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[ENH] DTW AROW implementation #2621

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@tanishy7777 tanishy7777 commented Mar 14, 2025

Reference Issues/PRs

Fixes #751

What does this implement/fix? Explain your changes.

This PR aims to add DTW AROW algorithm, which is a modification of the DTW distance metric, that locally finds the best alignment between two time series that may have some missing values.

Does your contribution introduce a new dependency? If yes, which one?

Any other comments?

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@aeon-actions-bot aeon-actions-bot bot added distances Distances package enhancement New feature, improvement request or other non-bug code enhancement labels Mar 14, 2025
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Thank you for contributing to aeon

I have added the following labels to this PR based on the title: [ $\color{#FEF1BE}{\textsf{enhancement}}$ ].
I have added the following labels to this PR based on the changes made: [ $\color{#5209C9}{\textsf{distances}}$ ]. Feel free to change these if they do not properly represent the PR.

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@tanishy7777 tanishy7777 marked this pull request as draft March 14, 2025 18:50
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I have compared the results against the implementation here https://github.com/aras-y/DTW_with_missing_values
Which has one of the original authors from the paper as a contributor

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[ENH] Implement DTW-AROW for DTW with missing values, extend to MSM
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