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Graph-based Anomaly Detection and Description: A Survey

18 April 2014

Papers citing "Graph-based Anomaly Detection and Description: A Survey"

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Title
Outlier Detection using AI: A Survey Md. Nazmul Kabir Sikder Feras A. Batarseh 98 27 0 01 Dec 2021
UN-AVOIDS: Unsupervised and Nonparametric Approach for Visualizing Outliers and Invariant Detection Scoring Waleed A. Yousef Issa Traoré William Briguglio 30 16 0 19 Nov 2021
Non-separable Spatio-temporal Graph Kernels via SPDEs A. Nikitin S. T. John Arno Solin Samuel Kaski AI4TS 71 17 0 16 Nov 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 309 955 0 21 Oct 2021
Anomalous Edge Detection in Edge Exchangeable Social Network Models Rui Luo Buddhika Nettasinghe Vikram Krishnamurthy 185 18 0 27 Sep 2021
Delving Into Deep Walkers: A Convergence Analysis of Random-Walk-Based Vertex Embeddings Dominik Kloepfer Angelica I. Aviles-Rivero Daniel Heydecker 32 3 0 21 Jul 2021
The Threat of Offensive AI to Organizations Yisroel Mirsky Ambra Demontis J. Kotak Ram Shankar Deng Gelei Liu Yang Xinming Zhang Wenke Lee Yuval Elovici Battista Biggio 101 85 0 30 Jun 2021
GraphAnoGAN: Detecting Anomalous Snapshots from Attributed Graphs Siddharth Bhatia Yiwei Wang Bryan Hooi Tanmoy Chakraborty 100 5 0 29 Jun 2021
Change-Point Detection in Dynamic Networks with Missing Links F. Enikeeva Olga Klopp 49 12 0 28 Jun 2021
Temporal Graph Signal Decomposition Maxwell McNeil Lin Zhang Petko Bogdanov 41 15 0 25 Jun 2021
BinarizedAttack: Structural Poisoning Attacks to Graph-based Anomaly Detection Yulin Zhu Y. Lai Kaifa Zhao Xiapu Luo Ming Yuan Jian Ren Kai Zhou AAML 81 24 0 18 Jun 2021
A Comprehensive Survey on Graph Anomaly Detection with Deep Learning Xiaoxiao Ma Hongzhi Zhang Shan Xue Jian Yang Chuan Zhou Quan Z. Sheng Hui Xiong Leman Akoglu GNN AI4TS 114 571 0 14 Jun 2021
Sketch-Based Anomaly Detection in Streaming Graphs Siddharth Bhatia Mohit Wadhwa Kenji Kawaguchi Neil Shah Philip S. Yu Bryan Hooi 66 18 0 08 Jun 2021
A Survey on Anomaly Detection for Technical Systems using LSTM Networks Benjamin Lindemann Benjamin Maschler N. Sahlab M. Weyrich AI4TS 61 286 0 28 May 2021
SOK: Fake News Outbreak 2021: Can We Stop the Viral Spread? Tanveer Khan A. Michalas Adnan Akhunzada GNN 50 16 0 22 May 2021
A Rule Mining-Based Advanced Persistent Threats Detection System Sidahmed Benabderrahmane Ghita Berrada James Cheney Petko Valtchev 34 7 0 20 May 2021
Machine learning on knowledge graphs for context-aware security monitoring J. Garrido Dominik Dold Johannes Frank 62 19 0 18 May 2021
Graph Learning: A Survey Xiwei Xu Ke Sun Shuo Yu Abdul Aziz Liangtian Wan Shirui Pan Huan Liu GNN 89 356 0 03 May 2021
Detection of Message Injection Attacks onto the CAN Bus using Similarity of Successive Messages-Sequence Graphs Mubark Jedh Lotfi Ben Othmane Noor O. Ahmed B. Bhargava 53 42 0 08 Apr 2021
Statistically-Robust Clustering Techniques for Mapping Spatial Hotspots: A Survey Yiqun Xie Shashi Shekhar Yan Li 83 36 0 22 Mar 2021
Homophily Outlier Detection in Non-IID Categorical Data Guansong Pang LongBing Cao Ling-Hao Chen OODD 56 12 0 21 Mar 2021
TRUST: Triangle Counting Reloaded on GPUs Santosh Pandey Zhibin Wang Shengzhou Zhong Chen Tian Bolong Zheng ... Lingda Li A. Hoisie Caiwen Ding Dong Li Hang Liu 70 26 0 14 Mar 2021
Analyzing the Usefulness of the DARPA OpTC Dataset in Cyber Threat Detection Research M. Anjum Shahrear Iqbal B. Hamelin 50 33 0 04 Mar 2021
Automated Machine Learning on Graphs: A Survey Ziwei Zhang Xin Eric Wang Wenwu Zhu 109 87 0 01 Mar 2021
Few-shot Network Anomaly Detection via Cross-network Meta-learning Kaize Ding Qinghai Zhou Hanghang Tong Huan Liu 165 127 0 22 Feb 2021
Learning low-rank latent mesoscale structures in networks Hanbaek Lyu Yacoub H. Kureh Joshua Vendrow M. A. Porter 95 9 0 13 Feb 2021
SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism Qingyun Sun Jianxin Li Hao Peng Hongzhi Zhang Yuanxing Ning Phillip S. Yu Lifang He 71 168 0 20 Jan 2021
Dynamic Graph-Based Anomaly Detection in the Electrical Grid Shimiao Li Amritanshu Pandey Bryan Hooi Christos Faloutsos L. Pileggi 62 32 0 30 Dec 2020
AugSplicing: Synchronized Behavior Detection in Streaming Tensors Jiabao Zhang Shenghua Liu Wenting Hou Siddharth Bhatia Huawei Shen Wenjian Yu Xueqi Cheng AI4TS 33 5 0 03 Dec 2020
Fast and Accurate Anomaly Detection in Dynamic Graphs with a Two-Pronged Approach Minji Yoon Bryan Hooi Kijung Shin Christos Faloutsos 77 75 0 26 Nov 2020
Detecting Hierarchical Changes in Latent Variable Models Shintaro Fukushima Kenji Yamanishi 17 2 0 18 Nov 2020
Statistical learning for change point and anomaly detection in graphs A. Malinovskaya Philipp Otto T. Peters 26 1 0 10 Nov 2020
F-FADE: Frequency Factorization for Anomaly Detection in Edge Streams Yen-Yu Chang Pan Li R. Sosič M. Afifi M. Schweighauser J. Leskovec 48 53 0 09 Nov 2020
Heterogeneous Graphlets Ryan A. Rossi Nesreen Ahmed Aldo G. Carranza David Arbour Anup B. Rao Sungchul Kim Eunyee Koh 54 20 0 23 Oct 2020
Action Sequence Augmentation for Early Graph-based Anomaly Detection Tong Zhao Bo Ni Wenhao Yu Zhichun Guo Neil Shah Meng Jiang 104 19 0 20 Oct 2020
ResGCN: Attention-based Deep Residual Modeling for Anomaly Detection on Attributed Networks Yulong Pei Tianjin Huang Werner van Ipenburg Mykola Pechenizkiy GNN 110 79 0 30 Sep 2020
A Unifying Review of Deep and Shallow Anomaly Detection Lukas Ruff Jacob R. Kauffmann Robert A. Vandermeulen G. Montavon Wojciech Samek Marius Kloft Thomas G. Dietterich Klaus-Robert Muller UQCV 150 806 0 24 Sep 2020
Graph-Based Intrusion Detection System for Controller Area Networks Riadul Islam Rafi Ud Daula Refat Sai Manikanta Yerram Hafiz Malik 48 70 0 24 Sep 2020
Meta-AAD: Active Anomaly Detection with Deep Reinforcement Learning Daochen Zha Kwei-Herng Lai Mingyang Wan X. Hu 97 54 0 16 Sep 2020
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters Yingtong Dou Zhiwei Liu Li Sun Yutong Deng Hao Peng Philip S. Yu AAML 132 481 0 19 Aug 2020
Generic Outlier Detection in Multi-Armed Bandit Yikun Ban Jingrui He 56 20 0 14 Jul 2020
Deep Learning for Anomaly Detection: A Review Guansong Pang Chunhua Shen LongBing Cao Anton Van Den Hengel 200 951 0 06 Jul 2020
SDCOR: Scalable Density-based Clustering for Local Outlier Detection in Massive-Scale Datasets Sayyed-Ahmad Naghavi-Nozad M. Haeri G. Folino 131 21 0 13 Jun 2020
Structural Temporal Graph Neural Networks for Anomaly Detection in Dynamic Graphs Lei Cai Zhengzhang Chen Chen Luo Jiaping Gui Jingchao Ni Ding Li Haifeng Chen 62 129 0 15 May 2020
Data-Driven Construction of Data Center Graph of Things for Anomaly Detection Hao Zhang Zhanming Li Zhi-yu Ren 30 1 0 27 Apr 2020
Urban Anomaly Analytics: Description, Detection, and Prediction Mingyang Zhang Tong Li Yue Yu Yong Li Pan Hui Yu Zheng 66 77 0 25 Apr 2020
R-VGAE: Relational-variational Graph Autoencoder for Unsupervised Prerequisite Chain Learning Irene Li Alexander R. Fabbri Swapnil Hingmire Dragomir R. Radev BDL 31 27 0 22 Apr 2020
Scalable Attack on Graph Data by Injecting Vicious Nodes Jihong Wang Minnan Luo Fnu Suya Jundong Li Z. Yang Q. Zheng AAML GNN 87 90 0 22 Apr 2020
What is Normal, What is Strange, and What is Missing in a Knowledge Graph: Unified Characterization via Inductive Summarization Caleb Belth Xinyi Zheng Jilles Vreeken Danai Koutra 91 44 0 23 Mar 2020
Semi-supervised Anomaly Detection on Attributed Graphs Atsutoshi Kumagai Tomoharu Iwata Yasuhiro Fujiwara 55 39 0 27 Feb 2020