GAN augmentation to deal with imbalance in imaging-based intrusion detection

An analysis of generative adversarial networks and variants for image synthesis on MNIST dataset

(2020) Keyang Cheng et al.   MULTIMEDIA TOOLS AND APPLICATIONS

An Effective Convolutional Neural Network Based on SMOTE and Gaussian Mixture Model for Intrusion Detection in Imbalanced Dataset

(2020) Hongpo Zhang et al.   Computer Networks

A Comparative Evaluation of Unsupervised Deep Architectures for Intrusion Detection in Sequential Data Streams

(2020) Dušan Sovilj et al.   EXPERT SYSTEMS WITH APPLICATIONS

Convolution on neural networks for high-frequency trend prediction of cryptocurrency exchange rates using technical indicators

(2020) Saúl Alonso-Monsalve et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Visualized Botnet Detection System Based Deep Learning for the Internet of Things Networks of Smart Cities

(2020) R. Vinayakumar et al.   IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS

A hybrid sampling algorithm combining M-SMOTE and ENN based on Random forest for medical imbalanced data

(2020) Zhaozhao Xu et al.   JOURNAL OF BIOMEDICAL INFORMATICS

An intrusion detection scheme based on the ensemble of discriminant classifiers

(2020) Bhoopesh Singh Bhati et al.   COMPUTERS & ELECTRICAL ENGINEERING

Detection and diagnosis of pancreatic tumor using deep learning-based hierarchical convolutional neural network on the internet of medical things platform

(2020) Wei Xuan et al.   Future Generation Computer Systems-The International Journal of eScience

A comprehensive review of past and present image inpainting methods

(2020) Jireh Jam et al.   COMPUTER VISION AND IMAGE UNDERSTANDING

Building an Effective Intrusion Detection System Using the Modified Density Peak Clustering Algorithm and Deep Belief Networks

(2019) Yanqing Yang et al.   Applied Sciences-Basel

Features Dimensionality Reduction Approaches for Machine Learning Based Network Intrusion Detection

(2019) Razan Abdulhammed et al.   Electronics

Shallow neural network with kernel approximation for prediction problems in highly demanding data networks

(2019) Manuel Lopez-Martin et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Data Augmentation Strategy Based on Simulated Samples for Ship Detection in RGB Remote Sensing Images

(2019) Yiming Yan et al.   ISPRS International Journal of Geo-Information

End-to-end environmental sound classification using a 1D convolutional neural network

(2019) Sajjad Abdoli et al.   EXPERT SYSTEMS WITH APPLICATIONS

New image denoising algorithm via improved deep convolutional neural network with perceptive loss

(2019) Shan Gai et al.   EXPERT SYSTEMS WITH APPLICATIONS

Android-GAN: Defending against android pattern attacks using multi-modal generative network as anomaly detector

(2019) Sang-Yun Shin et al.   EXPERT SYSTEMS WITH APPLICATIONS

Interactive three-dimensional visualization of network intrusion detection data for machine learning

(2019) Wei Zong et al.   Future Generation Computer Systems-The International Journal of eScience

Distributed attack detection scheme using deep learning approach for Internet of Things

(2018) Abebe Abeshu Diro et al.   Future Generation Computer Systems-The International Journal of eScience

Focal loss for dense object detection

(2018) Tsung-Yi Lin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification

(2018) Maayan Frid-Adar et al.   NEUROCOMPUTING

Enhanced Network Anomaly Detection Based on Deep Neural Networks

(2018) Sheraz Naseer et al.   IEEE Access

A feature reduced intrusion detection system using ANN classifier

(2017) Akashdeep et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Deep Learning Approach for Intrusion Detection Using Recurrent Neural Networks

(2017) Chuanlong Yin et al.   IEEE Access

Visualizing Deep Convolutional Neural Networks Using Natural Pre-images

(2016) Aravindh Mahendran et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

A survey of emerging threats in cybersecurity

(2014) Julian Jang-Jaccard et al.   JOURNAL OF COMPUTER AND SYSTEM SCIENCES

A review of feature selection methods based on mutual information

(2013) Jorge R. Vergara et al.   NEURAL COMPUTING & APPLICATIONS

A review on the combination of binary classifiers in multiclass problems

(2009) Ana Carolina Lorena et al.   ARTIFICIAL INTELLIGENCE REVIEW

Intrusion detection by machine learning: A review

(2009) Chih-Fong Tsai et al.   EXPERT SYSTEMS WITH APPLICATIONS