unit8co / darts

A python library for user-friendly forecasting and anomaly detection on time series.
https://unit8co.github.io/darts/
Apache License 2.0
8.04k stars 874 forks source link

[NewModel] ROCKET Classification #1572

Open JanFidor opened 1 year ago

JanFidor commented 1 year ago

https://arxiv.org/abs/1910.13051

This approach feels very unique compared to the majority of forecasting models which are either using Transformers or DNNs while also being much faster.

It's for TS classification instead of forecasting, so I'm not certain if it would be a good fit for darts. Actually after some more research it seems someone already tried to adapt it for regression https://link.springer.com/article/10.1007/s10618-021-00745-9

Related to https://github.com/unit8co/darts/issues/1473

solalatus commented 1 year ago

There is also an "updated" version of it called MINIROCKET which offers considerable speed advantages. Here is the reference implementation.

hrzn commented 1 year ago

Thanks for the suggestion, adding to backlog.