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Benchmarking Dimensionality Reduction Methods for High-dimensional ALMA Image Cubes

  • Authors: Haley N. Scolati, Ryan A. Loomis, Anthony J. Remijan, Kin Long Kelvin Lee

Haley N. Scolati et al 2026 The Astronomical Journal 171 .

  • Provider: AAS Journals

Caption: Figure 4.

PCA reconstructions, residuals, and residual errors with respect to ground-truth images of select channels from the (a) G34.30 and (b) LkCa 15 datasets. The residual images were generated by taking the difference of the ground-truth image and corresponding reconstruction. The residual error for channels 320 and 2966 in G34.30 is 10% of the maximum signal intensity, whereas the residual error for channel 3547 of G34.30 and channels 1571 and 1572 of LkCa 15 is 40% of the maximum signal intensity.

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