FRANCISCO
HERRERA TRIGUERO
CATEDRÁTICO DE UNIVERSIDAD
NURIA
RODRÍGUEZ BARROSO
Investigadora en el periodo 2024-2024
Publicaciones en las que colabora con NURIA RODRÍGUEZ BARROSO (9)
2024
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A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends
IEEE/CAA Journal of Automatica Sinica, Vol. 11, Núm. 4, pp. 824-850
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Defense Strategy against Byzantine Attacks in Federated Machine Learning: Developments towards Explainability
IEEE International Conference on Fuzzy Systems
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Federated Learning for Exploiting Annotators’ Disagreements in Natural Language Processing
Transactions of the Association for Computational Linguistics, Vol. 12, pp. 724-742
2023
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Survey on federated learning threats: Concepts, taxonomy on attacks and defences, experimental study and challenges
Information Fusion, Vol. 90, pp. 148-173
2022
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Backdoor attacks-resilient aggregation based on Robust Filtering of Outliers in federated learning for image classification
Knowledge-Based Systems, Vol. 245
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Dynamic defense against byzantine poisoning attacks in federated learning
Future Generation Computer Systems, Vol. 133, pp. 1-9
2020
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Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy
Information Fusion, Vol. 64, pp. 270-292
2019
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Deep learning hyper-parameter tuning for sentiment analysis in twitter based on evolutionary algorithms
Proceedings of the 2019 Federated Conference on Computer Science and Information Systems, FedCSIS 2019
2018
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SCI2S at TASS 2018: Emotion classification with Recurrent Neural Networks
CEUR Workshop Proceedings