0% Complete
فارسی
Home
/
سیزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
Ensemble Model Based on an Improved Convolutional Neural Network with a Domain-agnostic Data Augmentation Technique
Authors :
Faraz Fatahnaie
1
Armin Azhdehnia
2
Seyyed Amir Asghari
3
Mohammadreza Binesh Marvasti
4
1- دانشگاه خوارزمی
2- دانشگاه گیلان
3- دانشگاه خوارزمی
4- دانشگاه خوارزمی
Keywords :
Intrusion Detection System،NSL-KDD،Deep Learning،Ensemble Learning،Random Under Sampling،Data Augmentation
Abstract :
With the increase of online activities and the growing number of online services, various cyber threats pose a significant challenge to Network Intrusion Detection systems (NIDS). To face these threats, available imbalance sources made researchers develop resampling techniques to have a balance training process. In this paper, a domain-agnostic data augmentation approach followed by random under sampling is used to achieve credible generalized and robust IDS. Moreover, the framework benefits from the potentiality of deep learning models to extract more meaningful features. The final model of the paper was obtained after the ensemble of three improved convolutional neural networks. Each model is trained on a specific subset of NSL-KDD dataset which is generated by the resampling method. The simulation results illustrate that the model achieves an accuracy of 83.3% which is 6.5% higher, when the original dataset is used.
Papers List
List of archived papers
Effective Classifier for Predicting Churn in Payment Terminals Using RFM model and Deep Neural Network
Dr Mahila Dadfarnia - Ali Alemi Matinpour - Dr Monireh Abdoos
ParsEL 1.0: Unsupervised Entity Linking in Persian Social Media Texts
Majid Asgari-bidhendi - Farzane Fakhrian - Dr Behrouz Minaei-bidgoli
An Efficient Link Prediction Method using Community Structures
Dr Hadi Shakibian - Setareh Mokhtari
A Topic Based Method to Classify the Question Clarity in CQA Networks
Alireza Khabbazan - Dr Ahmad Ali Abin
بررسی تأثیر استقرار استاندارد COBIT در افزایش بهره وری سازمانها (مطالعه موردی: شعب نمایندگیهای همراه اول، ایرانسل، رایتل)
دکتر محمد ابراهیم سمیع - ساره رحمانیان محمد ابراهیم سمیع - ساره رحمانیان -
Using Deconvolutional Variational Autoencoder for Answer Selection in Community Question Answering
Golshan Afzali Boroujeni - Heshaam Faili
جایگزینی دارو براساس پیشبینی یال روی گرافهای ناهمگون با بهرهگیری از جاسازی گراف ناهمگون
رسول سامانی - فهیمه شاهرخ شهرکی - دکتر ناصر قدیری رسول سامانی - فهیمه شاهرخ شهرکی - ناصر قدیری -
Enhancing Employee Promotion Prediction with a Novel Hybrid Model Integrating Convolutional Neural Networks and Random Forest
Pouya Ardehkhani - Seyyed Reza Moslemi - Hanieh Hooshmand
IoT-Based Model in Smart Urban Traffic Control: Graph theory and Genetic Algorithm
Saeed Doostali - Seyed Morteza Babamir - Mohammad Shiralizadeh Dezfoli - Behzad Soleimani Neysiani
Advanced SMS Spam Detection using Deep Complex Models and Sine-Cosine Algorithm
Sepehr Rezaei - Mohammadreza Shams - Mohsen Alambardar Meybodi
more
Samin Hamayesh - Version 41.3.1