lucianolorenti / ceruleo

CeRULEo: Comprehensive utilitiEs for Remaining Useful Life Estimation methOds
https://lucianolorenti.github.io/ceruleo/
MIT License
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Data augmentation #16

Open lucianolorenti opened 2 years ago

lucianolorenti commented 2 years ago

it would be interesting to handle time series augmentation.

Maybe we can have an augmented windowed iterator or a boolean indicator in the current one that indicates if we want to alter the time series.

Something like this can be used time_series_augmentation

References:

Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher