Publicaciones en colaboración con investigadores/as de King Abdulaziz University (13)

2017

  1. A pareto-based ensemble with feature and instance selection for learning from multi-class imbalanced datasets

    International Journal of Neural Systems, Vol. 27, Núm. 6

  2. Fuzzy rule based classification systems for big data with MapReduce: granularity analysis

    Advances in Data Analysis and Classification, Vol. 11, Núm. 4, pp. 711-730

  3. NMC: nearest matrix classification – A new combination model for pruning One-vs-One ensembles by transforming the aggregation problem

    Information Fusion, Vol. 36, pp. 26-51

  4. Why Linguistic Fuzzy Rule Based Classification Systems perform well in Big Data Applications?

    International Journal of Computational Intelligence Systems, Vol. 10, Núm. 1, pp. 1211-1225

2016

  1. A View on Fuzzy Systems for Big Data: Progress and Opportunities

    International Journal of Computational Intelligence Systems, Vol. 9, pp. 69-80

  2. Enhancing evolutionary fuzzy systems for multi-class problems: Distance-based relative competence weighting with truncated confidences (DRCW-TC)

    International Journal of Approximate Reasoning, Vol. 73, pp. 108-122

  3. Ordering-based pruning for improving the performance of ensembles of classifiers in the framework of imbalanced datasets

    Information Sciences, Vol. 354, pp. 178-196

2015

  1. A proposal for evolutionary fuzzy systems using feature weighting: Dealing with overlapping in imbalanced datasets

    Knowledge-Based Systems, Vol. 73, pp. 1-17

  2. Enhancing Multiclass Classification in FARC-HD Fuzzy Classifier: On the Synergy Between n-Dimensional Overlap Functions and Decomposition Strategies

    IEEE Transactions on Fuzzy Systems, Vol. 23, Núm. 5, pp. 1562-1580

  3. On the combination of genetic fuzzy systems and pairwise learning for improving detection rates on Intrusion Detection Systems

    Expert Systems with Applications, Vol. 42, Núm. 1, pp. 193-202

  4. Revisiting Evolutionary Fuzzy Systems: Taxonomy, applications, new trends and challenges

    Knowledge-Based Systems, Vol. 80, pp. 109-121

2014

  1. Big Data with Cloud Computing: An insight on the computing environment, MapReduce, and programming frameworks

    Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Vol. 4, Núm. 5, pp. 380-409

  2. Empowering difficult classes with a similarity-based aggregation in multi-class classification problems

    Information Sciences, Vol. 264, pp. 135-157