Publications by the researcher in collaboration with JAVIER DEL SER LORENTE (11)

2022

  1. An active adaptation strategy for streaming time series classification based on elastic similarity measures

    Neural Computing and Applications, Vol. 34, Núm. 16, pp. 13237-13252

2021

  1. Adaptive Dendritic Cell-Deep Learning Approach for Industrial Prognosis under Changing Conditions

    IEEE Transactions on Industrial Informatics, Vol. 17, Núm. 11, pp. 7760-7770

  2. Rank Aggregation for Non-stationary Data Streams

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

2020

  1. Data Augmentation for Industrial Prognosis Using Generative Adversarial Networks

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

  2. Evolutionary LSTM-FCN networks for pattern classification in industrial processes

    Swarm and Evolutionary Computation, Vol. 54

  3. Robust image classification against adversarial attacks using elastic similarity measures between edge count sequences

    Neural Networks, Vol. 128, pp. 61-72

2019

  1. Data fusion and machine learning for industrial prognosis: Trends and perspectives towards Industry 4.0

    Information Fusion, Vol. 50, pp. 92-111

  2. On-line Elastic Similarity Measures for time series

    Pattern Recognition, Vol. 88, pp. 506-517

2018

  1. Adversarial sample crafting for time series classification with elastic similarity measures

    Studies in Computational Intelligence (Springer Verlag), pp. 26-39

2017

  1. Nature-inspired approaches for distance metric learning in multivariate time series classification

    2017 IEEE Congress on Evolutionary Computation, CEC 2017 - Proceedings

  2. On-Line Dynamic Time Warping for Streaming Time Series

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