Network Packet Classification using Neural Network based on Training Function and Hidden Layer Neuron Number Variation
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2017, Vol 8, Issue 6
Abstract
Distributed denial of service (DDoS) is a structured network attack coming from various sources and fused to form a large packet stream. DDoS packet stream pattern behaves as normal packet stream pattern and very difficult to distinguish between DDoS and normal packet stream. Network packet classification is one of the network defense system in order to avoid DDoS attacks. Artificial Neural Network (ANN) can be used as an effective tool for network packet classification with the appropriate combination of numbers hidden layer neuron and training functions. This study found the best classification accuracy, 99.6% was given by ANN with hidden layer neuron numbers stated by half of input neuron numbers and twice of input neuron numbers but the number of hidden layers neuron by twice of input neuron numbers gives stable accuracy on all training function. ANN with Quasi-Newton training function doesn’t much affected by variation on hidden layer neuron numbers otherwise ANN with Scaled-Conjugate and Resilient-Propagation training function.
Authors and Affiliations
Imam Riadi, Arif Wirawan Muhammad, Sunardi -
Keywords
Related Articles
- EP ID EP259606
- DOI 10.14569/IJACSA.2017.080631
- Views 88
- Downloads 0
New Criteria for Comparing Global Stochastic Derivative-Free Optimization Algorithms
For many situations, the function that best models a situation or data set can have a derivative that may be difficult or impossible to find, leading to difficulties in obtaining information about the optimal values of t...
Hospital Queue Control System using Quick Response Code (QR Code) as Verification of Patient’s Arrival
Hospital is an organization that primarily provides services in the form of examination, treatment, medical treatment and other diagnostic measures required by each patient in the limits of the technology and the means p...
Design and Analysis of DNA Encryption and Decryption Technique based on Asymmetric Cryptography System
Security of sensitive information at the time of transmission over public channels is one of the critical issues in digital society. The DNA-based cryptography technique is a new paradigm in the cryptography field that i...
The Impacts of ICTs on Banks
ICT has taken the center stage in almost every aspect of human endeavor. ICT help banks improve the efficiency and effectiveness of services offered to customers, and enhances business processes, managerial decision maki...
Web Assessment of Libyan Government e-Government Services
Libya has started transferring traditional govern-ment services into e-government services. The e-government initiative involves the use of websites to offer various services such as civil registration, financial transac...