Deep Learning for Anomaly Detection

Generalizing from a Few Examples

(2020) Yaqing Wang et al.   ACM COMPUTING SURVEYS

Sequential Feature Explanations for Anomaly Detection

(2019) Md Amran Siddiqui et al.   ACM Transactions on Knowledge Discovery from Data

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

(2019) Thomas Schlegl et al.   MEDICAL IMAGE ANALYSIS

AnomalyNet: An Anomaly Detection Network for Video Surveillance

(2019) Joey Tianyi Zhou et al.   IEEE Transactions on Information Forensics and Security

Techniques for interpretable machine learning

(2019) Mengnan Du et al.   COMMUNICATIONS OF THE ACM

Generative Adversarial Networks: An Overview

(2018) Antonia Creswell et al.   IEEE SIGNAL PROCESSING MAGAZINE

Unsupervised Sequential Outlier Detection With Deep Architectures

(2017) Weining Lu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Discovering outlying aspects in large datasets

(2016) Nguyen Xuan Vinh et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Outlying property detection with numerical attributes

(2016) Fabrizio Angiulli et al.   DATA MINING AND KNOWLEDGE DISCOVERY

On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study

(2016) Guilherme O. Campos et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Risk assessment and risk management: Review of recent advances on their foundation

(2016) Terje Aven   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Towards Bayesian Deep Learning: A Framework and Some Existing Methods

(2016) Hao Wang 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

Mining outlying aspects on numeric data

(2015) Lei Duan et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Financial Crisis Forecasting via Coupled Market State Analysis

(2015) Wei Cao et al.   IEEE INTELLIGENT SYSTEMS

Coupling learning of complex interactions

(2015) Longbing Cao   INFORMATION PROCESSING & MANAGEMENT

ImageNet Large Scale Visual Recognition Challenge

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

Loda: Lightweight on-line detector of anomalies

(2015) Tomáš Pevný   MACHINE LEARNING

Graph based anomaly detection and description: a survey

(2014) Leman Akoglu et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Outlier Detection for Temporal Data: A Survey

(2014) Manish Gupta et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Anomaly Detection and Localization in Crowded Scenes

(2013) Weixin Li et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Isolation-Based Anomaly Detection

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

A survey on unsupervised outlier detection in high-dimensional numerical data

(2012) Arthur Zimek et al.   Statistical Analysis and Data Mining

FRaC: a feature-modeling approach for semi-supervised and unsupervised anomaly detection

(2011) Keith Noto et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

Anomaly detection

(2009) Varun Chandola et al.   ACM COMPUTING SURVEYS

Detecting outlying properties of exceptional objects

(2009) Fabrizio Angiulli et al.   ACM TRANSACTIONS ON DATABASE SYSTEMS