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A New Framework for Multiline Analysis Combined Kernel Principal Component Analysis and Kernel Shapley Additive Explanations: A Case of NGC 1068 ALMA Band 3 Data

  • Authors: Hiroma Okubo, Tsutomu T. Takeuchi, Shotaro Akaho, Toshiki Saito, Yasuhiko Igarashi, Nario Kuno, Nanase Harada, Akio Taniguchi, Shuro Takano, Taku Nakajima

Hiroma Okubo et al 2026 The Astronomical Journal 172 .

  • Provider: AAS Journals

Caption: Figure 2.

Correlation plot between two standardized molecular lines. The color indicates the Mahalanobis distance, which accounts for the correlation between the two variables. The red ellipse represents a Mahalanobis distance of 1. These plots correspond to the maps shown in Figure 1 (left), Figure 2, and Figure 3 of H. Okubo et al. (2025). In addition, the two panels shown in the upper right are enlarged views of the 13CO(J = 1–0)–C18O(J = 1–0) and 13CO(J = 1–0)–N2H+(J = 1–0) plots.

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