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HYBRID MACHINE LEARNING AND DEEP LEARNING-BASED VPN NETWORK TRAFFIC ANOMALY DETECTION SYSTEM
The Rapid Growth Of Internet Usage And The Widespread Adoption Of Virtual Private Networks (VPNs) Have Significantly Enhanced Secure Communication, But Have Also Introduced New Challenges In Detecting Cyber Threats Hidden Within Encrypted T...
TRANSGUARD-RT: A REAL-TIME TRANSFORMER-DRIVEN INTRUSION DETECTION SYSTEM USING LIVE NETWORK TRAFFIC ANALYTICS
The Rapid Expansion Of Internet-based Communication And Interconnected Digital Infrastructures Has Significantly Increased Exposure To Advanced Cyber Threats, Including Malware Infiltration, Phishing Attempts, Denial-of-service Attacks, And...
Detection Of Screen Shadowing-Based Visual Data Exfiltration Attacks In VNC Systems
With The Increasing Adoption Of Remote Desktop Technologies In Enterprise Environments, The Security Of Visual Network Computing (VNC) Systems Has Become A Critical Concern. Screen Shadowing Attacks Represent A Significant Threat Vector Whe...
Intelligent Network Traffic Prediction Using Graph Neural Networks
The Widespread Deployment Of Wireless Communication Technology Has Made The Wi-Fi Network More Susceptible To Sophisticated Cyber-attacks, Which Include De-authentication Attacks, Rogue Access Points, Traffic Flooding, And Protocol Misuse....
Cyber Intrusion Detection Using Machine Learning Techniques
Cyber Intrusions Are Becoming Increasingly Complex And Sophisticated, Making Them Difficult To Detect Using Conventional Rule-based And Signature-driven Security Mechanisms. The Rapid Growth Of Network Traffic And Evolving Attack Patterns D...
Service Usage Classification With Encrypted Internet Traffic In Moblie Messaging Apps
The Rapid Adoption Of Mobile Messaging Apps Has Enabled Us To Collect Massive Amount Of Encrypted Internet Traffic Of Mobile Messaging. The Classification Of This Traffic Into Different Types Of In-App Service Usages Can Help For Intelligen...
Network Traffic Moniter
Network Traffic Analysis Is Crucial For Overseeing And Protecting Modern Network Infrastructures Or Network Connections As They Help In Monitoring, Analyzing And Troubleshooting Network Related Activities.Enhancing Air Quality Monitoring, R...
AN EFFICIENT WORKING OF NETWORK-BASED INTRUSION DETECTION SYSTEM (NIDS)
Computer Networks Have Added New Dimensions To The Global Communication. But Intrusions And Misuses Have Always Threatened The Secured Data Communication Over Networks. Consequently, Network Security Has Come Into Issue. Now-a-days Intrusio...
File Carving From PCAP
In Today’s World Sharing Files On The Internet Is Quite A Simple Task For Any Of The People Even For The Kids Also And Now A Days Crimes Is Happening Through The Network With Viruses And Trojans And Also Some Of The Mischief Documents A...