 .

Level Sets Based Distances for Probability Measures and Ensembles with Applications

A. Muñoz, Javier Gonz'alez, Gabriel Martos, 2015, 1504.01664.

A. Muñoz, 2002 .

Support Vector Machines with Applications

Javier M. Moguerza, A. Muñoz, 2006, math/0612817.

Alternatives to Parameter Selection for Kernel Methods

Javier M. Moguerza, Isaac Martín de Diego, A. Muñoz, 2006, ICANN.

Support Vector Machines with Applications

Javier M. Moguerza, A. Muñoz, 2006, math/0612817.

Representing functional data using support vector machines

Javier González, Alberto Muñoz, A. Muñoz, 2008, Pattern Recognit. Lett..

Monitoring Nonlinear Profiles Using Support Vector Machines

Javier M. Moguerza, Stelios Psarakis, Alberto Muñoz, 2007, CIARP.

Building Smooth Neighbourhood Kernels via Functional Data Analysis

Javier M. Moguerza, Alberto Muñoz, A. Muñoz, 2005, ICANN.

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

Javier M. Moguerza, Alberto Muñoz, A. Muñoz, 2004, CIARP.

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

Alberto Muñoz, Manuel Martín-Merino, A. Muñoz, 2004, ICONIP.

A New MDS Algorithm for Textual Data Analysis

Manuel Martín-Merino, Alberto Muñoz, A. Muñoz, 2004, ICONIP.

Combining Entropy Measures for Anomaly Detection

Javier M. Moguerza, Alberto Muñoz, Gabriel Martos, 2018, Entropy.

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

Javier M. Moguerza, Alberto Muñoz, A. Muñoz, 2005, CIARP.

Solving the One-Class Problem Using Neighbourhood Measures

Javier M. Moguerza, Alberto Muñoz, A. Muñoz, 2004, SSPR/SPR.

Detecting the Number of Clusters Using a Support Vector Machine Approach

Javier M. Moguerza, Manuel Martín-Merino, Alberto Muñoz, 2002, ICANN.

Level Sets Semimetrics for Probability Measures with Applications in Hypothesis Testing

A. Muñoz, Javier González, Gabriel Martos, 2023, Methodology and Computing in Applied Probability.

Estimation of high-density regions using one-class neighbor machines

Javier M. Moguerza, Alberto Muñoz, A. Muñoz, 2006, IEEE Transactions on Pattern Analysis and Machine Intelligence.

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

Alberto Muñoz, A. Muñoz, 1997, Intell. Data Anal..

Diffuse Pattern Learning with Fuzzy ARTMAP and PASS

Alberto Muñoz, Jorge Muruzábal, A. Muñoz, 1994, PPSN.

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

Javier M. Moguerza, Isaac Martín de Diego, Alberto Muñoz, 2009, Machine Learning.

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

Javier M. Moguerza, Isaac Martín de Diego, Alberto Muñoz, 2004, SSPR/SPR.

Combining Support Vector Machines and ARTMAP Architectures for Natural Classification

Javier M. Moguerza, Alberto Muñoz, A. Muñoz, 2003, KES.

Creating Term Associations Using a Hierarchical ART Architecture

Alberto Muñoz, A. Muñoz, 1996, ICANN.

Kernel Depth Measures for Functional Data with Application to Outlier Detection

Alberto Muñoz, Nicolás Hernández, A. Muñoz, 2016, ICANN.

Support Vector Machines

Javier M. Moguerza, A. Muñoz, Gabriel Martos, 2019, Wiley StatsRef: Statistics Reference Online.

Level Sets Semimetrics for Probability Measures with Applications in Hypothesis Testing

A. Muñoz, Javier González, Gabriel Martos, 2023, Methodology and Computing in Applied Probability.

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

Javier González, Alberto Muñoz, Gabriel Martos, 2013, CIARP.

Asymmetric latent semantic indexing for gene expression experiments visualization

Javier González, Alberto Muñoz, Gabriel Martos, 2015, J. Bioinform. Comput. Biol..

Self-organizing maps for outlier detection

Alberto Muñoz, Jorge Muruzábal, A. Muñoz, 1998, Neurocomputing.

Spectral Measures for Kernel Matrices Comparison

Javier González, Alberto Muñoz, A. Muñoz, 2007, ICANN.

On the Generalization of the Mahalanobis Distance

Javier González, Alberto Muñoz, Gabriel Martos, 2013, CIARP.

Generalizing the Mahalanobis distance via density kernels

Javier González, Alberto Muñoz, Gabriel Martos, 2014, Intell. Data Anal..

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

Javier González, Alberto Muñoz, Gabriel Martos, 2012, ICANN.

Support Vector Regression

Javier M. Moguerza, Alberto Muñoz, Gabriel M. Venturini, 2020, Wiley StatsRef: Statistics Reference Online.

Combining Kernel Information for Support Vector Classification

Javier M. Moguerza, Isaac Martín de Diego, Alberto Muñoz, 2004, Multiple Classifier Systems.

On the Visualization of Outliers via Self-Organizing Maps

Jorge Muruzábal, Alberto Muñoz, A. Muñoz, 1997 .

Combining Functional Data Projections for Time Series Classification

Javier González, Alberto Muñoz, A. Muñoz, 2009, CIARP.

HIERARCHICAL LATENT SEMANTIC CLASS EXTRACTION USING ASYMMETRIC TERM SIMILARITIES

Javier González, Alberto Muñoz, A. Muñoz, 2012 .

Functional analysis techniques to improve similarity matrices in discrimination problems

Javier González, Alberto Muñoz, A. Muñoz, 2013, Journal of Multivariate Analysis.

Visualizing asymmetric proximities with MDS models

Manuel Martín-Merino, Alberto Muñoz, A. Muñoz, 2003, The European Symposium on Artificial Neural Networks.

Visualizing asymmetric proximities with SOM and MDS models

Alberto Muñoz, Manuel Martín-Merino, A. Muñoz, 2005, Neurocomputing.

Extending the SOM Algorithm to Visualize Word Relationships

Manuel Martín-Merino, Alberto Muñoz, A. Muñoz, 2005, IDA.