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Ignacio Aguilera-Martos
Ignacio Aguilera-Martos
PhD Student, University of Granada Department of Computer Science and Artificial Intelligence, DaSCI
Verified email at ugr.es
Title
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Year
Anomaly detection in predictive maintenance: A new evaluation framework for temporal unsupervised anomaly detection algorithms
J Carrasco, D López, I Aguilera-Martos, D García-Gil, I Markova, ...
Neurocomputing 462, 440-452, 2021
472021
Multi-step histogram based outlier scores for unsupervised anomaly detection: ArcelorMittal engineering dataset case of study
I Aguilera-Martos, M García-Barzana, D García-Gil, J Carrasco, D López, ...
Neurocomputing 544, 126228, 2023
122023
TSFEDL: A python library for time series spatio-temporal feature extraction and prediction using deep learning
I Aguilera-Martos, ÁM García-Vico, J Luengo, S Damas, FJ Melero, ...
Neurocomputing 517, 223-228, 2023
12*2023
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series
D López, I Aguilera-Martos, M García-Barzana, F Herrera, D García-Gil, ...
Information Fusion 100, 101957, 2023
72023
Revisiting Histogram Based Outlier Scores: Strengths and Weaknesses
I Aguilera-Martos, J Luengo, F Herrera
International Conference on Hybrid Artificial Intelligence Systems, 39-48, 2023
12023
Developing Big Data Anomaly Dynamic and Static Detection Algorithms: AnomalyDSD Spark Package
D García-Gil, D López, D Argüelles-Martino, J Carrasco, I Aguilera-Martos, ...
Information Sciences, 121587, 2024
2024
Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting
I Aguilera-Martos, A Herrera-Poyatos, J Luengo, F Herrera
arXiv preprint arXiv:2410.03805, 2024
2024
Local Attention: Enhancing the Transformer Architecture for Efficient Time Series Forecasting
I Aguilera-Martos, A Herrera-Poyatos, J Luengo, F Herrera
2024 International Joint Conference on Neural Networks (IJCNN), 1-8, 2024
2024
FLEX: FLEXible Federated Learning Framework
F Herrera, D Jiménez-López, A Argente-Garrido, N Rodríguez-Barroso, ...
arXiv preprint arXiv:2404.06127, 2024
2024
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