TABLE IV.
Summary of Classification Performance for Simulated Data
| Dataset* | Source | Artifact | ||||
|---|---|---|---|---|---|---|
| Prec. | Recall | AUC | Prec. | Recall | AUC | |
| Initial, Noiseless | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| −3dB SNR | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| −9dB SNR | 1.000 | 0.993 | 0.999 | 0.999 | 0.974 | 0.995 |
| −15dB SNR | 0.885 | 0.885 | 0.976 | 0.766 | 0.823 | 0.964 |
| −21dB SNR | 0.707 | 0.085 | 0.831 | 0.647 | 0.044 | 0.804 |
| Finely Spaced 5 mm shift | 0.998 | 0.997 | 1.000 | 0.997 | 0.997 | .999 |
| Euclidean shift | 0.999 | 0.997 | 1.000 | 0.990 | 0.992 | 0.984 |
| Multiple Noise Levels 1 source | 0.8721 | 0.9713 | 0.9018 | 0.9619 | 0.8618 | 0.9471 |
| 2 sources | 0.9805 | 0.9723 | 0.9868 | 0.9746 | 0.9239 | 0.9837 |
| 3 sources | 0.9876 | 0.9721 | 0.9869 | 0.9830 | 0.8756 | 0.9880 |
| 4 sources | 0.9906 | 0.9636 | 0.9867 | 0.9847 | 0.8314 | 0.9890 |
| 5 sources | 0.9914 | 0.9578 | 0.9856 | 0.9892 | 0.7852 | 0.9888 |
| 6 sources | 0.9922 | 0.9433 | 0.9842 | 0.9880 | 0.7600 | 0.9871 |
| 7 sources | 0.9900 | 0.9377 | 0.9851 | 0.9910 | 0.7157 | 0.9870 |
| 8 sources | 0.9960 | 0.9282 | 0.9915 | 0.9485 | 0.6867 | 0.9836 |
| 9 sources | 0.9935 | 0.9281 | 0.9857 | 0.9859 | 0.6868 | 0.9863 |
| 10 sources | 0.9944 | 0.9146 | 0.9867 | 0.9840 | 0.6325 | 0.9864 |
| Discrete Receiver 1 source | 0.8939 | 0.9160 | 0.9167 | 0.8818 | 0.9316 | 0.9386 |
A11 datasets used the continuous receiver unless otherwise stated.