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

The Astronomical Journal

DOI: 10.3847/1538-3881/ae6079 Full text (OA) OpenAlex

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References 12

PHANGS–ALMA Data Processing and Pipeline
2021 The Astrophysical Journal Supplement Series article Physics and Astronomy Radio Astronomy Observations and Technology Open access

189

citations
ALCHEMI, an ALMA Comprehensive High-resolution Extragalactic Molecular Inventory
2021 Astronomy and Astrophysics article Physics and Astronomy Astrophysics and Star Formation Studies Open access

83

citations
Characterizing the line emission from molecular clouds
2020 Astronomy and Astrophysics article Physics and Astronomy Astrophysics and Star Formation Studies Open access

47

citations
Tracing Interstellar Heating: An ALCHEMI Measurement of the HCN Isomers in NGC 253
2022 The Astrophysical Journal article Physics and Astronomy Astrophysics and Star Formation Studies Open access

44

citations
The chemical footprint of AGN feedback in the outflowing circumnuclear disk of NGC 1068
2022 Astronomy and Astrophysics article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

20

citations
Understanding molecular abundances in star-forming regions using interpretable machine learning
2023 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Astrophysics and Star Formation Studies Open access

19

citations
ALMA observations of CS in NGC 1068: chemistry and excitation
2020 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Astrophysics and Star Formation Studies Open access

15

citations
Neural Network Constraints on the Cosmic-Ray Ionization Rate and Other Physical Conditions in NGC 253 with ALCHEMI Measurements of HCN and HNC
2024 The Astrophysical Journal article Physics and Astronomy Astrophysics and Star Formation Studies Open access

13

citations
The ALCHEMI Atlas: Principal Component Analysis Reveals Starburst Evolution in NGC 253
2024 The Astrophysical Journal Supplement Series article Physics and Astronomy Astrophysics and Star Formation Studies Open access

12

citations
Multi-transition study of methanol towards NGC 1068 with ALMA
2024 Astronomy and Astrophysics article Physics and Astronomy Astrophysics and Star Formation Studies Open access

6

citations
A multi-scale investigation into the diagnostic potential of the HCN/HCO+ ratio for active galactic nucleus and starburst activity in nearby galaxies
2025 Astronomy and Astrophysics article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

5

citations
Components of star formation in NGC 253: Non-negative matrix factorization analysis with the ALCHEMI integrated intensity images
2024 Publications of the Astronomical Society of Japan article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access

5

citations

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