Publicaciones en colaboración con investigadores/as de Universidad del País Vasco/Euskal Herriko Unibertsitatea (23)

2024

  1. Reinforcement learning for the optimization and online control of emulsion polymerization reactors: Particle morphology

    Computers and Chemical Engineering, Vol. 187

  2. Unveiling the neuroplastic capacity of the bilingual brain: insights from healthy and pathological individuals

    Brain Structure and Function

2023

  1. Early prediction of Ibex 35 movements

    Journal of Forecasting, Vol. 42, Núm. 5, pp. 1150-1166

  2. Efficient concept drift handling for batch android malware detection models

    Pervasive and Mobile Computing, Vol. 96

  3. Minimum Recall-Based Loss Function for Imbalanced Time Series Classification

    IEEE Transactions on Knowledge and Data Engineering, Vol. 35, Núm. 10, pp. 10024-10034

  4. Selective Imputation for Multivariate Time Series Datasets with Missing Values

    IEEE Transactions on Knowledge and Data Engineering, Vol. 35, Núm. 9, pp. 9490-9501

  5. Towards a fair comparison and realistic evaluation framework of android malware detectors based on static analysis and machine learning

    Computers and Security, Vol. 124

2022

  1. A Multivariate Time Series Streaming Classifier for Predicting Hard Drive Failures [Application Notes]

    IEEE Computational Intelligence Magazine, Vol. 17, Núm. 1, pp. 102-114

  2. Ad-hoc explanation for time series classification

    Knowledge-Based Systems, Vol. 252

  3. Time series classifier recommendation by a meta-learning approach

    Pattern Recognition, Vol. 128

2021

  1. A Review on Outlier/Anomaly Detection in Time Series Data

    ACM Computing Surveys, Vol. 54, Núm. 3

  2. Water leak detection using self-supervised time series classification

    Information Sciences, Vol. 574, pp. 528-541

2020

  1. Mutual information based feature subset selection in multivariate time series classification

    Pattern Recognition, Vol. 108

  2. Survey of Network Intrusion Detection Methods from the Perspective of the Knowledge Discovery in Databases Process

    IEEE Transactions on Network and Service Management, Vol. 17, Núm. 4, pp. 2451-2479

2019

  1. A review on distance based time series classification

    Data Mining and Knowledge Discovery, Vol. 33, Núm. 2, pp. 378-412

  2. Early classification of time series using multi-objective optimization techniques

    Information Sciences, Vol. 492, pp. 204-218

2018

  1. Early Classification of Time Series by Simultaneously Optimizing the Accuracy and Earliness

    IEEE Transactions on Neural Networks and Learning Systems, Vol. 29, Núm. 10, pp. 4569-4578

  2. PhD Thesis proposal: A study on the discriminatory capacity of the temporal information on supervised time series classification problems

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

  3. ¿Requiere la clasiicación de series temporales métodos especíicos?

    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. Reliable early classification of time series based on discriminating the classes over time

    Data Mining and Knowledge Discovery, Vol. 31, Núm. 1, pp. 233-263