Root Cause Analysis of Network Failures Using Machine Learning and Summarization Techniques JMN Gonzalez, JA Jimenez, JCD Lopez, HA Parada G. IEEE Communications Magazine 55 (9), 126-131, 2017 | 45 | 2017 |
Applying event stream processing to network online failure prediction JC Duenas, JM Navarro, J Andion, F Cuadrado IEEE Communications Magazine 56 (1), 166-170, 2018 | 27 | 2018 |
Local evaluation of time series anomaly detection algorithms A Huet, JM Navarro, D Rossi Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022 | 24 | 2022 |
Random histogram forest for unsupervised anomaly detection A Putina, M Sozio, D Rossi, JM Navarro 2020 IEEE International Conference on Data Mining (ICDM), 1226-1231, 2020 | 18 | 2020 |
Human readable network troubleshooting based on anomaly detection and feature scoring JM Navarro, A Huet, D Rossi Computer Networks 219, 109447, 2022 | 7 | 2022 |
HURRA! Human readable router anomaly detection JM Navarro, D Rossi 2020 32nd International Teletraffic Congress (ITC 32), 19-28, 2020 | 7 | 2020 |
Optimizing failure prediction time windows through genetic algorithms and random forests JMN González, JA Jiménez, JCD López IEEE Access 6, 58307-58323, 2018 | 4 | 2018 |
System failure prediction through rare-events elastic-net logistic regression JM Navarro, GHA Parada, JC Dueñas 2014 2nd International Conference on Artificial Intelligence, Modelling and …, 2014 | 4 | 2014 |
Classification in sparse, high dimensional environments applied to distributed systems failure prediction JM Navarro, HAP Parada G, JC Dueñas Artificial Intelligence and Soft Computing: 14th International Conference …, 2015 | 3 | 2015 |
Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation A Finamore, C Wang, J Krolikowski, JM Navarro, F Chen, D Rossi Proceedings of the 2023 ACM on Internet Measurement Conference, 36-51, 2023 | 2 | 2023 |
A passive, non-intrusive, cheap method to identify behaviours and habits in the Campus J Andión Jiménez, JM Navarro González, ... XIII Jornadas de Ingeniería telemática (JITEL 2017). Libro de actas, 40-47, 2018 | 2 | 2018 |
STREAMRHF: Tree-Based Unsupervised Anomaly Detection for Data Streams S Nesic, A Putina, M Bahri, A Huet, JM Navarro, D Rossi, M Sozio 2022 IEEE/ACS 19th International Conference on Computer Systems and …, 2022 | 1 | 2022 |
Efficient Wavelet Sign Prediction: Simulated Annealing vs Genetic Algorithms JM Navarro, P Moreno, F Rodríguez-Ballester, A Martí, MA Cruz-Chávez, ... Advances in Knowledge-Based and Intelligent Information and Engineering …, 2012 | 1 | 2012 |
Change Point Detection in WLANs with Random AP Forests A Huet, J Krolikowski, JM Navarro, F Chen, D Rossi Companion of the 19th International Conference on emerging Networking …, 2023 | | 2023 |
Meta-Learning for Fast Model Recommendation in Unsupervised Multivariate Time Series Anomaly Detection JM Navarro, A Huet, D Rossi International Conference on Automated Machine Learning, 24/1-19, 2023 | | 2023 |
Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation A Finamore, C Wang, J Krolikowski, JM Navarro, F Chen, D Rossi arXiv preprint arXiv:2309.09733, 2023 | | 2023 |
Rare Yet Popular: Evidence and Implications from Labeled Datasets for Network Anomaly Detection JM Navarro, A Huet, D Rossi arXiv preprint arXiv:2211.10129, 2022 | | 2022 |
Smart behavioral analytics over a low-cost IoT wi-fi tracking real deployment J Andión Jiménez, JM Navarro González, G López López, ... | | 2018 |
ITC32 2020 JM Navarro, D Rossi, A Diamanti, JMS Vilchez, M Gajić, M Furdek, ... | | |
Analysis of genetic programming's parameters for 2D Wavelet Sign Coding JM Navarro, O López-Granado, MP Malumbres | | |