TSDCN: Traffic safety state deep clustering network for real‐time traffic crash‐prediction
نویسندگان
چکیده
منابع مشابه
Realtime ATM Traffic Generation
The evolution of new networking protocols has shown, that the conventional traffic models like Poisson are in many cases not suited for simulating real network behaviour [4]. This is especially true for ATM networks, because they will show a high complexity in their data rate dynamic due to statistical multiplexing of data, audio and video traffic. On the other hand realistic traffic models are...
متن کاملLightweight Hierarchical Network Traffic Clustering
We summarize our work with ADHIC (Approximate Divisive HIerarchical Clusterer), a lightweight, online, divisive hierarchical clustering algorithm tailored to the domain of network traffic clustering. We then briefly describe our implementation of ADHIC, NetADHICT, which serves as a tool to system administrators. The key innovation is that it can identify and present a hierarchical decomposition...
متن کاملHypergraph Clustering for Better Network Traffic Inspection
Networked computing environments are subject to configuration errors, unauthorized users, undesired activities and attacks by malicious software. These can be detected by monitoring network traffic, but network administrators are overwhelmed by the amount of data that needs to be inspected. In this paper, we describe how clustering can be used for this application to reduce the amount of data t...
متن کاملBehavioral Analysis of Traffic Flow for an Effective Network Traffic Identification
Fast and accurate network traffic identification is becoming essential for network management, high quality of service control and early detection of network traffic abnormalities. Techniques based on statistical features of packet flows have recently become popular for network classification due to the limitations of traditional port and payload based methods. In this paper, we propose a metho...
متن کاملRealtime High-Speed Network Traffic Monitoring Using ntopng
Monitoring network traffic has become increasingly challenging in terms of number of hosts, protocol proliferation and probe placement topologies. Virtualised environments and cloud services shifted the focus from dedicated hardware monitoring devices to virtual machine based, software traffic monitoring applications. This paper covers the design and implementation of ntopng, an open-source t...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IET Intelligent Transport Systems
سال: 2020
ISSN: 1751-956X,1751-9578
DOI: 10.1049/itr2.12011