我们提出了第一种基于随机的多元时间序列异常检测算法的异常解释方法,该方法不仅适用于OmniAnomaly,还适用于[16]等其他算法。OmniAnomaly的解释精度高达0.89。 我们的实验表明,GRU、平面NF、随机变量连接和一种调整的峰值-超阈值方法在OmniAnomaly中取得了很好的效果。 实验表明,OmniAnomaly在三个真实数据集中获得了0.86的整...
OmniAnomaly论文主要内容概述本文翻译自《Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network》，提出了OmniAnomaly，一种专为多元时间序列异常检测设计的随机递归神经网络，它在处理各种设备数据时表现出良好的鲁棒性。OmniAnomaly的核心思想在于通过结合随机变量的随机...
git clone https://github.com/smallcowbaby/OmniAnomaly && cd OmniAnomaly Get dataSMD (Server Machine Dataset) is in folder ServerMachineDataset.You can get the public datasets (SMAP and MSL) using:wget https://s3-us-west-2.amazonaws.com/telemanom/data.zip && unzip data.zip && rm data....
git clone https://github.com/smallcowbaby/OmniAnomaly && cd OmniAnomaly Get data SMD (Server Machine Dataset) is in folderServerMachineDataset. You can get the public datasets (SMAP and MSL) using: wget https://s3-us-west-2.amazonaws.com/telemanom/data.zip&&unzip data.zip&&rm data.zipcd...
git clone https://github.com/smallcowbaby/OmniAnomaly && cd OmniAnomaly Get data SMD (Server Machine Dataset) is in folderServerMachineDataset. You can get the public datasets (SMAP and MSL) using: wget https://s3-us-west-2.amazonaws.com/telemanom/data.zip && unzip data.zip && rm data...
git clone https://github.com/smallcowbaby/OmniAnomaly && cd OmniAnomaly Get data SMD (Server Machine Dataset) is in folderServerMachineDataset. You can get the public datasets (SMAP and MSL) using: wget https://s3-us-west-2.amazonaws.com/telemanom/data.zip&&unzip data.zip&&rm data.zipcd...