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(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

分类: 文章 • 2023-12-14 15:23:10

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论文链接：https://arxiv.org/pdf/1911.07104.pdf

论文信息

2019
Compute Science
GAN+Attention+ConvlSTM+无监督

文章目录

一、论文概要
二、相关引入工作
三、作者提出的方法

一、论文概要

研究对象
目标
方法
结论

二、相关引入工作

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

三、作者提出的方法

作者提出的方法 RSM-GAN
相关引入
相关模块及功能介绍

训练阶段
- MTS to Image Conversion（多元时间序列转换成多通道相关矩阵）
- RSM-GAN的架构
- Encoder和Decoder的内部结构
- 平滑注意力机制
测试阶段
- 异常分数分配
- 根本原因评分系统

实验设置及结果分析

实验评估指标
实验结果分析及讨论
- 不同异常评分分配方法的模型性能
- 不同根本原因评分方法下的根本原因识别绩效
- 污染容限评估
- 季节性评估
- 在真实数据集上的性能

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS

(十一)RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal MTS