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Data-Augmentation-Keystrokes-Dynamics

Comparison of data augmentation methods

  1. avg calculations based on train dataset only
  2. avg calculations based on both train and test datasets

The augmentation is based on avg dwell time for each key, then gaussian noise is applied and eventually added random values (ms time).

  1. avg
  2. gaussian noise
  3. random [-X, X] values

Base results

base

Results after data-augmentation

229303596-d0b17e34-a491-40d6-adc2-02347b1bd5fc

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