Publicaciones en colaboración con investigadores/as de University of Nottingham (28)

2024

  1. General Purpose Artificial Intelligence Systems (GPAIS): Properties, definition, taxonomy, societal implications and responsible governance

    Information Fusion, Vol. 103

2021

  1. Decomposition-Fusion for Label Distribution Learning

    Information Fusion, Vol. 66, pp. 64-75

  2. EUSC: A clustering-based surrogate model to accelerate evolutionary undersampling in imbalanced classification

    Applied Soft Computing, Vol. 101

  3. Fuzzy k-nearest neighbors with monotonicity constraints: Moving towards the robustness of monotonic noise

    Neurocomputing, Vol. 439, pp. 106-121

  4. Neurocomputing guest editorial for the special issue: Advances in deep and shallow machine learning approaches for handling data irregularities

    Neurocomputing

2020

  1. A Hybrid Surrogate Model for Evolutionary Undersampling in Imbalanced Classification

    2020 IEEE Congress on Evolutionary Computation, CEC 2020 - Conference Proceedings

  2. Chi-BD-DRF: Design of scalable fuzzy classifiers for big data via a dynamic rule filtering approach

    IEEE International Conference on Fuzzy Systems

  3. Fast and Scalable Approaches to Accelerate the Fuzzy k-Nearest Neighbors Classifier for Big Data

    IEEE Transactions on Fuzzy Systems, Vol. 28, Núm. 5, pp. 874-886

  4. Redundancy and Complexity Metrics for Big Data Classification: Towards Smart Data

    IEEE Access, Vol. 8, pp. 87918-87928

2019

  1. Guest Editorial: Computational Intelligence for Big Data Analytics

    Cognitive Computation

  2. Instance reduction for one-class classification

    Knowledge and Information Systems, Vol. 59, Núm. 3, pp. 601-628

  3. Transforming big data into smart data: An insight on the use of the k-nearest neighbors algorithm to obtain quality data

    Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Vol. 9, Núm. 2

2018

  1. "k"-vecinos más cercanos difuso para clasificación monotónica

    XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2018): avances en Inteligencia Artificial. 23-26 de octubre de 2018 Granada, España

  2. A Preliminary Study of the Feasibility of Global Evolutionary Feature Selection for Big Datasets under Apache Spark

    2018 IEEE Congress on Evolutionary Computation, CEC 2018 - Proceedings

  3. A preliminary study on Hybrid Spill-Tree Fuzzy k-Nearest Neighbors for big data classification

    IEEE International Conference on Fuzzy Systems

  4. A preliminary study on Hybrid Spill-Tree Fuzzy k-Nearest Neighbors for big data classification

    2018 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE)

  5. On the use of convolutional neural networks for robust classification of multiple fingerprint captures

    International Journal of Intelligent Systems, Vol. 33, Núm. 1, pp. 213-230

  6. Un enfoque aproximado para acelerar el algoritmo de clasificación Fuzzy kNN para Big Data

    XVIII Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA 2018): avances en Inteligencia Artificial. 23-26 de octubre de 2018 Granada, España

2017

  1. A first attempt on global evolutionary undersampling for imbalanced big data

    2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings

  2. Distributed incremental fingerprint identification with reduced database penetration rate using a hierarchical classification based on feature fusion and selection

    Knowledge-Based Systems, Vol. 126, pp. 91-103