Publicaciones (101) Publicaciones de Berta María Guijarro Berdiñas

2023

  1. A Federated Learning Architecture for Anomaly Detection on the Edge Using Deep Autoencoders

    Proceedings of the Workshop on Enabling Technologies: Infrastructure for Collaborative Enterprises, WETICE

  2. A One-Class Classification method based on Expanded Non-Convex Hulls

    Information Fusion, Vol. 89, pp. 1-15

  3. Fast deep autoencoder for federated learning

    Pattern Recognition, Vol. 143

  4. FedHEONN: Federated and homomorphically encrypted learning method for one-layer neural networks

    Future Generation Computer Systems, Vol. 149, pp. 200-211

  5. Simulation of Virus Propagation and Acceptance of Socio-Sanitary Measures Through an Intelligent Model

    VI Congreso XoveTIC: impulsando el talento científico

2022

  1. How Agent-based modeling can help to foster sustainability projects

    Procedia Computer Science

  2. Machine learning techniques to predict different levels of hospital care of CoVid-19

    Applied Intelligence, Vol. 52, Núm. 6, pp. 6413-6431

  3. Real-time classification of handball game situations

    Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI

  4. Sustainable Personalisation and Explainability in Dyadic Data Systems

    Procedia Computer Science

2021

  1. DSVD-autoencoder: A scalable distributed privacy-preserving method for one-class classification

    International Journal of Intelligent Systems, Vol. 36, Núm. 1, pp. 177-199

  2. Federated Learning approach for Spectral Clustering

    ESANN 2021 Proceedings - 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning

  3. Generating a Synthetic Population of Agents Through Decision Trees and Socio Demographic Data

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

  4. Regularized One-Layer Neural Networks for Distributed and Incremental Environments

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

  5. Scalable feature selection using ReliefF aided by locality-sensitive hashing

    International Journal of Intelligent Systems, Vol. 36, Núm. 11, pp. 6161-6179

2020

  1. A FIPA-ACL based communication utility for Unity

    Proceedings of the Workshop on Enabling Technologies: Infrastructure for Collaborative Enterprises, WETICE

  2. Fast Distributed kNN Graph Construction Using Auto-tuned Locality-sensitive Hashing

    ACM Transactions on Intelligent Systems and Technology, Vol. 11, Núm. 6

  3. Online learning for anomaly detection via subdivisible convex hulls

    Proceedings of the International Joint Conference on Neural Networks

2019

  1. A Machine Learning Solution for Distributed Environments and Edge Computing

    XoveTIC 2019: The 2nd XoveTIC Conference (XoveTIC 2019), A Coruña, Spain, 5–6 September