336 citations · 348 across the 8 of their papers we have counts for
8 papers
Adaptive E2E Monitoring Path Selection with Deep Reinforcement Learning in Multi-domain Optical Networks
Soham Choudhury, Martin Bojinov, Jason P. Jue +1
Network slicing over multi-domain optical networks enables resource isolation for high-bandwidth, virtually-dedicated networks. However, guaranteeing end-to-end (E2E) performance r…
Enhanced Multi-Class DDoS Attack Identification using a Meta-Learning Ensemble
Ankith Indra Kumar, Genya Ishigaki, Amith Kamath Belman
Distributed Denial of Service (DDoS) attacks continue to pose significant threats to network availability and security. While many detection systems focus on binary classification…
Multi-domain Network Slice Partitioning: A Graph Neural Network Algorithm
Zhouxiang Wu, Genya Ishigaki, Riti Gour +3
In the context of multi-domain network slices, multiple domains need to work together to provide a service. The problem of determining which part of the service fits within which d…
Generative Adversarial Networks and Image-Based Malware Classification
Huy Nguyen, Fabio Di Troia, Genya Ishigaki +1
For efficient malware removal, determination of malware threat levels, and damage estimation, malware family classification plays a critical role. In this paper, we extract feature…
Dynamic Bandwidth Allocation for PON Slicing with Performance-Guaranteed Online Convex Optimization
Genya Ishigaki, Siddartha Devic, Riti Gour +1
The emergence of diverse network applications demands more flexible and responsive resource allocation for networks. Network slicing is a key enabling technology that provides each…
DeepPR: Progressive Recovery for Interdependent VNFs with Deep Reinforcement Learning
Genya Ishigaki, Siddartha Devic, Riti Gour +1
The increasing reliance upon cloud services entails more flexible networks that are realized by virtualized network equipment and functions. When such advanced network systems face…
Improving the Survivability of Clustered Interdependent Networks by Restructuring Dependencies
Genya Ishigaki, Riti Gour, Jason P. Jue
The interdependency between different network layers is commonly observed in Cyber Physical Systems and communication networks adopting the dissociation of logic and hardware imple…
On Reducing IoT Service Delay via Fog Offloading
Ashkan Yousefpour, Genya Ishigaki, Riti Gour +1
With the Internet of Things (IoT) becoming a major component of our daily life, understanding how to improve the quality of service (QoS) for IoT applications through fog computing…