Usuario:Borja.ayerdi

Borja Ayerdi Vilches

Personal Data

• E-mail: borja.ayerdi@ehu.es

• Address:

Computational Intelligence Group

Computer Science Faculty - Lab. 307

University Of The Basque Country (UPV/EHU)

Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain

• Tfno.: (+34) 943.01.80.47

Studies

• Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).
• Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).
• Masters Degree in Computational Engineering and Intelligent Systems (2011/2012) - Universidad del País Vasco (UPV/EHU).
• Currently:

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

Research Areas

• Medical Image segmentation and registration.
• Machine Learning application to medical image processing.
• Extreme Learning Machines.
• Hyperspectral imaging.
• Social Networks.
• Big data.

Working experience

• January 2012 - ongoing: Beca predoctoral / Predoctoral fellowship granted by Gobierno Vasco / Basque Government.

• September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), Computational Intelligence Group.

Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.

Courses

• Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6

2013

• Borja Ayerdi, Ion Marqués and Manuel Grana

"Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"

ELM 2013, Beijing, October 15-17, 2013.

• J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas

"Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation"

InMed 2013, Greece, 17-19 July, 2013.

• Borja Ayerdi, Josu Maiora, Manuel Graña

"Aplications of Hybrid Extreme Rotation Forests for Image Segmentation"

Journal of Hybrid Intelligent Systems

• Borja Ayerdi, Josu Maiora, Manuel Graña

"Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge"

HAIS 2013, Salamanca, 11-13 September, 2013.

• Borja Ayerdi, Alexandre Savio, Manuel Graña

"Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features"

J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013)

• Borja Ayerdi, Manuel Graña

"On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest"

WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.

• Darya Chyzhyk, Borja Ayerdi, Josu Maiora

"Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation"

Special Issue on KES 2012. Pattern Recognition Letters (Accepted, minor revision)

JCR 2011 - 1.034 (Q3 CSAI) / [5-Year Impact Factor: 1.724]

• Josu Maiora, Borja Ayerdi, Manuel Graña

"Random Forest Active Learning for Computed Tomography Angiography Image Segmentation"

Neurocomputing (in press)

JCR 2011 - 1.580 (Q2 CSAI) / [5-Year Impact Factor: 1.595]

2012

• Borja Ayerdi Vilches, Manuel Graña

"Hybrid Extreme Rotation Forest".

ELM 2012, Singapore, 11-13 December, 2012.

• Borja Ayerdi, Josu Maiora, Manuel Graña

"Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation".

Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548). IEEE.

2010

• Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña

"Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks"

Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499.

Conferences

• ELM 2013, Beijing, October 15-17, 2013.
• HAIS 2013, Salamanca, 11-13 September, 2013.
• WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.
• IWINAC 2013, Mallorca, 10-14 June, 2013.
• FIA 2013, Dublin, 8-10 May, 2013.
• ELM 2012, Singapore, 11-13 December 2012.
• HIS 2012, Pune (India), 04-07 December 2012.

Reviews

• KES 2012
• Pattern Recognition Letters
• Neurocomputing
• IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)

Organizer

• Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems – (KES 2012) 10, 11 & 12 September 2012, San Sebastian, Spain.

Semana de la ciencia

• XI Semana de la Ciencia 2011 (Diario Vasco)
• XII Semana de la Ciencia 2012

Software

• GIC Source Code
• Hybrid Extreme Rotation Forest (HERF) basic code
• Basic ELM code example

General Datasets

• The Berkeley Segmentation Dataset and Benchmark
• Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)
• UCI Machine Learning Repository

Hyperspectral Datasets

• Foster Hyperspectral Images
• FOI HyperSpectral Images
• Spectir Hyperspectral Images
• Bristol Hyperspecrtal Images
• SourceForge repository
• SourceForge Hyperspectral repository

Medical Datasets

• OASIS
• INDI - 1000 Functional Connectomes Project
• ADNI
• BrainMap
• Fractional Anisotropy Database
• MIDAS
• ABIDE
• COBRE-Schizophrenia