Alfredo Vellido / research


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>Research in progress<

>Universal ethical code for scientists (2006)< (Council for Science and Technology, UK. CST report)



Research areas: Machine Learning and Computational Intelligence. Medical, business, environmental, and other applications


Research projects

Currently working, as a main researcher (investigador principal - IP) in AIDTumour, a MICINN research project in the area of decision support  in brain tumour diagnosis. Please visit the official webpage


For older projects of the SOCO Research Group, you can find further information here

        Miembro de la Red Española de Minería de Datos y Aprendizaje  (Spanish Data Mining Network)


Research students

PhD
MSc
Already doctors:
Iván Olier
(Variational Bayesian Algorithms for Generative Topographic Mapping and its Extensions. Awarded, Dec'08.)

Raúl Cruz (Generative Manifold Learning for the Exploration of Partially Labeled Data. Awarded, Sept'09)

Carlos Julio Arizmendi (Signal Processing Techniques for Brain Tumour Diagnosis from Magnetic Resonance Spectroscopy Data. Awarded, Feb'12)

Doctors-to-be:

Vicent Ribas (Machine Learning Techniques for the Analysis of the ICU Outcome of Sepsis Patients. Expected, June'12)

Sandra Ortega (Characterizing Brain Tumours through Matrix Factorization. Expected, September'12)

David García (Churn analysis of a telecommunications market through clustering and visualization. Expected, December'12)

Albert Vilamala (Ensemble Methods for the Analysis of MRS Data in Brain Tumour Diagnosis.)

Alessandra Tosi (Distortion Visualization for Nonlinear Dimensionality Reduction Methods)

Martha Ivón Cárdenas (Kernel Visualization Methods in Pharmacoproteomics)
Dolores Vicente (Robust Hierarchies of Unsupervised Probabilistic Models for Multivariate Data Clustering)



Jorge Velazco (detailed assessment of FRD-GTM. Awarded, June'08)
Julià Amengual (Advanced Statistical Machine Learning Methods for the Analysis of Neurophysiologic
Data with Medical Application. Thesis succesfully defended, June'10)
Martha Ivón Cardenas (Kernel-Based Manifold Visualization of GPCR Sequences. Thesis succesfully
defended, June'11
)

  


Research collaborators

    Paulo JG Lisboa (Neural Computation. Liverpool John Moores University. Liverpool, UK)

    Wael El-Deredy (Cognition and Cognitive Neuroscience. The University of Manchester. Manchester, UK)

    Adriano O Andrade (Biomedical Engineering Laboratory. Federal University of Uberlandia, Brasil)
   
Eugenia Martí (CEAB-CSIC. Blanes, Spain) Quim Comas (LEQUIA, Universitat de Girona. Girona, Spain)

   



last updated  13/02/12