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Table 5

Model performance when the model was retrained on fewer features.

Precision SFG Recall SFG Precision AGN Recall AGN F1-score
All 0.92 ± 0.01 0.96 ± 0.01 0.87 ± 0.02 0.78 ± 0.02 0.88 ± 0.02
NUV, U, grizy, J, H, K, ch1-ch4, MIPS,
PACS, SPIRE 0.95 ± 0.01 0.89 ± 0.01 0.69 ± 0.01 0.83 ± 0.02 0.83 ± 0.01
NUV, U, J, H, K, ch1-ch4, MIPS,
PACS, SPIRE 0.94 ± 0.01 0.89 ± 0.01 0.68 ± 0.01 0.82 ± 0.02 0.83 ± 0.01
NUV, U, grizy, J, H, K, ch3, ch4,
MIPS, PACS, SPIRE 0.95 ± 0.01 0.89 ± 0.01 0.68 ± 0.01 0.82 ± 0.01 0.83 ± 0.01
NUV, U, grizy, J, H, K, MIPS, PACS,
SPIRE 0.94 ± 0.01 0.87 ± 0.01 0.62 ± 0.01 0.81 ± 0.02 0.80 ± 0.02
NUV, U, grizy, J, H, K, PACS, SPIRE 0.94 ± 0.01 0.85 ± 0.01 0.56 ± 0.01 0.77 ± 0.01 0.77 ± 0.01
NUV, U, grizy, J, H, K, MIPS, SPIRE 0.95 ± 0.01 0.87 ± 0.01 0.61 ± 0.01 0.80 ± 0.02 0.80 ± 0.01
NUV, U, grizy, J, H, K, MIPS, PACS 0.94 ± 0.01 0.85 ± 0.01 0.55 ± 0.01 0.77 ± 0.01 0.77 ± 0.01
NUV, U, grizy, J, H, K 0.94 ± 0.01 0.81 ± 0.01 0.40 ± 0.01 0.72 ± 0.02 0.69 ± 0.02
grizy 0.94 ± 0.01 0.79 ± 0.01 0.34 ± 0.02 0.71 ± 0.02 0.66 ± 0.02
NUV, grizy, J, H, K, ch1-ch4, MIPS,
PACS, SPIRE, 150 MHz 0.96 ± 0.01 0.92 ± 0.01 0.78 ± 0.01 0.87 ± 0.02 0.88 ± 0.01
NUV, U, grizy, ch1-ch4, MIPS, PACS,
SPIRE, 150 MHz 0.96 ± 0.01 0.92 ± 0.01 0.78 ± 0.01 0.87 ± 0.02 0.88 ± 0.01
NUV, U, J, H, K, ch1-ch4, MIPS, PACS,
SPIRE, 150 MHz 0.96 ± 0.01 0.92 ± 0.01 0.77 ± 0.01 0.86 ± 0.01 0.88 ± 0.01
NUV, U, grizy, J, H, K, MIPS, PACS,
SPIRE, 150 MHz 0.95 ± 0.01 0.90 ± 0.01 0.71 ± 0.01 0.85 ± 0.02 0.85 ± 0.01
NUV, U, grizy, J, H, K, ch3, ch4, MIPS,
PACS, SPIRE, 150 MHz 0.96 ± 0.01 0.92 ± 0.01 0.78 ± 0.01 0.86 ± 0.02 0.88 ± 0.01
NUV, U, grizy, J, H, K, ch1, ch2, MIPS,
PACS, SPIRE, 150 MHz 0.96 ± 0.01 0.91 ± 0.01 0.74 ± 0.01 0.86 ± 0.02 0.86 ± 0.02
NUV, U, grizy, J, H, K, MIPS, PACS,
SPIRE, 150 MHz 0.95 ± 0.01 0.90 ± 0.01 0.72 ± 0.01 0.85 ± 0.02 0.86 ± 0.02
NUV, U, grizy, J, H, K, 150 MHz 0.94 ± 0.01 0.84 ± 0.01 0.53 ± 0.01 0.77 ± 0.02 0.76 ± 0.02
NUV, U, grizy, J, H, K, ch1-ch4, PACS,
SPIRE, 150 MHz 0.95 ± 0.01 0.91 ± 0.01 0.76 ± 0.01 0.85 ± 0.01 0.87 ± 0.02
NUV, U, grizy, J, H, K, ch1-ch4, MIPS,
SPIRE, 150 MHz 0.96 ± 0.01 0.92 ± 0.01 0.78 ± 0.01 0.87 ± 0.02 0.88 ± 0.02
NUV, U, grizy, J, H, K, ch1-ch4, MIPS,
PACS, 150 MHz 0.95 ± 0.01 0.91 ± 0.01 0.74 ± 0.01 0.84 ± 0.02 0.85 ± 0.01
NUV, U, grizy, J, H, K, ch1-ch4, 150 MHz 0.94 ± 0.01 0.88 ± 0.01 0.67 ± 0.01 0.82 ± 0.02 0.82 ± 0.02

Notes. The model was trained on an eight-fold cross-validation, and the precision, recall for each class and the total macro F1-score were calculated. MIPS refers to MIPS24, PACS to PACS 100 and PACS160, and SPIRE to SPIRE250, SPIRE350, and SPIRE500.

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