Investigation of Dual-Flow Deep Learning Models LSTM-FCN and GRU-FCN Efficiency against Single-Flow CNN Models for the Host-Based Intrusion and Malware Detection Task on Univariate Times Series Data

Network Intrusion Detection Based on Novel Feature Selection Model and Various Recurrent Neural Networks

(2019) Thi-Thu-Huong Le et al.   Applied Sciences-Basel

A Comparative Study of Bitcoin Price Prediction Using Deep Learning

(2019) Suhwan Ji et al.   Mathematics

Evaluation of Deep Learning Methods Efficiency for Malicious and Benign System Calls Classification on the AWSCTD

(2019) Dainius Čeponis et al.   Security and Communication Networks

A novel statistical technique for intrusion detection systems

(2018) Enamul Kabir et al.   Future Generation Computer Systems-The International Journal of eScience

LSTM Fully Convolutional Networks for Time Series Classification

(2018) Fazle Karim et al.   IEEE Access

Quantitative analysis modeling of infrared spectroscopy based on ensemble convolutional neural networks

(2018) Chen Yuanyuan et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Fuzziness based semi-supervised learning approach for intrusion detection system

(2017) Rana Aamir Raza Ashfaq et al.   INFORMATION SCIENCES

Generating realistic intrusion detection system dataset based on fuzzy qualitative modeling

(2017) W. Haider et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

CNN-RNN: a large-scale hierarchical image classification framework

(2017) Yanming Guo et al.   MULTIMEDIA TOOLS AND APPLICATIONS

Ensemble of Deep Neural Networks with Probability-Based Fusion for Facial Expression Recognition

(2017) Guihua Wen et al.   Cognitive Computation

Machine Learning With Big Data: Challenges and Approaches

(2017) Alexandra L'Heureux et al.   IEEE Access

Optimal classifier for imbalanced data using Matthews Correlation Coefficient metric

(2017) Sabri Boughorbel et al.   PLoS One

A novel SVM-kNN-PSO ensemble method for intrusion detection system

(2016) Abdulla Amin Aburomman et al.   APPLIED SOFT COMPUTING

Malware Detection System by Payload Analysis of Network Traffic

(2015) Luis Javier Garcia Villalba et al.   IEEE Latin America Transactions

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Multiattribute SCADA-Specific Intrusion Detection System for Power Networks

(2014) Y. Yang et al.   IEEE TRANSACTIONS ON POWER DELIVERY

An efficient approach to reduce alerts generated by multiple IDS products

(2014) Tu Hoang Nguyen et al.   International Journal of Network Management

A Semantic Approach to Host-Based Intrusion Detection Systems Using Contiguousand Discontiguous System Call Patterns

(2013) Gideon Creech et al.   IEEE TRANSACTIONS ON COMPUTERS

A novel intrusion detection system based on hierarchical clustering and support vector machines

(2010) Shi-Jinn Horng et al.   EXPERT SYSTEMS WITH APPLICATIONS