Publicaciones en colaboración con investigadores/as de Universidad de Málaga (26)

2021

  1. Deep neural networks architecture driven by problem-specific information

    Neural Computing and Applications, Vol. 33, Núm. 15, pp. 9403-9423

2019

  1. Addition of Pathway-Based Information to Improve Predictions in Transcriptomics

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  2. Forward Noise Adjustment Scheme for Data Augmentation

    Proceedings of the 2018 IEEE Symposium Series on Computational Intelligence, SSCI 2018

  3. MetODeep: A Deep Learning Approach for Prediction of Methionine Oxidation Sites in Proteins

    Proceedings of the International Joint Conference on Neural Networks

2018

  1. BLASSO: Integration of biological knowledge into a regularized linear model

    BMC Systems Biology, Vol. 12

  2. Classification of high dimensional data using LASSO ensembles

    2017 IEEE Symposium Series on Computational Intelligence, SSCI 2017 - Proceedings

  3. Data dimension and structure effects in predictive performance of deep neural networks

    Frontiers in Artificial Intelligence and Applications

2017

  1. Deep learning to analyze RNA-Seq gene expression data

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  2. L1-regularization model enriched with biological knowledge

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  3. Machine learning models to search relevant genetic signatures in clinical context

    Proceedings of the International Joint Conference on Neural Networks

2015

  1. Efficient implementation of the backpropagation algorithm in FPGAs and microcontrollers

    IEEE transactions on neural networks and learning systems, Vol. 27, Núm. 9, pp. 1840-1850

  2. Use of q-values to improve a genetic algorithm to identify robust gene signatures

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

2013

  1. A constructive neural network to predict pitting corrosion status of stainless steel

    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

  2. Addressing critical issues in the development of an Oncology Information System

    International Journal of Medical Informatics, Vol. 82, Núm. 5, pp. 398-407

  3. Analysis of Cancer Microarray Data using Constructive Neural Networks and Genetic Algorithms

    PROCEEDINGS IWBBIO 2013: INTERNATIONAL WORK-CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING