From MIM-Based GAN to Anomaly Detection: Event Probability Influence on Generative Adversarial Networks

Anomaly Detection Based on Multidimensional Data Processing for Protecting Vital Devices in 6G-Enabled Massive IIoT

(2021) Guangjie Han et al.   IEEE Internet of Things Journal

An Intelligent Edge-Chain-Enabled Access Control Mechanism for IoV

(2021) Yuanni Liu et al.   IEEE Internet of Things Journal

Unsupervised Pixel-Wise Hyperspectral Anomaly Detection via Autoencoding Adversarial Networks

(2021) Sertac Arisoy et al.   IEEE Geoscience and Remote Sensing Letters

Make the Rocket Intelligent at IoT Edge: Stepwise GAN for Anomaly Detection of LRE With Multisource Fusion

(2021) Yong Feng et al.   IEEE Internet of Things Journal

Applying Cross-Modality Data Processing for Infarction Learning in Medical Internet of Things

(2021) Chenchu Xu et al.   IEEE Internet of Things Journal

Monotone Split and Conquer for Anomaly Detection in IoT Sensory Data

(2021) Thien-Binh Dang et al.   IEEE Internet of Things Journal

Weakly Supervised Discriminative Learning With Spectral Constrained Generative Adversarial Network for Hyperspectral Anomaly Detection

(2021) Tao Jiang et al.   IEEE Transactions on Neural Networks and Learning Systems

Integrated Generative Model for Industrial Anomaly Detection via Bidirectional LSTM and Attention Mechanism

(2021) Fanhui Kong et al.   IEEE Transactions on Industrial Informatics

Semisupervised Spectral Learning With Generative Adversarial Network for Hyperspectral Anomaly Detection

(2020) Kai Jiang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Outlier Detection Approaches Based on Machine Learning in the Internet-of-Things

(2020) Jinfang Jiang et al.   IEEE WIRELESS COMMUNICATIONS

DeepEDN: A Deep-Learning-Based Image Encryption and Decryption Network for Internet of Medical Things

(2020) Yi Ding et al.   IEEE Internet of Things Journal

ESR-GAN: Environmental Signal Reconstruction Learning With Generative Adversarial Network

(2020) Xu Kang et al.   IEEE Internet of Things Journal

Anomaly Monitoring Framework in Lane Detection With a Generative Adversarial Network

(2020) Hayoung Kim et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Anomaly Detection of Time Series With Smoothness-Inducing Sequential Variational Auto-Encoder

(2020) Longyuan Li et al.   IEEE Transactions on Neural Networks and Learning Systems

A Novel Semi-Supervised Learning Approach to Pedestrian Reidentification

(2020) Hua Han et al.   IEEE Internet of Things Journal

Intrusion Detection for Cyber–Physical Systems Using Generative Adversarial Networks in Fog Environment

(2020) Paulo Freitas de Araujo-Filho et al.   IEEE Internet of Things Journal

Detection of Anomalies in Industrial IoT Systems by Data Mining: Study of CHRIST Osmotron Water Purification System

(2020) Mohammad Sadegh Sadeghi Garmaroodi et al.   IEEE Internet of Things Journal

How Generative Adversarial Networks and Their Variants Work

(2019) Yongjun Hong et al.   ACM COMPUTING SURVEYS

f-AnoGAN: Fast unsupervised anomaly detection with generative adversarial networks

(2019) Thomas Schlegl et al.   MEDICAL IMAGE ANALYSIS

Two-tier anomaly detection based on traffic profiling of the home automation system

(2019) Mariusz Gajewski et al.   Computer Networks

Selective Unsupervised Learning-Based Wi-Fi Fingerprint System Using Autoencoder and GAN

(2019) J. H. Seong et al.   IEEE Internet of Things Journal

Big Data Analytics for Event Detection in the IoT-Multicriteria Approach

(2019) Janusz Granat et al.   IEEE Internet of Things Journal

Pros and cons of GAN evaluation measures

(2018) Ali Borji   COMPUTER VISION AND IMAGE UNDERSTANDING

A Feature-Based Learning System for Internet of Things Applications

(2018) Dapeng Wu et al.   IEEE Internet of Things Journal

Using generative adversarial networks for improving classification effectiveness in credit card fraud detection

(2017) Ugo Fiore et al.   INFORMATION SCIENCES

Amplifying Inter-Message Distance: On Information Divergence Measures in Big Data

(2017) Rui She et al.   IEEE Access

Recursive Principal Component Analysis-Based Data Outlier Detection and Sensor Data Aggregation in IoT Systems

(2017) Tianqi Yu et al.   IEEE Internet of Things Journal

Fog-Empowered Anomaly Detection in IoT Using Hyperellipsoidal Clustering

(2017) Lingjuan Lyu et al.   IEEE Internet of Things Journal

ATD: Anomalous Topic Discovery in High Dimensional Discrete Data

(2016) Hossein Soleimani et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Fast Memory Efficient Local Outlier Detection in Data Streams

(2016) Mahsa Salehi et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

High-dimensional and large-scale anomaly detection using a linear one-class SVM with deep learning

(2016) Sarah M. Erfani et al.   PATTERN RECOGNITION

Robust Model-Based Learning via Spatial-EM Algorithm

(2015) Kai Yu et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Isolation-Based Anomaly Detection

(2012) Fei Tony Liu et al.   ACM Transactions on Knowledge Discovery from Data