Cloud computing offers Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and
Software as a Service (SaaS) to provide compute, network, and storage capabilities to the …

Traditional networking is hardware-based, having the control plane coupled with the data
plane. Software-Defined Networking (SDN), which has a logically centralized control plane …

Abstract Distributed Denial-of-Service (DDoS) attacks are difficult to mitigate with existing
defense tools. Fortunately, it has been demonstrated that Software-Defined Networking …

Abstract Software-Defined Networking (SDN) is a modern paradigm that provides a platform
for implementing reliable, centrally managed, and automated security solutions for …

Given the continually rising frequency of cyberattacks, the adoption of artificial intelligence
methods, particularly Machine Learning (ML), Deep Learning (DL), and Reinforcement …

Faced with fluctuating network traffic and unknown underlying network traffic dynamics,
developing an effective orchestration model with low network cost is still a critical issue in …

Cognitive network management is becoming quintessential to realize autonomic networking.
However, the wide spread adoption of the Internet of Things (IoT) devices, increases the risk …

In this paper, we propose an adaptive intrusion response solution based on deep
reinforcement learning, namely DeepAir, to effectively defend against cyber-attacks in …

At present, the Internet is facing numerous attacks of different kinds that put its data at risk.
The safety of information within the network is, therefore, a significant concern. To prevent …

The fast emergence of IoT devices and its accompanying big and complex data has
necessitated a shift from the traditional networking architecture to software-defined networks …