About the source of these algorithms

[xuchunyu123]

Hello, can you share which paper these anomaly detection algorithms such as dummy, aer, etc. come from? thank you very much

[sarahmish]

Hi @xuchunyu123 – thank you for your interest in Orion!

Here is a list of some of the verified pipelines and their sources

pipeline	source
LSTM DT	Hundman et al. (2018), Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding
LSTM AE	Malhotra et al. (2016), LSTM-Based Encoder-Decoder for Multi-Sensor Anomaly Detection
ARIMA	Box and Jenkins (1976), Time Series Analysis: Forecasting and Control
TadGAN	Geiger et al. (2020), TadGAN: Time Series Anomaly Detection using Generative Adversarial Networks
MS Azure	Ren et al. (2019), Time-Series Anomaly Detection Service at Microsoft

Some of the in-house algorithms and their papers are still in development.

[xuchunyu123]

Very happy to receive your reply, your reply is really helpful, and where is the source of the unverified dummy model?

[sarahmish]

The dummy pipeline is a simple thresholding method, we mainly use it in the library to test pipelines. It is not based on any paper :)