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Perfil en el portal institucional

Martinez Muńoz, Gonzalo gonzalo.martinez@uam.es

Ingeniería informática / Universidad Autónoma de Madrid

Actividades

Sequential Training of Neural Networks with Gradient Boosting

  • Emami, S
  • Martínez-Muñoz, G

Ieee Access (p. 42738-42750) - 1/1/2023

10.1109/access.2023.3271515 Ver en origen

  • ISSN 21693536

A Gradient Boosting Approach for Training Convolutional and Deep Neural Networks

  • Emami, S
  • Martínez-Muñoz, G

Ieee Open Journal Of Signal Processing (p. 313-321) - 1/1/2023

10.1109/ojsp.2023.3279011 Ver en origen

  • ISSN 26441322

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 Ver en origen

  • ISSN 00313203

Building heterogeneous ensembles by pooling homogeneous ensembles

  • Sabzevari M
  • Martínez-Muñoz G
  • Suárez A

International Journal of Machine Learning and Cybernetics (p. 551-558) - 1/2/2022

10.1007/s13042-021-01442-1 Ver en origen

  • ISSN 18688071

Building heterogeneous ensembles by pooling homogeneous ensembles (Dec, 10.1007/s13042-021-01442-1, 2021)

  • Sabzevari, Maryam
  • Martinez-Munoz, Gonzalo
  • Suarez, Alberto;

International Journal of Machine Learning and Cybernetics (p. 559-559) - 1/2/2022

10.1007/s13042-021-01479-2 Ver en origen

  • ISSN 18688071

A comparative analysis of gradient boosting algorithms

  • Bentéjac C
  • Csörgő A
  • Martínez-Muñoz G

Artificial Intelligence Review (p. 1937-1967) - 1/3/2021

10.1007/s10462-020-09896-5 Ver en origen

  • ISSN 02692821

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 Ver en origen

  • ISSN 00489697

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 Ver en origen

  • ISSN 00313203

A two-stage ensemble method for the detection of class-label noise

  • Sabzevari, Maryam
  • Martinez-Munoz, Gonzalo
  • Suarez, Alberto;

NEUROCOMPUTING (p. 2374-2383) - 31/1/2018

10.1016/j.neucom.2017.11.012 Ver en origen

  • ISSN 09252312

Small margin ensembles can be robust to class-label noise

  • Sabzevari M
  • Martínez-Muñoz G
  • Suárez A

NEUROCOMPUTING (p. 18-33) - 21/7/2015

10.1016/j.neucom.2014.12.086 Ver en origen

  • ISSN 09252312

Este/a investigador/a no tiene libros.

Este/a investigador/a no tiene capítulos de libro.

Multi-Task Gradient Boosting

  • Emami S
  • Ruiz Pastor C
  • Martínez-Muñoz G

Lecture Notes In Computer Science (p. 97-107) - 1/1/2023

10.1007/978-3-031-40725-3_9 Ver en origen

  • ISSN 03029743

Multioutput Regression Neural Network Training via Gradient Boosting

  • Seyedsaman Emami, Gonzalo Martínez-Muñoz

Esann 2022 Proceedings: 30th European Symposium On Artificial Neural Networks, Computational Intelligence And Machine Learning (p. 150) - 7/10/2022

10.14428/esann/2022.es2022-95 Ver en origen

SVM Ensembles on a Budget

  • Nevado D
  • Martínez-Muñoz G
  • Suárez A

Icann 2022: 31st International Conference On Artificial Neural Networks, Bristol, Uk, September 6–9, 2022, Proceedings; (p. 297-308) - 1/1/2022

10.1007/978-3-031-15937-4_25 Ver en origen

Identifying cheating users in online courses

  • Sangalli VA
  • Martinez-Munoz G
  • Canabate EP

Ieee Global Engineering Education Conference, Educon (p. 1168-1175) - 1/4/2020

10.1109/educon45650.2020.9125252 Ver en origen

  • ISSN 21659567

Randomization vs optimization in SVM ensembles

  • Sabzevari M
  • Martínez-Muñoz G
  • Suárez A

LECTURE NOTES IN COMPUTER SCIENCE (p. 415-421) - 1/1/2018

10.1007/978-3-030-01421-6_40 Ver en origen

  • ISSN 03029743

Using bag-of-little bootstraps for efficient ensemble learning

  • de Viña P
  • Martínez-Muñoz G

Lecture Notes In Computer Science (p. 538-545) - 1/1/2018

10.1007/978-3-030-01418-6_53 Ver en origen

  • ISSN 03029743

Analysing Event Transitions to Discover Student Roles and Predict Grades in MOOCs

  • Perez-Lemonche, Angel
  • Martinez-Munoz, Gonzalo
  • Pulido-Canabate, Estrella;

Lecture Notes In Computer Science (p. 224-232) - 1/1/2017

10.1007/978-3-319-68612-7_26 Ver en origen

  • ISSN 03029743

An urn model for majority voting in classification ensembles

  • Soto V
  • Suárez A
  • Martínez-Muñoz G

Advances In Neural Information Processing Systems (p. 4437-4445) - 1/1/2016

  • ISSN 10495258
  • iMarina

Using a SPOC to flip the classroom

  • Martínez-Muñoz G
  • Pulido E

Ieee Global Engineering Education Conference, Educon (p. 431-436) - 27/4/2015

10.1109/educon.2015.7096007 Ver en origen

  • ISBN 978-147991908-6
  • ISSN 21659567

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 Ver en origen

  • ISSN 09252312

Este/a investigador/a no tiene documentos de trabajo.

Este/a investigador/a no tiene informes técnicos.

Land and water management in mediterranean islands using earth observation data

  • Martinez Muñoz, Gonzalo (Investigador principal (IP))

Ejecución: 01-09-1998 - 01-08-2000

  • iMarina

Aprendizaje dirigido por datos: discriminación y decisión

  • Montoro Manrique, German (Becario/a)
  • Alaman Roldan, Xavier (Investigador/a)
  • Martinez Muñoz, Gonzalo (Investigador/a)
  • Santa Cruz Fernandez, Carlos (Investigador/a)
  • Dorronsoro Ibero, Jose Ramon (Investigador principal (IP))
  • Rodriguez Ortiz, Francisco Borja (Investigador/a)
  • Suarez Gonzalez, Alberto (Investigador/a)
  • Sierra Urrecho, Alejandro (Investigador/a)
  • Serrano Jerez, Eduardo (Investigador/a)
  • Perez Perez, Eduardo (Investigador/a)
  • Lopez Martinez, Vicente (Investigador/a)
... Ver más Contraer

Ejecución: 01-09-1998 - 01-09-2001

Tipo: Nacional

Importe financiado: 63500,00 Euros.

  • iMarina

Software for water resources management

  • Martinez Muñoz, Gonzalo (Investigador principal (IP))

Ejecución: 01-12-1998 - 01-04-1999

  • iMarina

Inclusión en el catálogo de aguas privadas de solicitudes posteriores a enero de 1993 en la zona de la cuenca del Guadiana, y actualización de datos (ARYCA)

  • Martinez Muñoz, Gonzalo (Investigador principal (IP))

Ejecución: Desde 01-01-1998

  • iMarina

Application of space techniques to the integrated management of a river basin water resources

  • Martinez Muñoz, Gonzalo (Investigador principal (IP))

Ejecución: 01-02-1997 - 01-01-1999

  • iMarina

Guía web del nuevo docente

  • Martinez Muñoz, Gonzalo (Investigador principal (IP))

Ejecución: Desde 01-01-1950

  • iMarina

Creación de una guía de acogida para la EPS

  • Martinez Muñoz, Gonzalo (Investigador principal (IP))

Ejecución: Desde 01-01-1950

  • 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

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

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

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

Defensa realizada en: Universidad Autónoma de Madrid

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

Este/a investigador/a no tiene patentes o licencias de software.

Última actualización de los datos: 18/03/24 21:52