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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 6.

The left panel in the first row shows the cluster map, while the right panel presents the clustering result. The second row illustrates the relationship between the SHAP values and the scores in Cluster 1, and the third row shows the corresponding relationship for Cluster 3. The numbers in the plot represent the correlation coefficients. The fourth row shows the relationship between the SHAP values and the scores in Cluster 4. In each plot, the red line indicates the mean SHAP value, and the light red region represents the 1σ range.

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