Statistical analysis replication

To replicate the statistical analysis you should check the following notebooks:

Moment cases execution

The execution is done within Analysis of MOMENT masking windows. Please take care of changing the file paths for the results output and observing in common_args variable that the criterion and other parameters are the correct for your analysis. To replicate the papers results you can just check the criterion to be MSELoss.

Results processing

The original results are already included in the repository, so you can directly execute this notebooks to replicate the statistical analysis section without executing the full cases loop.

• Process results Small
• Process results Base
• Process results Large

The similar _DTW notebooks are related to the future lines, showing similar results for the loss improvement. The embedding space are currently being analyzed with promising results, being the next step of this analysis for enhancing behaviour detection on time series through MOMENT model.

Comparison with MVP

MVP Mixed windows. Includes the full analysis of MVP and its comparison to MOMENT best versions. The equivalent without _mixed_windows has the previous analysis trainig n_epochs*n_windows using the same size across each iteration of the fine-tuning.

In case of errors

In case of W&B execution error finding the artifacts, please restore them by executing the files in ./paper_artifacts or create new ones using 01 and 02d notebooks in nbs_pipeline using the default configs for kohls in ./config/examples. In case of error, please contact.