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Fig. 1 presents an overview of the framework used to position the different objectives and points of interest of this thesis. We can see that the goal is to explore prediction and detection algorithms for data networks in the five areas mentioned above, with a focus on prediction/detection problems as well as to investigate the generation of synthetic data that follows the probability distribution of features associated with intrusion detection datasets (making use of generative methods). Fig. 1. Framework for the research objectives of this thesis Doctoral Thesis: Novel applications of Machine Learning to NTAP -9PDF Image | Novel applications of Machine Learning to Network Traffic Analysis
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