Ignacio Aguilera-Martos

13 papers B 1Misc 1Journal 11
YearRankTypeTitle / Venue / Authors
2025 J jnl
DenoGrad: Deep Gradient Denoising Framework for Enhancing the Performance of Interpretable AI Models.
CoRR
J. Javier Alonso-Ramos, Ignacio Aguilera-Martos, Andrés Herrera-Poyatos, Francisco Herrera
2025 J jnl
Developing Big Data anomaly dynamic and static detection algorithms: AnomalyDSD spark package.
Inf. Sci.
Diego García-Gil, David López, Daniel Argüelles-Martino, Jacinto Carrasco, Ignacio Aguilera-Martos, Julián Luengo, Francisco Herrera
2025 J jnl
FLEX: Flexible Federated Learning Framework.
Inf. Fusion
Francisco Herrera, Daniel Jiménez-López, Alberto Argente-Garrido, Nuria Rodríguez Barroso, Cristina Zuheros, Ignacio Aguilera-Martos, Beatriz Bello, Mario García-Márquez, María Victoria Luzón
2025 J jnl
WinStat: A Family of Trainable Positional Encodings for Transformers in Time Series Forecasting.
Mach. Learn. Knowl. Extr.
Cristhian Moya-Mota, Ignacio Aguilera-Martos, Diego García-Gil, Julián Luengo
2024 J jnl
FLEX: FLEXible Federated Learning Framework.
CoRR
Francisco Herrera, Daniel Jiménez-López, Alberto Argente-Garrido, Nuria Rodríguez Barroso, Cristina Zuheros, Ignacio Aguilera-Martos, Beatriz Bello, Mario García-Márquez, María Victoria Luzón
2024 J jnl
Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting.
CoRR
Ignacio Aguilera-Martos, Andrés Herrera-Poyatos, Julián Luengo, Francisco Herrera
2024 B conf
Local Attention: Enhancing the Transformer Architecture for Efficient Time Series Forecasting.
IJCNN
Ignacio Aguilera-Martos, Andrés Herrera-Poyatos, Julián Luengo, Francisco Herrera
2023 J jnl
Fusing anomaly detection with false positive mitigation methodology for predictive maintenance under multivariate time series.
Inf. Fusion
David López, Ignacio Aguilera-Martos, Marta García-Bárzana, Francisco Herrera, Diego García-Gil, Julián Luengo
2023 J jnl
Multi-step histogram based outlier scores for unsupervised anomaly detection: ArcelorMittal engineering dataset case of study.
Neurocomputing
Ignacio Aguilera-Martos, Marta García-Bárzana, Diego García-Gil, Jacinto Carrasco, David López, Julián Luengo, Francisco Herrera
2023 Misc conf
Revisiting Histogram Based Outlier Scores: Strengths and Weaknesses.
HAIS
Ignacio Aguilera-Martos, Julián Luengo, Francisco Herrera
2023 J jnl
TSFEDL: A python library for time series spatio-temporal feature extraction and prediction using deep learning.
Neurocomputing
Ignacio Aguilera-Martos, Ángel Miguel García-Vico, Julián Luengo, Sergio Damas, Francisco J. Melero, José Javier Valle-Alonso, Francisco Herrera
2022 J jnl
TSFEDL: A Python Library for Time Series Spatio-Temporal Feature Extraction and Prediction using Deep Learning (with Appendices on Detailed Network Architectures and Experimental Cases of Study).
CoRR
Ignacio Aguilera-Martos, Ángel Miguel García-Vico, Julián Luengo, Sergio Damas, Francisco J. Melero, José Javier Valle-Alonso, Francisco Herrera
2021 J jnl
Anomaly detection in predictive maintenance: A new evaluation framework for temporal unsupervised anomaly detection algorithms.
Neurocomputing
Jacinto Carrasco, David López, Ignacio Aguilera-Martos, Diego García-Gil, Irina Markova, Marta García-Bárzana, Manuel Arias-Rodil, Julián Luengo, Francisco Herrera