Assessment of an Unsupervised Feature Selection Method for Generative Topographic Mapping

Alfredo Vellido
Artificial Neural Networks – ICANN 2006 361 -370

10
2006
On the Initialization of Two-Stage Clustering with Class-GTM

Raúl Cruz-Barbosa , Alfredo Vellido
Current Topics in Artificial Intelligence 50 -59

1
2007
Probability Ridges and Distortion Flows: Visualizing Multivariate Time Series Using a Variational Bayesian Manifold Learning Method

Alessandra Tosi , Iván Olier , Alfredo Vellido
Advances in self-organizing maps and learning vector quantization: Proceedings of the 10th International Workshop, WSOM 2014, Mittweida, Germany, July, 2-4, 2014 (Advances in Intelligent Systems and Computing; 295) 55 -64

2
2014
Robust analysis of MRS brain tumour data using t-GTM

Alfredo Vellido , Paulo J.G. Lisboa , Dolores Vicente
Neurocomputing 69 ( 7) 754 -768

38
2006
Random Forests for Quality Control in G-Protein Coupled Receptor Databases

Aleksei Shkurin , Alfredo Vellido
international conference on bioinformatics and biomedical engineering 707 -718

1
2016
Automated Quality Control for Proton Magnetic Resonance Spectroscopy Data Using Convex Non-negative Matrix Factorization

Victor Mocioiu , Sreenath P. Kyathanahally , Carles Arús , Alfredo Vellido
biomedical engineering international conference 719 -727

5
2016
On the computation of the geodesic distance with an application to dimensionality reduction in a neuro-oncology problem

Raúl Cruz-Barbosa , David Bautista-Villavicencio , Alfredo Vellido
iberoamerican congress on pattern recognition 483 -490

1
2011
A weighted Cramér’s V Index for the assessment of stability in the fuzzy clustering of class C G protein-coupled receptors

Alfredo Vellido , Christiana Halka , Àngela Nebot
international conference on bioinformatics and biomedical engineering 536 -547

2015
Label noise in subtype discrimination of class C G protein-coupled receptors: A systematic approach to the analysis of classification errors

Caroline König , Martha I Cárdenas , Jesús Giraldo , René Alquézar
BMC Bioinformatics 16 ( 1) 314 -314

7
2015
A Novel Semi-Supervised Methodology for Extracting Tumor Type-Specific MRS Sources in Human Brain Data

Sandra Ortega-Martorell , Héctor Ruiz , Alfredo Vellido , Iván Olier
PLoS ONE 8 ( 12) e83773

16
2013
Systematic analysis of primary sequence domain segments for the discrimination between class C GPCR subtypes

Caroline König , René Alquézar , Alfredo Vellido , Jesús Giraldo
Interdisciplinary Sciences: Computational Life Sciences 10 ( 1) 43 -52

3
2018
Non-negative matrix factorisation methods for the spectral decomposition of MRS data from human brain tumours

Sandra Ortega-Martorell , Paulo J.G. Lisboa , Alfredo Vellido , Margarida Julia-Sape
BMC Bioinformatics 13 ( 1) 38 -38

26
2012
Cartogram visualization for nonlinear manifold learning models

Alfredo Vellido , David L. García , Àngela Nebot
Data Mining and Knowledge Discovery 27 ( 1) 22 -54

6
2013
Spectral decomposition methods for the analysis of MRS information from human brain tumors

Sandra Ortega-Martorell , Alfredo Vellido , Paulo J.G. Lisboa , Margarida Julia-Sape
international joint conference on neural network 3279 -3284

6
2011
Classifying malignant brain tumours from 1 H-MRS data using Breadth Ensemble Learning

Albert Vilamala , Lluis A. Belanche , Alfredo Vellido
international joint conference on neural network 1 -8

1
2012
Towards interpretable classifiers with blind signal separation

Hector Ruiz , Ian H. Jarman , Jose D. Martin , Sandra Ortega-Martorell
international joint conference on neural network 1 -7

6
2012
Quantitative characterization and prediction of on-line purchasing behavior: a latent variable approach

Alfredo Vellido , Paulo J.G. Lisboa , Karon Meehan
International Journal of Electronic Commerce 4 ( 4) 83 -104

175
2000
Advances in clustering and visualization of time series using GTM through time

Iván Olier , Alfredo Vellido
Neural Networks 21 ( 7) 904 -913

43
2008
Missing data imputation through GTM as a mixture of t-distributions

Alfredo Vellido
Neural Networks 19 ( 10) 1624 -1635

39
2006
Electricity Rate Planning for the Current Consumer Market Scenario Through Segmentation of Consumption Time Series

Alfredo Vellido , David L. García
Progress in Artificial Intelligence 295 -306

2017