Publicaciones en colaboración con investigadores/as de University of Nottingham (19)

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. 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

2019

  1. Instance reduction for one-class classification

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

  2. 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 on Hybrid Spill-Tree Fuzzy k-Nearest Neighbors for big data classification

    IEEE International Conference on Fuzzy Systems

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

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

  4. 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

  5. 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. 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

  2. Exact Fuzzy k-Nearest Neighbor Classification for Big Datasets

    2017 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE)

  3. Exact fuzzy k-nearest neighbor classification for big datasets

    IEEE International Conference on Fuzzy Systems

  4. KEEL 3.0: An Open Source Software for Multi-Stage Analysis in Data Mining

    International Journal of Computational Intelligence Systems, Vol. 10, Núm. 1, pp. 1238-1249

2016

  1. From Big Data to Smart Data with the K-Nearest Neighbours Algorithm

    Proceedings - 2016 IEEE International Conference on Internet of Things; IEEE Green Computing and Communications; IEEE Cyber, Physical, and Social Computing; IEEE Smart Data, iThings-GreenCom-CPSCom-Smart Data 2016

2009

  1. KEEL: A software tool to assess evolutionary algorithms for data mining problems

    Soft Computing, Vol. 13, Núm. 3, pp. 307-318