17 citations · 36 across the 11 of their papers we have counts for
11 papers
Wireless Sensor Networks as Parallel and Distributed Hardware Platform for Artificial Neural Networks
Gursel Serpen
We are proposing fully parallel and maximally distributed hardware realization of a generic neuro-computing system. More specifically, the proposal relates to the wireless sensor n…
Empirical Investigation into Configuring Echo State Networks for Representative Benchmark Problem Domains
Brooke R. Weborg, Gursel Serpen
This paper examines Echo State Network, a reservoir computer, performance using four different benchmark problems, then proposes heuristics or rules of thumb for configuring the ar…
Ensemble Classifier Design Tuned to Dataset Characteristics for Network Intrusion Detection
Zeinab Zoghi, Gursel Serpen
Machine Learning-based supervised approaches require highly customized and fine-tuned methodologies to deliver outstanding performance. This paper presents a dataset-driven design…
UNSW-NB15 Computer Security Dataset: Analysis through Visualization
Zeinab Zoghi, Gursel Serpen
This paper presents a visual analysis of the UNSW-NB25 computer network security or intrusion detection dataset in order to detect any issues inherent to this dataset which may req…
Reduced Complexity Simulation of Wireless Sensor Networks for Application Development
Gursel Serpen, Zhenning Gao
This paper presents an approach for low-cost simulation modeling for application development for wireless sensor networks. Computational complexity of simulating wireless sensor ne…
Intrusion Detection and identification System Design and Performance Evaluation for Industrial SCADA Networks
Ahsan Al Zaki Khan, Gursel Serpen
In this paper, we present a study that proposes a three-stage classifier model which employs a machine learning algorithm to develop an intrusion detection and identification syste…