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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 5.

Reconstructions, residuals, and residual errors with respect to ground-truth images of select channels of G34.30 and LkCa 15 using NMF. 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, and 40% for channel 3547. The residual error of both channels in LkCa 15 is 30% of the maximum signal intensity.

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