<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "A Proactive Method of the Webshell Detection and Prevention based on Deep Traffic Analysis"^^ . "The popularity of today's web application has led to web servers are frequently objects to injecting webshell attacks. In this paper, we propose a new deep inspection method, namely DLWD, to detect in real-time and proactively prevent webshell attacks. DLWSD is composed of both signature-based and DNN deep learning-based detection. Moreover, to avoid bottlenecks, DLWSD built-in DeepInspector inspects in real-time the large-scale traffic flows with a strategy of periodic sampling at a defined frequency and interval for only flows that do not satisfy any signature. DeepInspector can create/update rules from webshell attacking alert results to prevent in future. We also proposed a mechanism using the cross-entropy loss function to regulate the training imbalanced dataset. Our experiments allow validating the performance of DLWSD using a popular dataset CSE-CIC-IDS2018 with the metrics (Accuracy, F1-score, FPR) of (99.99%, 99.98%, 0.01%) respectively. It is also better compared with other studies using the same dataset."^^ . "2021" . . "InderScience"^^ . . . "International Journal of Web and Grid Services"^^ . . . "17411114" . . . . . . . . . . . . . . . . . . . "Viet Long"^^ . "Hoang"^^ . "Viet Long Hoang"^^ . . "Phuong Hanh"^^ . "Du"^^ . "Phuong Hanh Du"^^ . . "Ngoc Hoa"^^ . "Nguyen"^^ . "Ngoc Hoa Nguyen"^^ . . "Ngoc Cuong"^^ . "Nguyen"^^ . "Ngoc Cuong Nguyen"^^ . . "Viet Ha"^^ . "Le"^^ . "Viet Ha Le"^^ . . . . . "HTML Summary of #4645 \n\nA Proactive Method of the Webshell Detection and Prevention based on Deep Traffic Analysis\n\n" . "text/html" . . . "Scopus-indexed journals"@en . . . "ISI-indexed journals"@en . .