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[ENH] Implements Density Peak Clustering #2791

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@aryanpola aryanpola commented May 11, 2025

Reference Issues/PRs

Fixes #2790

What does this implement/fix? Explain your changes.

Implements DPCA.

Any other comments?

Screenshot 2025-05-11 231237
Screenshot 2025-05-11 231309

TODO

  • Basic Implementation using dtw.
  • Resolve output mismatch (compared against the python version).
  • Compare against all the datasets. Maybe save the data in the data module.
  • Implement Parallelization (numba).
  • Create an example notebook

@aeon-actions-bot aeon-actions-bot bot added clustering Clustering package enhancement New feature, improvement request or other non-bug code enhancement labels May 11, 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: [ $\color{#4011F3}{\textsf{clustering}}$ ]. Feel free to change these if they do not properly represent the PR.

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@aryanpola aryanpola marked this pull request as draft May 11, 2025 18:16
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[ENH] Implement Density Peak Clustering Algorithm
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