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epodium / time_series_generator

Create synthetic time series data
Apache License 2.0
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Summary of Generalization Team sprint planning 10 March 2021 #7

Closed eriktks closed 3 years ago

eriktks commented 3 years ago

Like to have:

Related to BENCHMARKING

  1. benchmark tests for clustering of different types of time series
  2. find good visualization for the bench marking: radar charts? ...
  3. choose some models to run bench marking tests on: mcfly already has 4 types: CNN, LSTM, RestNet, Inception Time

Related to TIME SERIES GENERATION

A. more types of time series B. be able to generate binary and categorical time series, and mixed typed data C. being able to generate missing data, even large sections of them, or missing channels D. being able to generate outlier data values E. more levels of time series like in between global and local F. look at existing vocabulary about time series G. look at auto-encoders and generative models H. create export facility for generated time series

Probably there is not enough time to do this

  1. converting time series to yaml data (?)

Link to article mentioned in Florian's talk

eriktks commented 3 years ago

Issue migrated to sequgen/sequgen#2