kernel= Normal
kernel bandwidth=[ 0.745017254401 ,  1.51723933597 ]
mean(smoothed)=[ 0.504059916616 ,  -0.708163693757 ] mean(exact)=[ 0.5 ,  -0.5 ]
covariance= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4.10693,2.78725,2.78725,11.7692]  covariance(exact)= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4,3,3,9]
Point=  class=Point name=Unnamed dimension=2 values=[0,0]
 pdf(smoothed)=0.024762
 pdf(exact)=0.028050
 cdf(smoothed)=0.279515
 cdf(exact)=0.305529
kernel= Epanechnikov
kernel bandwidth=[ 1.66590922525 ,  3.39265029337 ]
mean(smoothed)=[ 0.504059916616 ,  -0.708163693757 ] mean(exact)=[ 0.5 ,  -0.5 ]
covariance= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4.10693,2.78725,2.78725,11.7692]  covariance(exact)= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4,3,3,9]
Point=  class=Point name=Unnamed dimension=2 values=[0,0]
 pdf(smoothed)=0.024591
 pdf(exact)=0.028050
 cdf(smoothed)=0.278675
 cdf(exact)=0.305529
kernel= Uniform
kernel bandwidth=[ 1.29040773714 ,  2.62793561715 ]
mean(smoothed)=[ 0.504059916616 ,  -0.708163693757 ] mean(exact)=[ 0.5 ,  -0.5 ]
covariance= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4.10693,2.78725,2.78725,11.7692]  covariance(exact)= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4,3,3,9]
Point=  class=Point name=Unnamed dimension=2 values=[0,0]
 pdf(smoothed)=0.023591
 pdf(exact)=0.028050
 cdf(smoothed)=0.278627
 cdf(exact)=0.305529
kernel= Triangular
kernel bandwidth=[ 1.82491212285 ,  3.71646219081 ]
mean(smoothed)=[ 0.504059916616 ,  -0.708163693757 ] mean(exact)=[ 0.5 ,  -0.5 ]
covariance= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4.10693,2.78725,2.78725,11.7692]  covariance(exact)= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4,3,3,9]
Point=  class=Point name=Unnamed dimension=2 values=[0,0]
 pdf(smoothed)=0.024693
 pdf(exact)=0.028050
 cdf(smoothed)=0.278851
 cdf(exact)=0.305529
kernel= Logistic
kernel bandwidth=[ 0.410749539939 ,  0.836497887192 ]
mean(smoothed)=[ 0.504059916616 ,  -0.708163693757 ] mean(exact)=[ 0.5 ,  -0.5 ]
covariance= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4.10693,2.78725,2.78725,11.7692]  covariance(exact)= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4,3,3,9]
Point=  class=Point name=Unnamed dimension=2 values=[0,0]
 pdf(smoothed)=0.025411
 pdf(exact)=0.028050
 cdf(smoothed)=0.280123
 cdf(exact)=0.305529
kernel= Beta
kernel bandwidth=[ 1.66590922525 ,  3.39265029337 ]
mean(smoothed)=[ 0.504059916616 ,  -0.708163693757 ] mean(exact)=[ 0.5 ,  -0.5 ]
covariance= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4.10693,2.78725,2.78725,11.7692]  covariance(exact)= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4,3,3,9]
Point=  class=Point name=Unnamed dimension=2 values=[0,0]
 pdf(smoothed)=0.024591
 pdf(exact)=0.028050
 cdf(smoothed)=0.278675
 cdf(exact)=0.305529
kernel= Beta
kernel bandwidth=[ 1.9711303776 ,  4.01423796235 ]
mean(smoothed)=[ 0.504059916616 ,  -0.708163693757 ] mean(exact)=[ 0.5 ,  -0.5 ]
covariance= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4.10693,2.78725,2.78725,11.7692]  covariance(exact)= class=CovarianceMatrix dimension=2 implementation=class=MatrixImplementation name=Unnamed rows=2 columns=2 values=[4,3,3,9]
Point=  class=Point name=Unnamed dimension=2 values=[0,0]
 pdf(smoothed)=0.024498
 pdf(exact)=0.028050
 cdf(smoothed)=0.278830
 cdf(exact)=0.305529
kernel= Normal
Bounded underlying distribution?  False  bounded reconstruction?  False
 pdf(smoothed)=  0.30285292321  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.206602753426  cdf(exact)= 0.184060125347
Bounded underlying distribution?  False  bounded reconstruction?  True
 pdf(smoothed)=  0.303411047573  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.205159940752  cdf(exact)= 0.184060125347
Bounded underlying distribution?  True  bounded reconstruction?  False
 pdf(smoothed)=  0.340008752088  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0879563419612  cdf(exact)= 0.0852121908344
Bounded underlying distribution?  True  bounded reconstruction?  True
 pdf(smoothed)=  0.516733507886  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0500864327464  cdf(exact)= 0.0852121908344
kernel= Epanechnikov
Bounded underlying distribution?  False  bounded reconstruction?  False
 pdf(smoothed)=  0.302583998811  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.208330264188  cdf(exact)= 0.184060125347
Bounded underlying distribution?  False  bounded reconstruction?  True
 pdf(smoothed)=  0.302583998811  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.208330264188  cdf(exact)= 0.184060125347
Bounded underlying distribution?  True  bounded reconstruction?  False
 pdf(smoothed)=  0.316809578551  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0889725135795  cdf(exact)= 0.0852121908344
Bounded underlying distribution?  True  bounded reconstruction?  True
 pdf(smoothed)=  0.521833645721  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0517197294116  cdf(exact)= 0.0852121908344
kernel= Uniform
Bounded underlying distribution?  False  bounded reconstruction?  False
 pdf(smoothed)=  0.302200836404  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.208886666759  cdf(exact)= 0.184060125347
Bounded underlying distribution?  False  bounded reconstruction?  True
 pdf(smoothed)=  0.302200836404  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.208886666759  cdf(exact)= 0.184060125347
Bounded underlying distribution?  True  bounded reconstruction?  False
 pdf(smoothed)=  0.294132562243  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0899223491878  cdf(exact)= 0.0852121908344
Bounded underlying distribution?  True  bounded reconstruction?  True
 pdf(smoothed)=  0.482377402078  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0508262439895  cdf(exact)= 0.0852121908344
kernel= Triangular
Bounded underlying distribution?  False  bounded reconstruction?  False
 pdf(smoothed)=  0.30270050279  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.208090874727  cdf(exact)= 0.184060125347
Bounded underlying distribution?  False  bounded reconstruction?  True
 pdf(smoothed)=  0.30270050279  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.208090874727  cdf(exact)= 0.184060125347
Bounded underlying distribution?  True  bounded reconstruction?  False
 pdf(smoothed)=  0.334461667351  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0885624082321  cdf(exact)= 0.0852121908344
Bounded underlying distribution?  True  bounded reconstruction?  True
 pdf(smoothed)=  0.531650116802  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0527500853222  cdf(exact)= 0.0852121908344
kernel= Logistic
Bounded underlying distribution?  False  bounded reconstruction?  False
 pdf(smoothed)=  0.303990074026  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.205569852158  cdf(exact)= 0.184060125347
Bounded underlying distribution?  False  bounded reconstruction?  True
 pdf(smoothed)=  0.305224518952  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.202472552453  cdf(exact)= 0.184060125347
Bounded underlying distribution?  True  bounded reconstruction?  False
 pdf(smoothed)=  0.356201577231  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0870209133827  cdf(exact)= 0.0852121908344
Bounded underlying distribution?  True  bounded reconstruction?  True
 pdf(smoothed)=  0.502329730526  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0481263803958  cdf(exact)= 0.0852121908344
kernel= Beta
Bounded underlying distribution?  False  bounded reconstruction?  False
 pdf(smoothed)=  0.302583998811  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.208330264188  cdf(exact)= 0.184060125347
Bounded underlying distribution?  False  bounded reconstruction?  True
 pdf(smoothed)=  0.302583998811  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.208330264188  cdf(exact)= 0.184060125347
Bounded underlying distribution?  True  bounded reconstruction?  False
 pdf(smoothed)=  0.316809578551  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0889725135795  cdf(exact)= 0.0852121908344
Bounded underlying distribution?  True  bounded reconstruction?  True
 pdf(smoothed)=  0.521833645721  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0517197294116  cdf(exact)= 0.0852121908344
kernel= Beta
Bounded underlying distribution?  False  bounded reconstruction?  False
 pdf(smoothed)=  0.302281963351  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.207750702568  cdf(exact)= 0.184060125347
Bounded underlying distribution?  False  bounded reconstruction?  True
 pdf(smoothed)=  0.302281963351  pdf(exact)= 0.266085249899
 cdf(smoothed)=  0.207750702568  cdf(exact)= 0.184060125347
Bounded underlying distribution?  True  bounded reconstruction?  False
 pdf(smoothed)=  0.324638535683  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0886618499491  cdf(exact)= 0.0852121908344
Bounded underlying distribution?  True  bounded reconstruction?  True
 pdf(smoothed)=  0.527875250109  pdf(exact)= 0.597680964865
 cdf(smoothed)=  0.0522553592641  cdf(exact)= 0.0852121908344
with low  bin count, pdf=0.362958
with high bin count, pdf=0.365081
without   binning,   pdf=0.365145
