Deep Learning for Anomaly Detection: A Survey

10 January 2019

Papers citing "Deep Learning for Anomaly Detection: A Survey"

48 / 148 papers shown

Title
On the benefits of robust models in modulation recognition Javier Maroto Gérôme Bovet P. Frossard AAML 21 4 0 27 Mar 2021
OLED: One-Class Learned Encoder-Decoder Network with Adversarial Context Masking for Novelty Detection John Taylor Jewell Vahid Reza Khazaie Y. Mohsenzadeh 19 27 0 27 Mar 2021
Anomaly Detection Based on Selection and Weighting in Latent Space Yiwen Liao Alexander Bartler Binh Yang DRL 13 13 0 08 Mar 2021
LogBERT: Log Anomaly Detection via BERT Haixuan Guo Shuhan Yuan Xintao Wu 19 214 0 07 Mar 2021
NF-GNN: Network Flow Graph Neural Networks for Malware Detection and Classification Julian Busch Anton Kocheturov Volker Tresp Thomas Seidl 25 49 0 05 Mar 2021
Distribution-Aware Testing of Neural Networks Using Generative Models Swaroopa Dola Matthew B. Dwyer M. Soffa 32 52 0 26 Feb 2021
Adjusting for Autocorrelated Errors in Neural Networks for Time Series Fan-Keng Sun C. Lang Duane S. Boning OOD AI4TS 32 28 0 28 Jan 2021
Artificial Intelligence for Satellite Communication: A Review Fares Fourati Mohamed-Slim Alouini 35 108 0 25 Jan 2021
On Using Classification Datasets to Evaluate Graph-Level Outlier Detection: Peculiar Observations and New Insights Lingxiao Zhao L. Akoglu 33 65 0 23 Dec 2020
Probabilistic Outlier Detection and Generation S. Rizzo L. Pang Yixian Chen S. Chawla 13 0 0 22 Dec 2020
The Hidden Uncertainty in a Neural Networks Activations Janis Postels Hermann Blum Yannick Strümpler Cesar Cadena Roland Siegwart Luc Van Gool Federico Tombari UQCV 30 22 0 05 Dec 2020
Deep Learning for Medical Anomaly Detection -- A Survey Tharindu Fernando Harshala Gammulle Simon Denman Sridha Sridharan Clinton Fookes OOD 20 271 0 04 Dec 2020
Detect, Reject, Correct: Crossmodal Compensation of Corrupted Sensors Michelle A. Lee Matthew Tan Yuke Zhu Jeannette Bohg 46 25 0 01 Dec 2020
Abnormal Event Detection in Urban Surveillance Videos Using GAN and Transfer Learning Ali Atghaei Soroush Ziaeinejad Mohammad Rahmati GAN 6 5 0 19 Nov 2020
Real-World Anomaly Detection by using Digital Twin Systems and Weakly-Supervised Learning Andrea Castellani Sebastian Schmitt S. Squartini 9 110 0 12 Nov 2020
A Transfer Learning Framework for Anomaly Detection Using Model of Normality Sulaiman A. Aburakhia Tareq Tayeh Ryan Myers Abdallah Shami 24 20 0 12 Nov 2020
FINO-Net: A Deep Multimodal Sensor Fusion Framework for Manipulation Failure Detection A. Inceoğlu E. Aksoy Abdullah Cihan Ak Sanem Sariel 24 22 0 11 Nov 2020
Anomaly Detection With Conditional Variational Autoencoders Adrian Alan Pol Victor Berger G. Cerminara Cécile Germain M. Pierini CML DRL 16 111 0 12 Oct 2020
Online Safety Assurance for Deep Reinforcement Learning Noga H. Rotman Michael Schapira Aviv Tamar OffRL 36 5 0 07 Oct 2020
A Systematic Literature Review on the Use of Deep Learning in Software Engineering Research Cody Watson Nathan Cooper David Nader-Palacio Kevin Moran Denys Poshyvanyk 26 111 0 14 Sep 2020
Ramifications of Approximate Posterior Inference for Bayesian Deep Learning in Adversarial and Out-of-Distribution Settings John Mitros A. Pakrashi Brian Mac Namee UQCV 26 2 0 03 Sep 2020
Anomaly Detection by Recombining Gated Unsupervised Experts Jan-Philipp Schulze Philip Sperl Konstantin Böttinger 29 1 0 31 Aug 2020
TAnoGAN: Time Series Anomaly Detection with Generative Adversarial Networks M. A. Bashar R. Nayak GAN AI4TS 14 102 0 21 Aug 2020
Enhancing Robustness Against Adversarial Examples in Network Intrusion Detection Systems Mohammad J. Hashemi Eric Keller AAML 9 25 0 09 Aug 2020
Unsupervised anomaly detection for discrete sequence healthcare data Victoria Snorovikhina Alexey Zaytsev OOD AI4TS 21 7 0 20 Jul 2020
ID-Conditioned Auto-Encoder for Unsupervised Anomaly Detection Slawomir Kapka CML 24 29 0 10 Jul 2020
Outlier Detection Using a Novel method: Quantum Clustering Ding Liu Hui Li 12 2 0 08 Jun 2020
Deep Learning for Insider Threat Detection: Review, Challenges and Opportunities Shuhan Yuan Xintao Wu AAML 20 156 0 25 May 2020
Master-Auxiliary: an efficient aggregation strategy for video anomaly detection Zhiguo Wang Yujin Zhang Guijin Wang 26 4 0 24 May 2020
Motion and Region Aware Adversarial Learning for Fall Detection with Thermal Imaging V. Mehta Abhinav Dhall Sujata Pal Shehroz S. Khan 22 22 0 17 Apr 2020
Deep Learning-Based Anomaly Detection in Cyber-Physical Systems: Progress and Opportunities Yuan Luo Ya Xiao Long Cheng Guojun Peng D. Yao 27 160 0 30 Mar 2020
Anomalous Example Detection in Deep Learning: A Survey Saikiran Bulusu B. Kailkhura Bo-wen Li P. Varshney D. Song AAML 28 47 0 16 Mar 2020
ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection Mohammadreza Salehi Atrin Arya Barbod Pajoum Mohammad Otoofi Amirreza Shaeiri M. Rohban Hamid R. Rabiee AAML 26 62 0 12 Mar 2020
Anomaly Detection in Beehives using Deep Recurrent Autoencoders Padraig Davidson M. Steininger Florian Lautenschlager Konstantin Kobs Anna Krause Andreas Hotho 18 21 0 10 Mar 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 32 635 0 27 Feb 2020
Semi-supervised Anomaly Detection on Attributed Graphs Atsutoshi Kumagai Tomoharu Iwata Yasuhiro Fujiwara 18 37 0 27 Feb 2020
History-based Anomaly Detector: an Adversarial Approach to Anomaly Detection Pierrick Chatillon C. Ballester AAML 21 6 0 26 Dec 2019
Unsupervised Anomaly Detection in Stream Data with Online Evolving Spiking Neural Networks P. Maciag Marzena Kryszkiewicz R. Bembenik J. Lobo Javier Del Ser AI4TS 21 55 0 18 Dec 2019
A Framework for End-to-End Deep Learning-Based Anomaly Detection in Transportation Networks Neema Davis G. Raina Krishna Jagannathan AI4TS 8 26 0 20 Nov 2019
Towards Visually Explaining Variational Autoencoders Wenqian Liu Runze Li Meng Zheng Srikrishna Karanam Ziyan Wu B. Bhanu Richard J. Radke Mario Sznaier 30 214 0 18 Nov 2019
Batch Uniformization for Minimizing Maximum Anomaly Score of DNN-based Anomaly Detection in Sounds Yuma Koizumi Shoichiro Saito Masataka Yamaguchi Shin Murata N. Harada 17 25 0 19 Jul 2019
Online Anomaly Detection with Sparse Gaussian Processes Jingjing Fei Shiliang Sun AI4TS 16 20 0 14 May 2019
Deep learning at the shallow end: Malware classification for non-domain experts Quan Le Oisín Boydell Brian Mac Namee Mark Scanlon 78 172 0 22 Jul 2018
Are generative deep models for novelty detection truly better? V. Škvára Tomás Pevný Václav Smídl 31 38 0 13 Jul 2018
RNNIDS: Enhancing Network Intrusion Detection Systems through Deep Learning S. M. Sohi Jean-Pierre Seifert F. Ganji AAML 17 7 0 09 Jul 2018
Dynamic Word Embeddings Robert Bamler Stephan Mandt BDL 161 231 0 27 Feb 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 304 10,618 0 19 Feb 2017
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014