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List of works by Alfredo Vellido Alcacena

A novel semi-supervised methodology for extracting tumor type-specific MRS sources in human brain data

scientific article (publication date: 2013)

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

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

scientific article

Advances in machine learning and computational intelligence

scientific article published in March 2009

Artificial Intelligence and Dialysis

scientific article published on 09 October 2018

Artificial Intelligence for the Artificial Kidney: Pointers to the Future of a Personalized Hemodialysis Therapy.

scientific article

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

scientific article published in 2016

Bayesian Semi Non-negative Matrix Factorisation ⬇️

scientific article published on April 2016

Blood Pressure Assessment with Differential Pulse Transit Time and Deep Learning: A Proof of Concept

scholarly article by Vicent Ribas Ripoll & Alfredo Vellido Alcacena published February 2019 in Kidney diseases (Basel, Switzerland)

Brain Tumor Pathological Area Delimitation through Non-negative Matrix Factorization

scientific article published in December 2011

Brain tumour classification using Gaussian decomposition and neural networks

scientific article published in January 2011

Classification, Dimensionality Reduction, and Maximally Discriminatory Visualization of a Multicentre 1H-MRS Database of Brain Tumors

scientific article published in 2008

Convex non-negative matrix factorization for brain tumor delimitation from MRSI data

scientific article

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

scholarly article published in Expert Systems with Applications

Data Mining in Cancer Research [Application Notes

scientific article published in February 2010

Diagnosis of brain tumours from magnetic resonance spectroscopy using wavelets and Neural Networks

scientific article published in January 2010

Discovering Hidden Pathways in Bioinformatics

Extraction of artefactual MRS patterns from a large database using non-negative matrix factorization

scientific article published on 02 December 2019

Feature Selection with Single-Layer Perceptrons for a Multicentre 1H-MRS Brain Tumour Database

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

scientific article published in January 2010

Feature selection for the accurate prediction of septic and cardiogenic shock ICU mortality in the acute phase

scientific article published in PLoS ONE

Finding discriminative subtypes of aggressive brain tumours using magnetic resonance spectroscopy

scientific article published on January 1, 2010

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

scientific article

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

scientific article

Leveraging Data Science for a Personalized Haemodialysis

scientific article published on 25 May 2020

Machine learning in critical care: state-of-the-art and a sepsis case study

scientific article published on 20 November 2018

Making nonlinear manifold learning models interpretable: The manifold grand tour

Metrics for Probabilistic Geometries ⬇️

scientific article published on 27 November 2014

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

scientific article

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

scientific article

On the Use of Graphical Models to Study ICU Outcome Prediction in Septic Patients Treated with Statins

On the use of decision trees for ICU outcome prediction in sepsis patients treated with statins

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

scientific article published in August 2009

Reducing the n-gram feature space of class C GPCRs to subtype-discriminating patterns

scientific article

Semi-supervised analysis of human brain tumours from partially labeled MRS information, using manifold learning models

scientific article published in February 2011

Sepsis mortality prediction with the Quotient Basis Kernel

scientific article published on 27 March 2014

Severe sepsis mortality prediction with logistic regression over latent factors

Severe sepsis mortality prediction with relevance vector machines

scientific article

Societal Issues Concerning the Application of Artificial Intelligence in Medicine

scholarly article by Alfredo Vellido Alcacena published February 2019 in Kidney diseases (Basel, Switzerland)

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

scientific article published in July 2011

Systematic Analysis of Primary Sequence Domain Segments for the Discrimination Between Class C GPCR Subtypes.

scientific article published on 19 February 2018

The influence of alignment-free sequence representations on the semi-supervised classification of class C G protein-coupled receptors: semi-supervised classification of class C GPCRs.

scientific article published on 4 November 2014

Towards interpretable classifiers with blind signal separation

scientific article published in June 2012

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

scientific article published on 12 November 2020

Using machine learning tools for protein database biocuration assistance

scientific article published on 05 July 2018

Using random forests for assistance in the curation of G-protein coupled receptor databases

scientific article

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