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1

Severe sepsis mortality prediction with logistic regression over latent factors

Vicent J. Ribas, Alfredo Vellido, Juan Carlos Ruiz-Rodríguez, Jordi Rello

Journal:

Expert Systems with Applications

Year:

2012

Language:

english

File:

PDF, 221 KB

english, 2012

2

Modeling workflows: Identifying the most predictive features in healthcare operational processes

Crowley, Colm, Guitron, Steven, Son, Joseph, Pianykh, Oleg S., Vellido, Alfredo

Journal:

Year:

2020

File:

PDF, 1.36 MB

2020

3

Missing data imputation through GTM as a mixture of -distributions

Alfredo Vellido

Journal:

Neural Networks

Year:

2006

Language:

english

File:

PDF, 1.39 MB

english, 2006

4

[Progress in Neural Processing] Business Applications of Neural Networks Volume 13 (The State-of-the-Art of Real-World Applications) || Detecting Payment Card Fraud with Neural Networks

Lisboa, Paulo J G, Vellido, Alfredo, Edisbury, Bill

Year:

2000

Language:

english

File:

PDF, 1.15 MB

english, 2000

5

Variational Bayesian Generative Topographic Mapping

Iván Olier, Alfredo Vellido

Journal:

Journal of Mathematical Modelling and Algorithms in Operations Research

Year:

2008

Language:

english

File:

PDF, 523 KB

english, 2008

6

Sepsis mortality prediction with the Quotient Basis Kernel

Ribas Ripoll, Vicent J., Vellido, Alfredo, Romero, Enrique, Ruiz-Rodríguez, Juan Carlos

Journal:

Artificial Intelligence in Medicine

Year:

2014

Language:

english

File:

PDF, 489 KB

english, 2014

7

Cartogram visualization for nonlinear manifold learning models

Alfredo Vellido,David L. García,Àngela Nebot

Journal:

Data Mining and Knowledge Discovery

Year:

2013

Language:

english

File:

PDF, 1.68 MB

english, 2013

8

[IEEE 2006 IEEE International Conference on Engineering of Intelligent Systems - Islamabad, Pakistan (22-23 April 2006)] 2006 IEEE International Conference on Engineering of Intelligent Systems - Capturing the Dynamics of Multivariate Time Series Through Visualization Using Generative Topographic Mapping Through Time

Olier, I., Vellido, A.

Year:

2006

Language:

english

File:

PDF, 4.64 MB

english, 2006

9

[Progress in Neural Processing] Business Applications of Neural Networks Volume 13 (The State-of-the-Art of Real-World Applications) || Novel Techniques for Profiling and Fraud Detection in Mobile Telecommunications

Lisboa, Paulo J G, Vellido, Alfredo, Edisbury, Bill

Year:

2000

Language:

english

File:

PDF, 1.24 MB

english, 2000

10

Selective smoothing of the generative topographic mapping

Vellido, A., El-Deredy, W., Lisboa, P.J.G.

Journal:

IEEE Transactions on Neural Networks

Year:

2003

Language:

english

File:

PDF, 452 KB

english, 2003

11

[IEEE ICNN '98 - International Conference on Neural Networks - Anchorage, AK, USA (4-9 May 1998)] 1998 IEEE International Joint Conference on Neural Networks Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98CH36227) - Survival of breast cancer patients following surgery: a detailed assessment of the multi-layer perceptron and Cox's proportional hazard model

Lisboa, P.J.G., Wong, H., Vellido, A., Kirby, S.P.J., Harris, P., Swindeil, R.

Year:

1998

Language:

english

File:

PDF, 559 KB

english, 1998

12

Artificial Intelligence and Dialysis

Hueso, Miguel, Vellido, Alfredo

Journal:

Kidney Diseases

Year:

2019

File:

PDF, 53 KB

2019

13

[Advances in Intelligent Systems and Computing] Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization Volume 976 (Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019) || Robustness of Generalized Learning Vector Quantization Models Against Adversarial Attacks

Vellido, Alfredo, Gibert, Karina, Angulo, Cecilio, Martín Guerrero, José David

Year:

2020

Language:

english

File:

PDF, 1.05 MB

english, 2020

14

[Advances in Intelligent Systems and Computing] Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization Volume 976 (Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019) || Self-Organizing Maps in Earth Observation Data Cubes Analysis

Vellido, Alfredo, Gibert, Karina, Angulo, Cecilio, Martín Guerrero, José David

Year:

2020

Language:

english

File:

PDF, 1.63 MB

english, 2020

15

[Advances in Intelligent Systems and Computing] Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization Volume 976 (Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019) || Solving a Tool-Based Interaction Task Using Deep Reinforcement Learning with Visual Attention

Vellido, Alfredo, Gibert, Karina, Angulo, Cecilio, Martín Guerrero, José David

Year:

2020

Language:

english

File:

PDF, 557 KB

english, 2020

16

[Advances in Intelligent Systems and Computing] Advances in Self-Organizing Maps, Learning Vector Quantization, Clustering and Data Visualization Volume 976 (Proceedings of the 13th International Workshop, WSOM+ 2019, Barcelona, Spain, June 26-28, 2019) || Solving a Tool-Based Interaction Task Using Deep Reinforcement Learning with Visual Attention

Vellido, Alfredo, Gibert, Karina, Angulo, Cecilio, Martín Guerrero, José David

Year:

2020

File:

PDF, 557 KB

2020

17

Urinary chemical fingerprint left behind by repeated NSAID administration: Discovery of putative biomarkers using artificial intelligence

Broughton-Neiswanger, Liam E., Rivera-Velez, Sol M., Suarez, Martin A., Slovak, Jennifer E., PiÃ±eyro, Pablo E., Hwang, Julianne K., Villarino, Nicolas F., Vellido, Alfredo

Journal:

Year:

2020

File:

PDF, 1.59 MB

2020

18

Leveraging Data Science for a Personalized Haemodialysis

Hueso, Miguel, de Haro, LluÃs, Calabia, Jordi, Dal-RÃ©, Rafael, TebÃ©, Cristian, Gibert, Karina, Cruzado, Josep M., Vellido, Alfredo

Journal:

Kidney Diseases

Year:

2020

File:

PDF, 289 KB

2020

19

[IEEE 2020 International Joint Conference on Neural Networks (IJCNN) - Glasgow, United Kingdom (2020.7.19-2020.7.24)] 2020 International Joint Conference on Neural Networks (IJCNN) - Interpreting response to TMZ therapy in murine GL261 glioblastoma by combining Radiomics, Convex-NMF and feature selection in MRI/MRSI data analysis

Nunez, Luis Miguel, Julia-Sape, Margarida, Romero, Enrique, Arus, Carles, Vellido, Alfredo, Candiota, Ana Paula

Year:

2020

File:

PDF, 2.34 MB

2020

20

Unraveling response to temozolomide in preclinical GL261 glioblastoma with MRI/MRSI using radiomics and signal source extraction

NÃºÃ±ez, Luis Miguel, Romero, Enrique, JuliÃ -SapÃ©, Margarida, Ledesma-Carbayo, MarÃa JesÃºs, Santos, AndrÃ©s, ArÃºs, Carles, Candiota, Ana Paula, Vellido, Alfredo

Journal:

Scientific Reports

Year:

2020

File:

PDF, 2.04 MB

2020

21

Assessment of statistical and neural networks methods in NMR spectral classification and metabolite selection

P. J. G. Lisboa, S. P. J. Kirby, A. Vellido, Y. Y. B. Lee, W. El-Deredy

Journal:

NMR in Biomedicine

Year:

1998

Language:

english

File:

PDF, 262 KB

english, 1998

22

Robust discrimination of glioblastomas from metastatic brain tumors on the basis of single-voxel 1H MRS

A. Vellido, E. Romero, M. Julià-Sapé, C. Majós, À. Moreno-Torres, J. Pujol, C. Arús

Journal:

NMR in Biomedicine

Year:

2012

Language:

english

File:

PDF, 524 KB

english, 2012

23

Exploring the ecological status of human altered streams through Generative Topographic Mapping

A. Vellido, E. Martí, J. Comas, I. Rodríguez-Roda, F. Sabater

Journal:

Environmental Modelling & Software

Year:

2007

Language:

english

File:

PDF, 786 KB

english, 2007

24

Semi-supervised geodesic Generative Topographic Mapping

Raúl Cruz-Barbosa, Alfredo Vellido

Journal:

Pattern Recognition Letters

Year:

2010

Language:

english

File:

PDF, 480 KB

english, 2010

25

Determination of feature relevance for the grouping of motor unit action potentials through a generative mixture model

Alfredo Vellido, Adriano O. Andrade

Journal:

Biomedical Signal Processing and Control

Year:

2007

Language:

english

File:

PDF, 840 KB

english, 2007

26

Handling outliers in brain tumour MRS data analysis through robust topographic mapping

Alfredo Vellido, Paulo J.G. Lisboa

Journal:

Computers in Biology and Medicine

Year:

2006

Language:

english

File:

PDF, 298 KB

english, 2006

27

A variational Bayesian approach for the robust analysis of the cortical silent period from EMG recordings of brain stroke patients

Iván Olier, Julià Amengual, Alfredo Vellido

Journal:

Year:

2011

Language:

english

File:

PDF, 1.51 MB

english, 2011

28

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

Iván Olier, Alfredo Vellido

Journal:

Neural Networks

Year:

2008

Language:

english

File:

PDF, 3.19 MB

english, 2008

29

Bias reduction in skewed binary classification with Bayesian neural networks

P.J.G Lisboa, A Vellido, H Wong

Journal:

Neural Networks

Year:

2000

Language:

english

File:

PDF, 149 KB

english, 2000

30

Segmentation of the on-line shopping market using neural networks

A. Vellido, P.J.G. Lisboa, K. Meehan

Journal:

Expert Systems with Applications

Year:

1999

Language:

english

File:

PDF, 1.12 MB

english, 1999

31

Neural networks in business: a survey of applications (1992–1998)

A Vellido, P.J.G Lisboa, J Vaughan

Journal:

Expert Systems with Applications

Year:

1999

Language:

english

File:

PDF, 182 KB

english, 1999

32

An Electronic Commerce Application of the Bayesian Framework for MLPs: The Effect of Marginalisation and ARD

A. Vellido, P.J.G. Lisboa

Journal:

Neural Computing and Applications

Year:

2001

Language:

english

File:

PDF, 141 KB

english, 2001

33

Classification of human brain tumours from MRS data using Discrete Wavelet Transform and Bayesian Neural Networks

Carlos Arizmendi, Alfredo Vellido, Enrique Romero

Journal:

Expert Systems with Applications

Year:

2012

Language:

english

File:

PDF, 1.06 MB

english, 2012

34

Robust analysis of MRS brain tumour data using -GTM

Alfredo Vellido, Paulo J.G. Lisboa, Dolores Vicente

Journal:

Year:

2006

Language:

english

File:

PDF, 319 KB

english, 2006

35

Advances in machine learning and computational intelligence

Frank-Michael Schleif, Michael Biehl, Alfredo Vellido

Journal:

Year:

2009

Language:

english

File:

PDF, 82 KB

english, 2009

36

Outlier exploration and diagnostic classification of a multi-centre 1H-MRS brain tumour database

Alfredo Vellido, Enrique Romero, Félix F. González-Navarro, Lluís A. Belanche-Muñoz, Margarida Julià-Sapé, Carles Arús

Journal:

Year:

2009

Language:

english

File:

PDF, 601 KB

english, 2009

37

Feature and model selection with discriminatory visualization for diagnostic classification of brain tumors

Félix F. González-Navarro, Lluís A. Belanche-Muñoz, Enrique Romero, Alfredo Vellido, Margarida Julià-Sapé, Carles Arús

Journal:

Year:

2010

Language:

english

File:

PDF, 558 KB

english, 2010

38

Data Mining in Cancer Research [Application Notes]

Lisboa, P.J.G., Vellido, A., Tagliaferri, R., Napolitano, F., Ceccarelli, M., Martin-Guerrero, J.D., Biganzoli, E.

Journal:

IEEE Computational Intelligence Magazine

Year:

2010

Language:

english

File:

PDF, 756 KB

english, 2010

39

Varón de 29 años con síndrome constitucional y fiebre

I. Pérez Sánchez, M. Nicolás Blanco, J.J. Romero Perera, A. García Vellido

Journal:

SEMERGEN - Medicina de Familia

Year:

2006

File:

PDF, 230 KB

2006

40

Validación de tres ecuaciones de riesgo coronario en población diabética de un centro de salud

Lourdes Cañón-Barroso, Eloísa Cruces-Muro, Gerardo Fernández-Ochoa, Teresa Nieto-Hernández, Andrés García-Vellido, Francisco Buitrago

Journal:

Medicina Clínica

Year:

2006

File:

PDF, 93 KB

2006

41

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

Sandra Ortega-Martorell, Paulo JG Lisboa, Alfredo Vellido, Margarida Julià-Sapé, Carles Arús

Journal:

BMC Bioinformatics

Year:

2012

Language:

english

File:

PDF, 471 KB

english, 2012

42

[Lecture Notes in Computer Science] Computational Intelligence Methods for Bioinformatics and Biostatistics Volume 7548 || Case/Control Prediction from Illumina Methylation Microarray’s β and Two-Color Channels in the Presence of Batch Effects

Biganzoli, Elia, Vellido, Alfredo, Ambrogi, Federico, Tagliaferri, Roberto

Year:

2012

Language:

english

File:

PDF, 399 KB

english, 2012

43

[Lecture Notes in Computer Science] Computational Intelligence Methods for Bioinformatics and Biostatistics Volume 7548 || Reliability of miRNA Microarray Platforms: An Approach Based on Random Effects Linear Models

Biganzoli, Elia, Vellido, Alfredo, Ambrogi, Federico, Tagliaferri, Roberto

Year:

2012

Language:

english

File:

PDF, 1.51 MB

english, 2012

44

[IEEE 2010 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2010) - Buenos Aires (2010.08.31-2010.09.4)] 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology - Diagnosis of brain tumours from magnetic resonance spectroscopy using wavelets and Neural Networks

Arizmendi, C, Hernández-Tamames, Juan, Romero, E, Vellido, A, del Pozo, F

Year:

2010

Language:

english

File:

PDF, 916 KB

english, 2010

45

Automated classification of brain tumours from short echo time in vivo MRS data using Gaussian Decomposition and Bayesian Neural Networks

Arizmendi, Carlos, Sierra, Daniel A., Vellido, Alfredo, Romero, Enrique

Journal:

Expert Systems with Applications

Year:

2014

Language:

english

File:

PDF, 1.61 MB

english, 2014

46

Atipical Localitation of Endometriosis. Thoracic Endometriosis Syndrome (TES): A Case Report

Vellido, R., Oliver, M.R., de la Hera, C., Tessier, E., Perez, C., Jimenez, J.S.

Journal:

Journal of Minimally Invasive Gynecology

Year:

2011

Language:

english

File:

PDF, 164 KB

english, 2011

47

Evaluación del plan funcional dirigido a personas cuidadoras en hospitalización

Quiñoz-Gallardo, M. Dolores, Vellido-González, Concepción, Rivas-Campos, Antonio, Martín-Berrido, Mercedes, González-Guerrero, Leticia, Vellido-González, Dolores, Nieto-Poyato, Rosa María, Corral-Rubi

Journal:

Enfermería Clínica

Year:

2013

File:

PDF, 442 KB

2013

48

Discriminant Convex Non-negative Matrix Factorization for the classification of human brain tumours

Vilamala, Albert, Lisboa, Paulo J.G., Ortega-Martorell, Sandra, Vellido, Alfredo

Journal:

Pattern Recognition Letters

Year:

2013

Language:

english

File:

PDF, 599 KB

english, 2013

49

Corrigendum to “Severe sepsis mortality prediction with logistic regression over latent factors” [Expert Systems with Applications 39 (2) (2012) 1937–1943]

Ribas, Vicent J., Vellido, Alfredo, Ruiz-Rodríguez, Juan Carlos, Rello, Jordi

Journal:

Expert Systems with Applications

Year:

2012

File:

PDF, 137 KB

2012

50

Cesárea humanizada

Tessier España, Esther, Camaño Gutiérrez, Isabel, García Burguillo, Antonio, Hernández García, José Manuel, Cotelo, Rocío Vellido, de la Hera Lázaro, Cristina, de los Reyes Oliver Pérez, María

Journal:

Progresos de Obstetricia y Ginecología

Year:

2013

File:

PDF, 272 KB

2013

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