y-bar / ml-based-anomaly-detection

Spectral Residual

ML-based Anomaly Detection

Anomaly Detection by Machine Learning

Introduction

The algorithm is based on the following paper

• Spectral Residuals

Hansheng Ren, Bixiong Xu, Yujing Wang, Chao Yi, Congrui Huang, Xiaoyu Kou, Tony Xing, Mao Yang, Jie Tong, Qi Zhang. Time-Series Anomaly Detection Service at Microsoft." arXiv preprint arXiv:1906.03821 (2019).

Examples

Example jupyter notebooks are located here

Installation

$ pip install sranodec

Notes

I will also add SR-CNN and other methods.