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On network traffic statistical analysis

open access: yesLietuvos Matematikos Rinkinys, 2020
The present article deals with statistical university network traffic, by applying the methods of self-similarity and chaos analysis. The object of measurement is Šiauliai University LitNet network node maintaining institutions of education of the ...
Liudas Kaklauskas   +1 more
doaj   +3 more sources

Encrypted Network Traffic Analysis and Classification Utilizing Machine Learning [PDF]

open access: yesSensors
Encryption is a fundamental security measure to safeguard data during transmission to ensure confidentiality while at the same time posing a great challenge for traditional packet and traffic inspection.
Ibrahim A. Alwhbi   +2 more
doaj   +2 more sources

Transition Characteristic Analysis of Traffic Evolution Process for Urban Traffic Network [PDF]

open access: yesThe Scientific World Journal, 2014
The characterization of the dynamics of traffic states remains fundamental to seeking for the solutions of diverse traffic problems. To gain more insights into traffic dynamics in the temporal domain, this paper explored temporal characteristics and ...
Longfei Wang, Hong Chen, Yang Li
doaj   +3 more sources

Dual-attention Network Model on Propagation Tree Structures for Rumor Detection [PDF]

open access: yesJisuanji kexue, 2023
With the rapid development of social media and the popularity of mobile devices,the interaction between users has become more convenient.But at the same time,rumors on social media are more and more rampant,which brings hidden dangers to the public and ...
HAN Xueming, JIA Caiyan, LI Xuanya, ZHANG Pengfei
doaj   +1 more source

Analysis of Traffic Flow Equilibrium in Urban Road Network Based on Floating Vehicle Data [PDF]

open access: yesE3S Web of Conferences, 2021
Based on the floating vehicle data, this paper analyzes the equilibrium of urban road network traffic flow. This can guide traffic flow distribution and provide reliable basis for traffic control.
Yu Yi, Gong Hui, Mo Xianglun
doaj   +1 more source

Detection of Malicious Network Flows with Low Preprocessing Overhead

open access: yesNetwork, 2022
Machine learning (ML) is frequently used to identify malicious traffic flows on a network. However, the requirement of complex preprocessing of network data to extract features or attributes of interest before applying the ML models restricts their use ...
Garett Fox, Rajendra V. Boppana
doaj   +1 more source

A Novel Method for Improved Network Traffic Prediction Using Enhanced Deep Reinforcement Learning Algorithm

open access: yesSensors, 2022
Network data traffic is increasing with expanded networks for various applications, with text, image, audio, and video for inevitable needs. Network traffic pattern identification and analysis of traffic of data content are essential for different needs ...
Nagaiah Mohanan Balamurugan   +3 more
doaj   +1 more source

An enhanced self-learning-based clustering scheme for real-time traffic data distribution in wireless networks

open access: yesHeliyon, 2023
The process of examining the data flow over the internet to identify abnormalities in wireless network performance is known as network traffic analysis. When analyzing network traffic data, traffic classification becomes an important task.
Arpit Jain   +7 more
doaj   +1 more source

Analysis of Crypto-Ransomware Using Network Traffic

open access: yesJournal of Information Security and Cybercrimes Research, 2022
Ransomware is a form of malware attack that makes use of encryption to make information inaccessible for the motive of gathering a specified amount of payment.
Otasowie Owolafe, Aderonke F. Thompson
doaj   +1 more source

A Survey on TLS-Encrypted Malware Network Traffic Analysis Applicable to Security Operations Centers

open access: yesApplied Sciences, 2021
Recently, a majority of security operations centers (SOCs) have been facing a critical issue of increased adoption of transport layer security (TLS) encryption on the Internet, in network traffic analysis (NTA).
Chaeyeon Oh, Joonseo Ha, Heejun Roh
doaj   +1 more source

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