Confidence Interval Construction on synthetic datasets #1
195% CI Coverage RatePNC-enhanced cheap bootstrap
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PNC-enhanced cheap bootstrapData dimension (d)=2, Data size (n)=2562023.06 | 1 | 0.0376 | 0.95 | 0.0289 | 0.1997 | |
| PNC-enhanced cheap bootstrapData dimension (d)=4, Data size (n)=1282023.06 | 1 | 0.082 | 0.95 | 0.0629 | 0.4013 | |
| PNC-enhanced cheap bootstrapData dimension (d)=8, Data size (n)=2562023.06 | 1 | 0.0796 | 0.99 | 0.0611 | 0.7957 | |
| PNC-enhanced cheap bootstrapData dimension (d)=16, Data size (n)=2562023.06 | 1 | 0.1137 | 0.98 | 0.0873 | 1.5954 | |
| PNC-enhanced batchingData dimension (d)=2, Data size (n)=2562023.06 | 0.99 | 0.0301 | 0.96 | 0.0222 | 0.2004 | |
| DropoutUQData dimension (d)=2, Data size (n)=2562023.06 | 0.99 | 0.039 | 0.96 | 0.0327 | 0.2045 | |
| PNC-enhanced cheap bootstrapData dimension (d)=4, Data size (n)=2562023.06 | 0.99 | 0.0569 | 0.96 | 0.0437 | 0.3988 | |
| PNC-enhanced batchingData dimension (d)=8, Data size (n)=2562023.06 | 0.99 | 0.0594 | 0.96 | 0.0439 | 0.8014 | |
| PNC-enhanced cheap bootstrapData dimension (d)=8, Data size (n)=5122023.06 | 0.99 | 0.0588 | 0.99 | 0.0452 | 0.8012 | |
| DropoutUQData dimension (d)=8, Data size (n)=5122023.06 | 0.99 | 0.0632 | 0.97 | 0.0538 | 0.7998 | |
| PNC-enhanced cheap bootstrapData dimension (d)=8, Data size (n)=10242023.06 | 0.99 | 0.0393 | 0.96 | 0.0302 | 0.7997 | |
| PNC-enhanced cheap bootstrapData dimension (d)=16, Data size (n)=1282023.06 | 0.99 | 0.1568 | 0.97 | 0.1204 | 1.6057 | |
| DropoutUQData dimension (d)=16, Data size (n)=1282023.06 | 0.99 | 0.1565 | 0.96 | 0.1313 | 1.6093 | |
| PNC-enhanced cheap bootstrapData dimension (d)=16, Data size (n)=5122023.06 | 0.99 | 0.0788 | 0.98 | 0.0605 | 1.5972 | |
| PNC-enhanced batchingData dimension (d)=2, Data size (n)=1282023.06 | 0.98 | 0.0437 | 0.95 | 0.0323 | 0.1998 | |
| PNC-enhanced cheap bootstrapData dimension (d)=2, Data size (n)=1282023.06 | 0.98 | 0.0571 | 0.95 | 0.0438 | 0.1983 | |
| PNC-enhanced cheap bootstrapData dimension (d)=2, Data size (n)=5122023.06 | 0.98 | 0.0294 | 0.96 | 0.0226 | 0.1992 | |
| PNC-enhanced batchingData dimension (d)=4, Data size (n)=1282023.06 | 0.98 | 0.0622 | 0.94 | 0.046 | 0.4012 | |
| PNC-enhanced batchingData dimension (d)=4, Data size (n)=2562023.06 | 0.98 | 0.0411 | 0.95 | 0.0304 | 0.3991 | |
| PNC-enhanced cheap bootstrapData dimension (d)=4, Data size (n)=5122023.06 | 0.98 | 0.0396 | 0.96 | 0.0304 | 0.3989 | |
| PNC-enhanced cheap bootstrapData dimension (d)=4, Data size (n)=10242023.06 | 0.98 | 0.0296 | 0.98 | 0.0227 | 0.3988 | |
| PNC-enhanced batchingData dimension (d)=8, Data size (n)=1282023.06 | 0.98 | 0.0865 | 0.95 | 0.0639 | 0.7999 | |
| PNC-enhanced cheap bootstrapData dimension (d)=8, Data size (n)=1282023.06 | 0.98 | 0.1084 | 0.98 | 0.0832 | 0.798 | |
| PNC-enhanced batchingData dimension (d)=8, Data size (n)=5122023.06 | 0.98 | 0.0393 | 0.94 | 0.029 | 0.7983 | |
| PNC-enhanced batchingData dimension (d)=16, Data size (n)=2562023.06 | 0.98 | 0.073 | 0.94 | 0.054 | 1.5966 | |
| PNC-enhanced batchingData dimension (d)=16, Data size (n)=5122023.06 | 0.98 | 0.0543 | 0.93 | 0.0401 | 1.5966 | |
| PNC-enhanced batchingData dimension (d)=2, Data size (n)=5122023.06 | 0.97 | 0.0211 | 0.95 | 0.0156 | 0.2004 | |
| PNC-enhanced cheap bootstrapData dimension (d)=2, Data size (n)=10242023.06 | 0.97 | 0.0205 | 0.94 | 0.0157 | 0.2011 | |
| DropoutUQData dimension (d)=4, Data size (n)=2562023.06 | 0.97 | 0.0566 | 0.92 | 0.0481 | 0.4071 | |
| PNC-enhanced batchingData dimension (d)=4, Data size (n)=5122023.06 | 0.97 | 0.0295 | 0.94 | 0.0218 | 0.3988 | |
| PNC-enhanced batchingData dimension (d)=4, Data size (n)=10242023.06 | 0.97 | 0.0213 | 0.95 | 0.0158 | 0.3983 | |
| PNC-enhanced cheap bootstrapData dimension (d)=16, Data size (n)=10242023.06 | 0.97 | 0.055 | 0.95 | 0.0422 | 1.598 | |
| PNC-enhanced batchingData dimension (d)=2, Data size (n)=10242023.06 | 0.96 | 0.0152 | 0.92 | 0.0112 | 0.2003 | |
| DropoutUQData dimension (d)=2, Data size (n)=10242023.06 | 0.96 | 0.0287 | 0.89 | 0.0244 | 0.2052 | |
| DropoutUQData dimension (d)=4, Data size (n)=1282023.06 | 0.96 | 0.0868 | 0.9 | 0.0742 | 0.4157 | |
| DropoutUQData dimension (d)=4, Data size (n)=5122023.06 | 0.96 | 0.0375 | 0.9 | 0.0316 | 0.4045 | |
| DropoutUQData dimension (d)=2, Data size (n)=5122023.06 | 0.95 | 0.0313 | 0.93 | 0.0267 | 0.2049 | |
| PNC-enhanced batchingData dimension (d)=8, Data size (n)=10242023.06 | 0.95 | 0.027 | 0.92 | 0.02 | 0.7981 | |
| PNC-enhanced batchingData dimension (d)=16, Data size (n)=1282023.06 | 0.95 | 0.1068 | 0.94 | 0.079 | 1.5946 | |
| PNC-enhanced batchingData dimension (d)=16, Data size (n)=10242023.06 | 0.95 | 0.0388 | 0.92 | 0.0287 | 1.5976 | |
| DropoutUQData dimension (d)=2, Data size (n)=1282023.06 | 0.93 | 0.0564 | 0.87 | 0.048 | 0.2119 | |
| DropoutUQData dimension (d)=4, Data size (n)=10242023.06 | 0.93 | 0.034 | 0.84 | 0.029 | 0.4055 | |
| DropoutUQData dimension (d)=8, Data size (n)=1282023.06 | 0.91 | 0.1348 | 0.87 | 0.1142 | 0.8245 | |
| DropoutUQData dimension (d)=16, Data size (n)=2562023.06 | 0.9 | 0.1072 | 0.86 | 0.0909 | 1.6177 | |
| DropoutUQData dimension (d)=8, Data size (n)=2562023.06 | 0.88 | 0.0791 | 0.81 | 0.0656 | 0.8152 | |
| DropoutUQData dimension (d)=8, Data size (n)=10242023.06 | 0.88 | 0.0421 | 0.82 | 0.0356 | 0.804 | |
| DropoutUQData dimension (d)=16, Data size (n)=10242023.06 | 0.87 | 0.076 | 0.83 | 0.0647 | 1.6079 | |
| DropoutUQData dimension (d)=16, Data size (n)=5122023.06 | 0.86 | 0.092 | 0.8 | 0.079 | 1.6132 |