/TL-for-TSC

Primary LanguageJupyter Notebook

Transfer learning for time series classification using synthetic data generation


Synthetic

Synthetic Time series data generator is the open source code from the the paper "Transfer learning in time series classification using synthetic data generation"

Install

Clone repository, then:

$ pip install -r requirements.txt

Usage

All of the code is well documented.
We strongly reccomend to see our tutorial notebook for a simple explaination on how to use our generator.

Our own 15,000,000 time series generated synthetic data

Our data is available for the community at: Synthetic data

Citation

https://link.springer.com/chapter/10.1007/978-3-031-07689-3_18 Or https://arxiv.org/pdf/2207.07897.pdf

Help

For help, feel free to contact me at: rotemyar@post.bgu.ac.il