| . | Input* . | Two-class . | Three-class . | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| . | M . | m . | f . | T . | D . | Drop rate . | bn . | Type . | T . | D . | Drop rate . | bn . | Type . |
| Case 0 | |$\checkmark$| | |$\checkmark$| | 5 | 178 | 9.47 × 10−3 | 1 | sigmoid | 4 | 429 | 1.20 × 10−3 | 0 | linear | |
| |$\checkmark$| | 3 | 247 | 9.68 × 10−4 | 1 | sigmoid | 4 | 516 | 2.54 × 10−3 | 0 | tanh | |||
| |$\checkmark$| | |$\checkmark$| | 4 | 531 | 6.43 × 10−3 | 0 | linear | 4 | 608 | 1.72 × 10−2 | 0 | linear | ||
| |$\checkmark$| | 4 | 411 | 9.00 × 10−2 | 1 | sigmoid | 4 | 838 | 1.36 × 10−3 | 0 | tanh | |||
| Case 1 | |$\checkmark$| | |$\checkmark$| | 5 | 734 | 8.75 × 10−4 | 0 | tanh | 4 | 915 | 1.03 × 10−2 | 0 | linear | |
| |$\checkmark$| | 2 | 389 | 7.17 × 10−2 | 1 | sigmoid | 5 | 698 | 2.79 × 10−2 | 0 | linear | |||
| |$\checkmark$| | |$\checkmark$| | 2 | 647 | 7.92 × 10−4 | 0 | tanh | 4 | 540 | 1.45 × 10−3 | 0 | linear | ||
| |$\checkmark$| | 2 | 342 | 1.42 × 10−2 | 1 | sigmoid | 2 | 520 | 9.99 × 10−4 | 1 | sigmoid | |||
| Case 2 | |$\checkmark$| | |$\checkmark$| | 2 | 368 | 1.79 × 10−3 | 1 | sigmoid | 4 | 698 | 9.08 × 10−4 | 0 | linear | |
| |$\checkmark$| | 4 | 920 | 1.44 × 10−3 | 0 | sigmoid | 4 | 614 | 7.03 × 10−3 | 0 | linear | |||
| |$\checkmark$| | |$\checkmark$| | 5 | 572 | 4.27 × 10−3 | 1 | sigmoid | 4 | 896 | 8.58 × 10−3 | 0 | linear | ||
| |$\checkmark$| | 4 | 640 | 1.12 × 10−1 | 1 | sigmoid | 5 | 300 | 5.00 × 10−1 | 1 | sigmoid | |||
| Case 3 | |$\checkmark$| | |$\checkmark$| | 5 | 893 | 1.42 × 10−3 | 1 | sigmoid | 4 | 522 | 5.02 × 10−4 | 0 | tanh | |
| |$\checkmark$| | 4 | 880 | 1.98 × 10−2 | 1 | sigmoid | 5 | 841 | 4.96 × 10−2 | 1 | sigmoid | |||
| |$\checkmark$| | |$\checkmark$| | 3 | 300 | 5.00 × 10−3 | 1 | linear | 3 | 462 | 9.28 × 10−4 | 1 | sigmoid | ||
| |$\checkmark$| | 3 | 930 | 9.77 × 10−2 | 1 | sigmoid | 3 | 300 | 5.00 × 10−3 | 1 | sigmoid | |||
| Case 4 | |$\checkmark$| | |$\checkmark$| | 5 | 379 | 4.21 × 10−3 | 1 | sigmoid | 3 | 484 | 2.13 × 10−3 | 0 | linear | |
| |$\checkmark$| | 2 | 631 | 1.77 × 10−2 | 0 | sigmoid | 4 | 243 | 3.21 × 10−3 | 1 | sigmoid | |||
| |$\checkmark$| | |$\checkmark$| | 5 | 140 | 4.04 × 10−3 | 1 | sigmoid | 5 | 389 | 1.23 × 10−4 | 0 | tanh | ||
| |$\checkmark$| | 4 | 567 | 5.77 × 10−2 | 0 | sigmoid | 3 | 354 | 2.14 × 10−1 | 1 | sigmoid | |||
| . | Input* . | Two-class . | Three-class . | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| . | M . | m . | f . | T . | D . | Drop rate . | bn . | Type . | T . | D . | Drop rate . | bn . | Type . |
| Case 0 | |$\checkmark$| | |$\checkmark$| | 5 | 178 | 9.47 × 10−3 | 1 | sigmoid | 4 | 429 | 1.20 × 10−3 | 0 | linear | |
| |$\checkmark$| | 3 | 247 | 9.68 × 10−4 | 1 | sigmoid | 4 | 516 | 2.54 × 10−3 | 0 | tanh | |||
| |$\checkmark$| | |$\checkmark$| | 4 | 531 | 6.43 × 10−3 | 0 | linear | 4 | 608 | 1.72 × 10−2 | 0 | linear | ||
| |$\checkmark$| | 4 | 411 | 9.00 × 10−2 | 1 | sigmoid | 4 | 838 | 1.36 × 10−3 | 0 | tanh | |||
| Case 1 | |$\checkmark$| | |$\checkmark$| | 5 | 734 | 8.75 × 10−4 | 0 | tanh | 4 | 915 | 1.03 × 10−2 | 0 | linear | |
| |$\checkmark$| | 2 | 389 | 7.17 × 10−2 | 1 | sigmoid | 5 | 698 | 2.79 × 10−2 | 0 | linear | |||
| |$\checkmark$| | |$\checkmark$| | 2 | 647 | 7.92 × 10−4 | 0 | tanh | 4 | 540 | 1.45 × 10−3 | 0 | linear | ||
| |$\checkmark$| | 2 | 342 | 1.42 × 10−2 | 1 | sigmoid | 2 | 520 | 9.99 × 10−4 | 1 | sigmoid | |||
| Case 2 | |$\checkmark$| | |$\checkmark$| | 2 | 368 | 1.79 × 10−3 | 1 | sigmoid | 4 | 698 | 9.08 × 10−4 | 0 | linear | |
| |$\checkmark$| | 4 | 920 | 1.44 × 10−3 | 0 | sigmoid | 4 | 614 | 7.03 × 10−3 | 0 | linear | |||
| |$\checkmark$| | |$\checkmark$| | 5 | 572 | 4.27 × 10−3 | 1 | sigmoid | 4 | 896 | 8.58 × 10−3 | 0 | linear | ||
| |$\checkmark$| | 4 | 640 | 1.12 × 10−1 | 1 | sigmoid | 5 | 300 | 5.00 × 10−1 | 1 | sigmoid | |||
| Case 3 | |$\checkmark$| | |$\checkmark$| | 5 | 893 | 1.42 × 10−3 | 1 | sigmoid | 4 | 522 | 5.02 × 10−4 | 0 | tanh | |
| |$\checkmark$| | 4 | 880 | 1.98 × 10−2 | 1 | sigmoid | 5 | 841 | 4.96 × 10−2 | 1 | sigmoid | |||
| |$\checkmark$| | |$\checkmark$| | 3 | 300 | 5.00 × 10−3 | 1 | linear | 3 | 462 | 9.28 × 10−4 | 1 | sigmoid | ||
| |$\checkmark$| | 3 | 930 | 9.77 × 10−2 | 1 | sigmoid | 3 | 300 | 5.00 × 10−3 | 1 | sigmoid | |||
| Case 4 | |$\checkmark$| | |$\checkmark$| | 5 | 379 | 4.21 × 10−3 | 1 | sigmoid | 3 | 484 | 2.13 × 10−3 | 0 | linear | |
| |$\checkmark$| | 2 | 631 | 1.77 × 10−2 | 0 | sigmoid | 4 | 243 | 3.21 × 10−3 | 1 | sigmoid | |||
| |$\checkmark$| | |$\checkmark$| | 5 | 140 | 4.04 × 10−3 | 1 | sigmoid | 5 | 389 | 1.23 × 10−4 | 0 | tanh | ||
| |$\checkmark$| | 4 | 567 | 5.77 × 10−2 | 0 | sigmoid | 3 | 354 | 2.14 × 10−1 | 1 | sigmoid | |||
Input to classifier is displayed as a check mark. M: pseudo-absolute magnitude; m: magnitude; f: normalized flux.
| . | Input* . | Two-class . | Three-class . | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| . | M . | m . | f . | T . | D . | Drop rate . | bn . | Type . | T . | D . | Drop rate . | bn . | Type . |
| Case 0 | |$\checkmark$| | |$\checkmark$| | 5 | 178 | 9.47 × 10−3 | 1 | sigmoid | 4 | 429 | 1.20 × 10−3 | 0 | linear | |
| |$\checkmark$| | 3 | 247 | 9.68 × 10−4 | 1 | sigmoid | 4 | 516 | 2.54 × 10−3 | 0 | tanh | |||
| |$\checkmark$| | |$\checkmark$| | 4 | 531 | 6.43 × 10−3 | 0 | linear | 4 | 608 | 1.72 × 10−2 | 0 | linear | ||
| |$\checkmark$| | 4 | 411 | 9.00 × 10−2 | 1 | sigmoid | 4 | 838 | 1.36 × 10−3 | 0 | tanh | |||
| Case 1 | |$\checkmark$| | |$\checkmark$| | 5 | 734 | 8.75 × 10−4 | 0 | tanh | 4 | 915 | 1.03 × 10−2 | 0 | linear | |
| |$\checkmark$| | 2 | 389 | 7.17 × 10−2 | 1 | sigmoid | 5 | 698 | 2.79 × 10−2 | 0 | linear | |||
| |$\checkmark$| | |$\checkmark$| | 2 | 647 | 7.92 × 10−4 | 0 | tanh | 4 | 540 | 1.45 × 10−3 | 0 | linear | ||
| |$\checkmark$| | 2 | 342 | 1.42 × 10−2 | 1 | sigmoid | 2 | 520 | 9.99 × 10−4 | 1 | sigmoid | |||
| Case 2 | |$\checkmark$| | |$\checkmark$| | 2 | 368 | 1.79 × 10−3 | 1 | sigmoid | 4 | 698 | 9.08 × 10−4 | 0 | linear | |
| |$\checkmark$| | 4 | 920 | 1.44 × 10−3 | 0 | sigmoid | 4 | 614 | 7.03 × 10−3 | 0 | linear | |||
| |$\checkmark$| | |$\checkmark$| | 5 | 572 | 4.27 × 10−3 | 1 | sigmoid | 4 | 896 | 8.58 × 10−3 | 0 | linear | ||
| |$\checkmark$| | 4 | 640 | 1.12 × 10−1 | 1 | sigmoid | 5 | 300 | 5.00 × 10−1 | 1 | sigmoid | |||
| Case 3 | |$\checkmark$| | |$\checkmark$| | 5 | 893 | 1.42 × 10−3 | 1 | sigmoid | 4 | 522 | 5.02 × 10−4 | 0 | tanh | |
| |$\checkmark$| | 4 | 880 | 1.98 × 10−2 | 1 | sigmoid | 5 | 841 | 4.96 × 10−2 | 1 | sigmoid | |||
| |$\checkmark$| | |$\checkmark$| | 3 | 300 | 5.00 × 10−3 | 1 | linear | 3 | 462 | 9.28 × 10−4 | 1 | sigmoid | ||
| |$\checkmark$| | 3 | 930 | 9.77 × 10−2 | 1 | sigmoid | 3 | 300 | 5.00 × 10−3 | 1 | sigmoid | |||
| Case 4 | |$\checkmark$| | |$\checkmark$| | 5 | 379 | 4.21 × 10−3 | 1 | sigmoid | 3 | 484 | 2.13 × 10−3 | 0 | linear | |
| |$\checkmark$| | 2 | 631 | 1.77 × 10−2 | 0 | sigmoid | 4 | 243 | 3.21 × 10−3 | 1 | sigmoid | |||
| |$\checkmark$| | |$\checkmark$| | 5 | 140 | 4.04 × 10−3 | 1 | sigmoid | 5 | 389 | 1.23 × 10−4 | 0 | tanh | ||
| |$\checkmark$| | 4 | 567 | 5.77 × 10−2 | 0 | sigmoid | 3 | 354 | 2.14 × 10−1 | 1 | sigmoid | |||
| . | Input* . | Two-class . | Three-class . | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| . | M . | m . | f . | T . | D . | Drop rate . | bn . | Type . | T . | D . | Drop rate . | bn . | Type . |
| Case 0 | |$\checkmark$| | |$\checkmark$| | 5 | 178 | 9.47 × 10−3 | 1 | sigmoid | 4 | 429 | 1.20 × 10−3 | 0 | linear | |
| |$\checkmark$| | 3 | 247 | 9.68 × 10−4 | 1 | sigmoid | 4 | 516 | 2.54 × 10−3 | 0 | tanh | |||
| |$\checkmark$| | |$\checkmark$| | 4 | 531 | 6.43 × 10−3 | 0 | linear | 4 | 608 | 1.72 × 10−2 | 0 | linear | ||
| |$\checkmark$| | 4 | 411 | 9.00 × 10−2 | 1 | sigmoid | 4 | 838 | 1.36 × 10−3 | 0 | tanh | |||
| Case 1 | |$\checkmark$| | |$\checkmark$| | 5 | 734 | 8.75 × 10−4 | 0 | tanh | 4 | 915 | 1.03 × 10−2 | 0 | linear | |
| |$\checkmark$| | 2 | 389 | 7.17 × 10−2 | 1 | sigmoid | 5 | 698 | 2.79 × 10−2 | 0 | linear | |||
| |$\checkmark$| | |$\checkmark$| | 2 | 647 | 7.92 × 10−4 | 0 | tanh | 4 | 540 | 1.45 × 10−3 | 0 | linear | ||
| |$\checkmark$| | 2 | 342 | 1.42 × 10−2 | 1 | sigmoid | 2 | 520 | 9.99 × 10−4 | 1 | sigmoid | |||
| Case 2 | |$\checkmark$| | |$\checkmark$| | 2 | 368 | 1.79 × 10−3 | 1 | sigmoid | 4 | 698 | 9.08 × 10−4 | 0 | linear | |
| |$\checkmark$| | 4 | 920 | 1.44 × 10−3 | 0 | sigmoid | 4 | 614 | 7.03 × 10−3 | 0 | linear | |||
| |$\checkmark$| | |$\checkmark$| | 5 | 572 | 4.27 × 10−3 | 1 | sigmoid | 4 | 896 | 8.58 × 10−3 | 0 | linear | ||
| |$\checkmark$| | 4 | 640 | 1.12 × 10−1 | 1 | sigmoid | 5 | 300 | 5.00 × 10−1 | 1 | sigmoid | |||
| Case 3 | |$\checkmark$| | |$\checkmark$| | 5 | 893 | 1.42 × 10−3 | 1 | sigmoid | 4 | 522 | 5.02 × 10−4 | 0 | tanh | |
| |$\checkmark$| | 4 | 880 | 1.98 × 10−2 | 1 | sigmoid | 5 | 841 | 4.96 × 10−2 | 1 | sigmoid | |||
| |$\checkmark$| | |$\checkmark$| | 3 | 300 | 5.00 × 10−3 | 1 | linear | 3 | 462 | 9.28 × 10−4 | 1 | sigmoid | ||
| |$\checkmark$| | 3 | 930 | 9.77 × 10−2 | 1 | sigmoid | 3 | 300 | 5.00 × 10−3 | 1 | sigmoid | |||
| Case 4 | |$\checkmark$| | |$\checkmark$| | 5 | 379 | 4.21 × 10−3 | 1 | sigmoid | 3 | 484 | 2.13 × 10−3 | 0 | linear | |
| |$\checkmark$| | 2 | 631 | 1.77 × 10−2 | 0 | sigmoid | 4 | 243 | 3.21 × 10−3 | 1 | sigmoid | |||
| |$\checkmark$| | |$\checkmark$| | 5 | 140 | 4.04 × 10−3 | 1 | sigmoid | 5 | 389 | 1.23 × 10−4 | 0 | tanh | ||
| |$\checkmark$| | 4 | 567 | 5.77 × 10−2 | 0 | sigmoid | 3 | 354 | 2.14 × 10−1 | 1 | sigmoid | |||
Input to classifier is displayed as a check mark. M: pseudo-absolute magnitude; m: magnitude; f: normalized flux.
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