Diferencia entre revisiones de «Usuario:Ion.marques»

m (Publications)
m (Code (Matlab))
Línea 149: Línea 149:
==== Classifiers  ====
==== Classifiers  ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/SandS_DB_2014-03-26 2.zip Data base, plus the generating code.]
== Revistas objetivo ==
== Revistas objetivo ==

Revisión del 01:33 27 mar 2014

Ion Marqués

  • Contact: ion.marques_at_ehu.es
  • Postal address:
Att: Ion Marqués
Grupo de Inteligencia Computacional
Facultad de Informática
Universidad del País Vasco (UPV/EHU)
Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)


  • Currently:
PhD Student in the Computational Intelligence Group of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).

Working experience / Grants

  • March 2014 - ongoing: Visiting PhD student at
Electrical & Computer Engineering, University of Texas at El Paso (USA).
Gobierno Vasco / Basque Government at
Universidad del País Vasco (UPV/EHU), Computational Intelligence Group (Spain).
  • November 2012 - February 2013: Research Assistant Internship at
School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).
  • August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
Universidad del País Vasco (UPV/EHU), Computational Intelligence Group (Spain).
Project: University-industry. Study of the state of the art in biometric recognition.
  • July 2008 - October 2008: IT technician and database administrator at
Festival de San Sebastián International Film Festival (Spain).
  • July 2007 - September 2007: Prácticas en empresa / Internship:
Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
IT technician, database administration.



  • Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
"An Experiment of Subconscious Intelligent Social Computing on household appliances"


  • Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
"ELM for Retinal Vessel Classification"
Proceedings of ELM2013, Springer-Verlag
  • Borja Ayerdi, Ion Marqués and Manuel Grana
"Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
  • Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
"Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
Information Sciences Volume 232, Pages 309–324 Doi
JCR(2011) 2.833
  • Ion Marqués, Manuel Graña
"Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
Proceedings of the IWINAC 2013, Mallorca, Spain. June 10-13, 2013.
LNCS vol 7931, Pages 336-344 Link
  • Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
"A domestic application of Intelligent Social Computing: the SandS project."
Proceedings of the SOCO 2013, Salamanca, Spain. September 11-13, 2013.
AISC vol 239, Pages 221-228 Link


  • Ion Marqués, Manuel Graña.
"Fusion of lattice independent and linear features improving face identification."
Neurocomputing, Vol. 114, pp. 80-85. Doi
JCR (2011) 1.580
  • Ion Marqués, Manuel Graña.
"Image security and biometrics: A review." Slides
Proceedings of the HAIS 2012, Salamanca, Spain. March 28-30, 2012.
LNCS, 2012, vol. 7209, part II, pp. 436-447, Doi
  • Ion Marques, Manuel Graña
"Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." Slides
Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,Doi
"Special Issue on Extreme Learning Machines (ELM'2011) Hangzhou, China, December 6 – 8, 2011".
JCR (2011) 1.880


  • Ion Marqués, Manuel Graña.
"Experiments on Lattice Independent Component Analysis for Face Recognition." Slides
Proceedings of the IWINAC 2011, La Palma, Spain. May 30-June 3, 2011.
Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, Doi.


  • Ion Marqués, Manuel Graña
"Face processing for security: a short review." Slides
Proceedings of the CISIS 2010, León, Spain, November 11-12, 2010.
Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, Doi


  • Co-organized KES 2012.
  • Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
  • Attended CISIS (2010), HAIS (2010 and 2012), IWINAC (2011 and 2013), SOCO (2013), KES (2012), in Spain; ELM (2011 and 2013) in China; ELM (2012) in Singapore; Future Internet Assembly (2013) in Ireland.

Research Areas

  • Face recognition
  • Facial expression analysis
  • Hyperspectral imaging
  • Lattice computing
  • Extreme Learning Machines



IEEE Xplore
IEEE Xplore - NTU login
SpringerLink - NTU login
ScienceDirect - NTU login
WikiCFP : Call For Papers of Conferences, Workshops and Journals
ISI Web of Knowledge - UPV/EHU login
ISI Web of Knowledge - NTU login
Ranked Outlets - Australian Research Council (ARC)
DBLP Bibliography
Biblioteka EHU - Recursos temáticos en Internet


SIVC (image processing tool) for Scilab
Phatch - Photo Batch Processor
PDFPC A presenter console with multi-monitor support for PDF files

Code (Matlab)

Feature Extraction

PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.
LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.
Endmember Induction Algorithms


ELM, ELM with ridge regression, kernel-ELM and 1-NN.

SandS project

2.zip Data base, plus the generating code.

Revistas objetivo

(de menor a mayor factor de impacto)

Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

Informes internos

GIC "Random Forest and Classifier Ensembles" Seminar
Multi/Hyperspectral face image DB examples. Presentation
Proyecto Fin de Carrera
Instrucciones plantilla LyX Proyecto Fin de Carrera
Face detection in Scilab/OpenCV - slides
Extreme Learning Machines (ELM) basics - slides
Materiales del Máster
Instrucciones y código Weka
Terminología estadística en Weka
ELM'2011 informe breve

Estado burocrático de la tesis

Director: Manuel Graña
Beca del Gobierno Vasco.

Word cloud, from the text of my papers.

Where the failed experiments go