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ResearchFormerly WizWand

Confidence Interval Construction on synthetic datasets #1

195% CI Coverage RatePNC-enhanced cheap bootstrap
0.85440.89220.930.9678Jun 9, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PNC-enhanced cheap bootstrapData dimension (d)=2, Data size (n)=2562023.0610.03760.950.02890.1997
PNC-enhanced cheap bootstrapData dimension (d)=4, Data size (n)=1282023.0610.0820.950.06290.4013
PNC-enhanced cheap bootstrapData dimension (d)=8, Data size (n)=2562023.0610.07960.990.06110.7957
PNC-enhanced cheap bootstrapData dimension (d)=16, Data size (n)=2562023.0610.11370.980.08731.5954
PNC-enhanced batchingData dimension (d)=2, Data size (n)=2562023.060.990.03010.960.02220.2004
DropoutUQData dimension (d)=2, Data size (n)=2562023.060.990.0390.960.03270.2045
PNC-enhanced cheap bootstrapData dimension (d)=4, Data size (n)=2562023.060.990.05690.960.04370.3988
PNC-enhanced batchingData dimension (d)=8, Data size (n)=2562023.060.990.05940.960.04390.8014
PNC-enhanced cheap bootstrapData dimension (d)=8, Data size (n)=5122023.060.990.05880.990.04520.8012
DropoutUQData dimension (d)=8, Data size (n)=5122023.060.990.06320.970.05380.7998
PNC-enhanced cheap bootstrapData dimension (d)=8, Data size (n)=10242023.060.990.03930.960.03020.7997
PNC-enhanced cheap bootstrapData dimension (d)=16, Data size (n)=1282023.060.990.15680.970.12041.6057
DropoutUQData dimension (d)=16, Data size (n)=1282023.060.990.15650.960.13131.6093
PNC-enhanced cheap bootstrapData dimension (d)=16, Data size (n)=5122023.060.990.07880.980.06051.5972
PNC-enhanced batchingData dimension (d)=2, Data size (n)=1282023.060.980.04370.950.03230.1998
PNC-enhanced cheap bootstrapData dimension (d)=2, Data size (n)=1282023.060.980.05710.950.04380.1983
PNC-enhanced cheap bootstrapData dimension (d)=2, Data size (n)=5122023.060.980.02940.960.02260.1992
PNC-enhanced batchingData dimension (d)=4, Data size (n)=1282023.060.980.06220.940.0460.4012
PNC-enhanced batchingData dimension (d)=4, Data size (n)=2562023.060.980.04110.950.03040.3991
PNC-enhanced cheap bootstrapData dimension (d)=4, Data size (n)=5122023.060.980.03960.960.03040.3989
PNC-enhanced cheap bootstrapData dimension (d)=4, Data size (n)=10242023.060.980.02960.980.02270.3988
PNC-enhanced batchingData dimension (d)=8, Data size (n)=1282023.060.980.08650.950.06390.7999
PNC-enhanced cheap bootstrapData dimension (d)=8, Data size (n)=1282023.060.980.10840.980.08320.798
PNC-enhanced batchingData dimension (d)=8, Data size (n)=5122023.060.980.03930.940.0290.7983
PNC-enhanced batchingData dimension (d)=16, Data size (n)=2562023.060.980.0730.940.0541.5966
PNC-enhanced batchingData dimension (d)=16, Data size (n)=5122023.060.980.05430.930.04011.5966
PNC-enhanced batchingData dimension (d)=2, Data size (n)=5122023.060.970.02110.950.01560.2004
PNC-enhanced cheap bootstrapData dimension (d)=2, Data size (n)=10242023.060.970.02050.940.01570.2011
DropoutUQData dimension (d)=4, Data size (n)=2562023.060.970.05660.920.04810.4071
PNC-enhanced batchingData dimension (d)=4, Data size (n)=5122023.060.970.02950.940.02180.3988
PNC-enhanced batchingData dimension (d)=4, Data size (n)=10242023.060.970.02130.950.01580.3983
PNC-enhanced cheap bootstrapData dimension (d)=16, Data size (n)=10242023.060.970.0550.950.04221.598
PNC-enhanced batchingData dimension (d)=2, Data size (n)=10242023.060.960.01520.920.01120.2003
DropoutUQData dimension (d)=2, Data size (n)=10242023.060.960.02870.890.02440.2052
DropoutUQData dimension (d)=4, Data size (n)=1282023.060.960.08680.90.07420.4157
DropoutUQData dimension (d)=4, Data size (n)=5122023.060.960.03750.90.03160.4045
DropoutUQData dimension (d)=2, Data size (n)=5122023.060.950.03130.930.02670.2049
PNC-enhanced batchingData dimension (d)=8, Data size (n)=10242023.060.950.0270.920.020.7981
PNC-enhanced batchingData dimension (d)=16, Data size (n)=1282023.060.950.10680.940.0791.5946
PNC-enhanced batchingData dimension (d)=16, Data size (n)=10242023.060.950.03880.920.02871.5976
DropoutUQData dimension (d)=2, Data size (n)=1282023.060.930.05640.870.0480.2119
DropoutUQData dimension (d)=4, Data size (n)=10242023.060.930.0340.840.0290.4055
DropoutUQData dimension (d)=8, Data size (n)=1282023.060.910.13480.870.11420.8245
DropoutUQData dimension (d)=16, Data size (n)=2562023.060.90.10720.860.09091.6177
DropoutUQData dimension (d)=8, Data size (n)=2562023.060.880.07910.810.06560.8152
DropoutUQData dimension (d)=8, Data size (n)=10242023.060.880.04210.820.03560.804
DropoutUQData dimension (d)=16, Data size (n)=10242023.060.870.0760.830.06471.6079
DropoutUQData dimension (d)=16, Data size (n)=5122023.060.860.0920.80.0791.6132