Publicaciones en colaboración con investigadores/as de Universidad de Burgos (38)

2024

  1. Evaluating the impact of different Feature as a Counter data aggregation approaches on the performance of NIDSs and their selected features

    Logic Journal of the IGPL, Vol. 32, Núm. 2, pp. 263-280

2022

  1. Improving the Reliability of Network Intrusion Detection Systems Through Dataset Integration

    IEEE Transactions on Emerging Topics in Computing, Vol. 10, Núm. 4, pp. 1717-1732

2020

  1. Towards a reliable comparison and evaluation of network intrusion detection systems based on machine learning approaches

    Applied Sciences (Switzerland), Vol. 10, Núm. 5

2018

  1. A fuzzy rule-based system to predict energy consumption of genetic programming algorithms

    Computer Science and Information Systems, Vol. 15, Núm. 3, pp. 635-654

  2. A unifying analysis for the supervised descriptive rule discovery via the weighted relative accuracy

    Knowledge-Based Systems, Vol. 139, pp. 89-100

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

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. Evaluating the classifier behavior with noisy data considering performance and robustness: The Equalized Loss of Accuracy measure

    Neurocomputing, Vol. 176, pp. 26-35

  3. INFFC: An iterative class noise filter based on the fusion of classifiers with noise sensitivity control

    Information Fusion, Vol. 27, pp. 19-32

  4. The influence of noise on the evolutionary fuzzy systems for subgroup discovery

    Soft Computing, Vol. 20, Núm. 11, pp. 4313-4330

2015

  1. A data mining software package including data preparation and reduction: Keel

    Intelligent Systems Reference Library, Vol. 72, pp. 285-313

  2. A first approach in the class noise filtering approaches for fuzzy subgroup discovery

    Advances in Intelligent Systems and Computing

  3. An automatic extraction method of the domains of competence for learning classifiers using data complexity measures

    Knowledge and Information Systems, Vol. 42, Núm. 1, pp. 147-180

  4. Data Preprocessing in Data Mining

    Intelligent Systems Reference Library, Vol. 72

  5. Data preparation basic models

    Intelligent Systems Reference Library, Vol. 72, pp. 39-57

  6. Data reduction

    Intelligent Systems Reference Library, Vol. 72, pp. 147-162

  7. Data sets and proper statistical analysis of data mining techniques

    Intelligent Systems Reference Library, Vol. 72, pp. 19-38

  8. Dealing with missing values

    Intelligent Systems Reference Library, Vol. 72, pp. 59-105

  9. Dealing with noisy data

    Intelligent Systems Reference Library, Vol. 72, pp. 107-145

  10. Discretization

    Intelligent Systems Reference Library, Vol. 72, pp. 245-283