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test dynamic time warping #6

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steelec opened this issue Sep 17, 2022 · 2 comments
Open
2 tasks

test dynamic time warping #6

steelec opened this issue Sep 17, 2022 · 2 comments
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@steelec
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steelec commented Sep 17, 2022

cross-correlation likely not enough to capture subtle differences in sequence performance (comparing FOR to REF), investigating dynamic time warping (DTW) to enable measurement of shifting of portions of the sequence to identify distance between FOR and REF for:

  1. overall distance metric - equivalent to temporal lag (LAG) + RMSE
  2. warp path
  • bring one sequence into the space of another for direct comparison (e.g., for RMSE)

  • path length - likely highly correlated with overall distance metric

    • conceptually different since it is not the sum of the distances on the path. Test to determine if unaffected by amplitude differences.
  • deviation from optimal path, which should be ~LAG (but dynamic across the sequence). Again requires testing to determine if unaffected by amplitude differences

  • implement

  • test

@steelec steelec self-assigned this Sep 17, 2022
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steelec commented Aug 25, 2023

code merged into #8 , not fully tested

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steelec commented Aug 25, 2023

not closed

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