Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting

Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting

4 February 2023

Papers citing "Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting"

10 / 10 papers shown

Title
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Ailin Deng Bryan Hooi AI4TS 61 876 0 13 Jun 2021
Multivariate Time-series Anomaly Detection via Graph Attention Network Hang Zhao Yujing Wang Juanyong Duan Congrui Huang Defu Cao Yunhai Tong Bixiong Xu Jing Bai Jie Tong Qi Zhang AI4TS 44 433 0 04 Sep 2020
MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks Dan Li Dacheng Chen Lei Shi Baihong Jin Jonathan Goh See-Kiong Ng 75 773 0 15 Jan 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 1.1K 5,515 0 20 Dec 2018
A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data Chuxu Zhang Dongjin Song Yuncong Chen Xinyang Feng C. Lumezanu Wei Cheng Jingchao Ni Bo Zong Haifeng Chen Nitesh Chawla AI4TS 157 699 0 20 Nov 2018
A Multimodal Anomaly Detector for Robot-Assisted Feeding Using an LSTM-based Variational Autoencoder Daehyung Park Yuuna Hoshi Charles C. Kemp DRL 73 746 0 02 Nov 2017
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 401 7,391 0 12 Sep 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 551 7,989 0 13 Jun 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,289 0 11 Feb 2015
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 579 12,702 0 11 Dec 2014