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In RandomDilatedShapeletTransform the _get_admissible_sampling_point returns the wrong timestamp index.
Currently, the function returns:
returni, idx_choice
while it should return
returni, current_mask[i][idx_choice]
This results in some shapelets being sampled from the same point, that should have been banned from previous step, augmenting the number of duplicate shapelets that are useless for the computation, and reducing the number of "different" shapelets being sampled.
Performance analysis should be conducted before / after the fix to asses the impact.
Steps/Code to reproduce the bug
No response
Expected results
N/A
Actual results
N/A
Versions
No response
The text was updated successfully, but these errors were encountered:
Results are somewhat equivalent on univariate (default train/test)
Number of shapelet sampled is below the default (10k) for small datasets as expected, will push the fix.
Describe the bug
In
RandomDilatedShapeletTransform
the_get_admissible_sampling_point
returns the wrong timestamp index.Currently, the function returns:
while it should return
This results in some shapelets being sampled from the same point, that should have been banned from previous step, augmenting the number of duplicate shapelets that are useless for the computation, and reducing the number of "different" shapelets being sampled.
Performance analysis should be conducted before / after the fix to asses the impact.
Steps/Code to reproduce the bug
No response
Expected results
N/A
Actual results
N/A
Versions
No response
The text was updated successfully, but these errors were encountered: