Martinez Muńoz, Gonzalo gonzalo.martinez@uam.es
Publications
- Articles 25
- Books 0
- Book chapters 0
- Conferences 28
- Working papers 0
- Technical reports 0
- Research projects 27
- Supervised theses 5
- Patent or software license 0
A machine learning model to assess the ecosystem response to water policy measures in the Tagus River Basin (Spain)
- Valerio C
- De Stefano L
- Martínez-Muñoz G
- Garrido A
Science Of The Total Environment - 1/1/2021
10.1016/j.scitotenv.2020.141252 View at source
- ISSN 00489697
Using boosting to prune bagging ensembles
- Martinez-Munoz, Gonzalo
- Suarez, Alberto;
Pattern Recognition Letters (p. 156-165) - 1/1/2007
10.1016/j.patrec.2006.06.018 View at source
- ISSN 01678655
Analysis of heuristic metrics for classifier ensemble pruning based on ordered aggregation
- Mohammed AM
- Onieva E
- Wo?niak M
- Martínez-Muñoz G
Pattern Recognition (p. 107678-107698) - 1/4/2022
10.1016/j.patcog.2021.108493 View at source
- ISSN 00313203
Out-of-bag estimation of the optimal sample size in bagging
- Martinez-Munoz, Gonzalo
- Suarez, Alberto;
Pattern Recognition (p. 143-152) - 1/1/2010
10.1016/j.patcog.2009.05.010 View at source
- ISSN 00313203
Inference on the prediction of ensembles of infinite size
- Hernandez-Lobato, Daniel
- Martinez-Munoz, Gonzalo
- Suarez, Alberto;
Pattern Recognition (p. 1426-1434) - 1/7/2011
10.1016/j.patcog.2010.12.021 View at source
- ISSN 00313203
How large should ensembles of classifiers be?
- Hernandez-Lobato, Daniel
- Martinez-Munoz, Gonzalo
- Suarez, Alberto;
Pattern Recognition (p. 1323-1336) - 1/5/2013
10.1016/j.patcog.2012.10.021 View at source
- ISSN 00313203
Switching class labels to generate classification ensembles
- Martínez-Muñoz, G
- Suárez, A;
Pattern Recognition (p. 1483-1494) - 1/10/2005
10.1016/j.patcog.2005.02.020 View at source
- ISSN 00313203
Vote-boosting ensembles
- Sabzevari, Maryam
- Martinez Muñoz, Gonzalo
- Suarez Gonzalez, Alberto
PATTERN RECOGNITION (p. 119-133) - 1/11/2018
10.1016/j.patcog.2018.05.022 View at source
- ISSN 00313203
- iMarina
- iMarina
Empirical Analysis and Evaluation of Approximate Techniques for Pruning Regression Bagging Ensembles
- Hernandez-Lobato, Daniel
- Martinez-Munoz, Gonzalo
- Suarez, Alberto;
Neurocomputing (p. 2250-2264) - 1/6/2011
10.1016/j.neucom.2011.03.001 View at source
- ISSN 09252312
Special Issue on Solving complex machine learning problems with ensemble methods
- Hernandez-Lobato, Daniel
- Katakis, Ioannis
- Martinez-Munoz, Gonzalo
- Partalas, Ioannis;
Neurocomputing (p. 402-403) - 1/1/2015
10.1016/j.neucom.2014.09.038 View at source
- ISSN 09252312
This researcher has no books.
This researcher has no book chapters.
Cluster validation in problems with increasing dimensionality and unbalanced clusters
- Lago Fernandez, Luis Fernando
- Martinez Muñoz, Gonzalo
- Gonzalez Marcos, Ana Maria
- Sanchez-Montañes Isla, Manuel Antonio
6/2/2012
- iMarina
Comités de árboles IGP
- Suarez Gonzalez, Alberto
- Martinez Muñoz, Gonzalo
13/9/2005
- iMarina
Pruning in ordered regression bagging ensembles
- Hernandez-Lobato, Daniel
- Martinez-Munoz, Gonzalo
- Suarez, Alberto;
Proceedings Of The International Joint Conference On Neural Networks (p. 1266-+) - 1/1/2006
- iMarina
Dictionary-Free Categorization of Very Similar Objects via Stacked Evidence Trees
- Martinez-Munoz, Gonzalo
- Zhang, Wei
- Payet, Nadia
- Todorovic, Sinisa
- Larios, Natalia
- Yamamuro, Asako
- Lytle, David
- Moldenke, Andrew
- Mortensen, Eric
- Paasch, Robert
- Shapiro, Linda
- Dietterich, Thomas G
Proceedings Of The Ieee Computer Society Conference On Computer Vision And Pattern Recognition (p. 549-+) - 1/1/2009
10.1109/cvprw.2009.5206574 View at source
- ISSN 10636919
Aggregation ordering in bagging
- Martinez-Munoz, G
- Suarez, A;
Proceedings Of The Iasted International Conference. Applied Informatics (p. 258-263) - 1/1/2004
- iMarina
Controlled skeletal progenitor cell migration on nanostructured porous silicon/silicon micropatterns
- Torres-Costa, V.
- Sanchez-Vaquero, V.
- Munoz-Noval, A.
- Gonzalez-Mendez, L.
- Punzon-Quijorna, E.
- Gallach-Perez, D.
- Manso-Silvan, M.
- Martinez-Munoz, G.
- Climent-Font, A.
- Garcia-Ruiz, J. P.
- Martin-Palma, R. J.;
Proceedings Of Spie - The International Society For Optical Engineering - 1/1/2011
10.1117/12.892705 View at source
- ISSN 0277786X
- iMarina
- iMarina
Haar random forest features and SVM spatial matching kernel for stonefly species identification
- Larios N
- Soran B
- Shapiro L
- Martínez-Muñoz G
- Lin J
- Dietterich T
Proceedings - International Conference On Pattern Recognition (p. 2624-2627) - 18/11/2010
10.1109/icpr.2010.643 View at source
- ISSN 10514651
A COMPARISON OF TECHNIQUES FOR ROBUST GENDER RECOGNITION
- Rojas-Bello, R. N.
- Lago-Fernandez, L. F.
- Martinez-Munoz, G.
- Sanchez-Montanes, M. A.;
Proceedings - International Conference On Image Processing, Icip (p. 561-564) - 1/12/2011
10.1109/icip.2011.6116610 View at source
- ISBN 9781457713026
- ISSN 15224880
- iMarina
- iMarina
Cluster validation in problems with increasing dimensionality and unbalanced clusters
- Lago-Fernandez, Luis F.
- Aragon, Jesus
- Martinez-Munoz, Gonzalo
- Gonzalez, Ana M.
- Sanchez-Montanes, Manuel;
Neurocomputing (p. 33-39) - 10/1/2014
10.1016/j.neucom.2012.09.044 View at source
- ISSN 09252312
Statistical Instance-Based Ensemble Pruning for Multi-class Problems
- Martinez-Munoz, Gonzalo
- Hernandez-Lobato, Daniel
- Suarez, Alberto;
Lecture Notes In Computer Science (p. 90-99) - 6/11/2009
10.1007/978-3-642-04274-4_10 View at source
- ISSN 03029743
- iMarina
- iMarina
This researcher has no working papers.
This researcher has no technical reports.
Aprendizaje, evolución y estadística extrema.
- Rafael Moral Escudero (Investigador/a)
- Hernandez Lobato, Daniel (Investigador/a)
- Hernandez Lobato, Jose Miguel (Investigador/a)
- Martinez Muñoz, Gonzalo (Investigador/a)
- Sierra Urrecho, Alejandro (Investigador/a)
- Echeverria Rey, Alejandro (Investigador/a)
- Suarez Gonzalez, Alberto (Investigador principal (IP))
Period: 13-12-2004 - 12-12-2007
- iMarina
Análisis y proceso de información dinámica (ASPID)
- Dorronsoro Ibero, Jose Ramon (Investigador principal (IP))
- Lopez Martinez, Vicente (Investigador/a)
- Martinez Muñoz, Gonzalo (Investigador/a)
- Suarez Gonzalez, Alberto (Investigador/a)
Period: 01-09-2001 - 31-12-2004
- iMarina
Three-dimensional restitution via internet of digital elevation networks in towns
- Martinez Muñoz, Gonzalo (Investigador principal (IP))
Period: 01-02-2000 - 01-07-2002
- iMarina
Aplicación para la gestión ambiental de los ríos en el marco geográfico de la Comunidad Autónoma de Madrid (cauce)
- Martinez Muñoz, Gonzalo (Investigador principal (IP))
Period: 01-01-2000 - 01-01-2001
- iMarina
Sistema de información geográfico para los municipios de Os Ancares
- Martinez Muñoz, Gonzalo (Investigador principal (IP))
Period: 01-01-2000 - 01-01-2001
- iMarina
Mejora del conocimiento de la cuenca alta del río Guadiana mediante ortofotografía digital
- Martinez Muñoz, Gonzalo (Investigador principal (IP))
Period: From 01-01-2000
- iMarina
Georreferenciación y generación de mosaicos de las imágenes Landsat TM en la Cuenca Alta del Guadiana (1987-1998)
- Martinez Muñoz, Gonzalo (Investigador principal (IP))
Period: 01-01-1999 - 01-01-2000
- iMarina
Diseño e implementación de un sistema de información geográfico para la Red Natura 2000
- Martinez Muñoz, Gonzalo (Investigador principal (IP))
Period: From 01-01-1999
- iMarina
Software for water resources management
- Martinez Muñoz, Gonzalo (Investigador principal (IP))
Period: 01-12-1998 - 01-04-1999
- iMarina
Ensemble learning in the presence of noise
- Sabzevari, Maryam (Autor o Coautor)
- Gonzalo Martínez-Muñoz (Director)
- Alberto Suárez González (Director)
- Suarez Gonzalez, Alberto (Autor o Coautor)
- Lago Fernandez, Luis Fernando (Autor o Coautor) Doctorando: Maryam Sabzevari
1/1/2019
- iMarina
Molecular identification based on Atomic Force Microscopy Images and Machine Learning
- Garnica Alonso, Manuela (Otros)
- Bravo Abad, Jorge (Otros)
- Martinez Muñoz, Gonzalo (Otros)
- Rubén Pérez Pérez (Director) Doctorando: Carracedo Cosme, Jaime
8/11/2021
- iMarina
Advanced methods for Bayesian optimization in complex scenarios
- Martinez Muñoz, Gonzalo (Otros)
- Daniel Hernández Lobato (Director) Doctorando: Garrido Merchán, Eduardo Cesar
26/7/2021
- iMarina
Analysis and convergence of SMO-like decomposition and geometrical algorithms for support vector machines
- Lopez Lazaro, Jorge (Autor o Coautor)
- Martinez Muñoz, Gonzalo (Autor o Coautor)
- José Ramón Dorronsoro Ibero (Director) Doctorando: Jorge López Lázaro
1/1/2011
- iMarina
Performance prediction and evaluation in recommender systems: An information retrieval perspective
- Martinez Muñoz, Gonzalo (Autor o Coautor)
- Pablo Castells Azpilicueta (Director)
- Iván Cantador (Director) Doctorando: Alejandro Bellogín Kouki
1/1/2012
Reading institution: Universidad Autónoma de Madrid
- Dialnet
- iMarina
This researcher has no patents or software licenses.
Research groups
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Aprendizaje Automático
Role: Miembro
Researcher profiles
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Publons
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