基于无监督对抗学习的时间序列异常检测

邵世宽, 张宏钧, 肖钦锋, 王晶, 刘晓辉, 林友芳

Time series anomaly detection based on unsupervised adversarial learning

Shikuan Shao, Hongjun Zhang, Qinfeng Xiao, Jing Wang, Xiaohui Liu, Youfang Lin

表3 本文SALAD和Donut在四个KPI数据集上的F1 score

Table 3 F1 score of SALAD and Donut over four datasets

A B C D 模型 0% 10% 100% 0% 10% 100% 0% 10% 100% 0% 10% 100% Donut 0.7674 0.7805 0.8000 0.4668 0.2736 0.9882 0.5333 0.5950 0.5405 0.6000 0.6000 0.6000 Ours 0.7818 0.8533 0.8411 0.9373 0.8553 0.9787 0.5611 0.5424 0.6064 0.6250 0.9656 0.7143