Repository of Reproducible Computations

Free Statistics

of Irreproducible Research!

Author's title

Author

*Unverified author*

R Software Module

rwasp_density.wasp

Title produced by software

Kernel Density Estimation

Date of computation

Sun, 07 Oct 2012 06:24:17 -0400

Cite this page as follows

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2012/Oct/07/t1349605497r6id8ud5eupmoqr.htm/, Retrieved Sat, 04 May 2024 16:00:38 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=172819, Retrieved Sat, 04 May 2024 16:00:38 +0000

QR Codes:

Paste this QR Code to cite your computation.

Original text written by user:

IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

102

Family? (F = Feedback message, R = changed R code, M = changed R Module, P = changed Parameters, D = changed Data)

-       [Kernel Density Estimation] [] [2012-10-07 10:24:17] [38590a47bc58a2a98fa414b70b201b41] [Current]

Feedback Forum

Post a new message

Dataseries X:

Download CSV

Histogram

Boxplots

1.65
1.66
1.66
1.67
1.68
1.68
1.68
1.68
1.69
1.7
1.7
1.71
1.72
1.73
1.74
1.74
1.75
1.75
1.75
1.76
1.79
1.83
1.84
1.85
1.87
1.87
1.87
1.88
1.88
1.88
1.88
1.89
1.89
1.89
1.9
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.89
1.9
1.9
1.92
1.93
1.92
1.95
1.96
1.96
1.96
1.96
1.96
1.97
1.97
1.97
1.97
1.97
1.97

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	5 seconds
R Server	'Sir Maurice George Kendall' @ kendall.wessa.net
R Framework error message	Warning: there are blank lines in the 'Data' field. Please, use NA for missing data - blank lines are simply deleted and are NOT treated as missing values.

\begin{tabular}{lllllllll}
\hline
Summary of computational transaction \tabularnewline
Raw Input & view raw input (R code)  \tabularnewline
Raw Output & view raw output of R engine  \tabularnewline
Computing time & 5 seconds \tabularnewline
R Server & 'Sir Maurice George Kendall' @ kendall.wessa.net \tabularnewline
R Framework error message & Warning: there are blank lines in the 'Data' field.
Please, use NA for missing data - blank lines are simply
 deleted and are NOT treated as missing values. \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=172819&T=0

[TABLE]
[ROW][C]Summary of computational transaction[/C][/ROW]
[ROW][C]Raw Input[/C][C]view raw input (R code) [/C][/ROW]
[ROW][C]Raw Output[/C][C]view raw output of R engine [/C][/ROW]
[ROW][C]Computing time[/C][C]5 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'Sir Maurice George Kendall' @ kendall.wessa.net[/C][/ROW]
[ROW][C]R Framework error message[/C][C]Warning: there are blank lines in the 'Data' field.
Please, use NA for missing data - blank lines are simply
 deleted and are NOT treated as missing values.[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=172819&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=172819&T=0

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	5 seconds
R Server	'Sir Maurice George Kendall' @ kendall.wessa.net
R Framework error message	Warning: there are blank lines in the 'Data' field. Please, use NA for missing data - blank lines are simply deleted and are NOT treated as missing values.

Properties of Density Trace
Bandwidth	0.0371689408539885
#Observations	72

\begin{tabular}{lllllllll}
\hline
Properties of Density Trace \tabularnewline
Bandwidth & 0.0371689408539885 \tabularnewline
#Observations & 72 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=172819&T=1

[TABLE]
[ROW][C]Properties of Density Trace[/C][/ROW]
[ROW][C]Bandwidth[/C][C]0.0371689408539885[/C][/ROW]
[ROW][C]#Observations[/C][C]72[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=172819&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=172819&T=1

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Properties of Density Trace
Bandwidth	0.0371689408539885
#Observations	72

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.90723238459655	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

\begin{tabular}{lllllllll}
\hline
Maximum Density Values \tabularnewline
Kernel & x-value & max. density \tabularnewline
Gaussian & 1.89235529842878 & 5.57461210691376 \tabularnewline
Epanechnikov & 1.90510708657259 & 5.16193958526542 \tabularnewline
Rectangular & 1.90723238459655 & 5.28558151202111 \tabularnewline
Triangular & 1.89023000040481 & 5.63523627418486 \tabularnewline
Biweight & 1.89979384151267 & 5.23156174825467 \tabularnewline
Cosine & 1.8976685434887 & 5.27585066699587 \tabularnewline
Optcosine & 1.90298178854862 & 5.18255577751084 \tabularnewline
 \hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=172819&T=2

[TABLE]
[ROW][C]Maximum Density Values[/C][/ROW]
[ROW][C]Kernel[/C][C]x-value[/C][C]max. density[/C][/ROW]
[ROW][C]Gaussian[/C][C]1.89235529842878[/C][C]5.57461210691376[/C][/ROW]
[ROW][C]Epanechnikov[/C][C]1.90510708657259[/C][C]5.16193958526542[/C][/ROW]
[ROW][C]Rectangular[/C][C]1.90723238459655[/C][C]5.28558151202111[/C][/ROW]
[ROW][C]Triangular[/C][C]1.89023000040481[/C][C]5.63523627418486[/C][/ROW]
[ROW][C]Biweight[/C][C]1.89979384151267[/C][C]5.23156174825467[/C][/ROW]
[ROW][C]Cosine[/C][C]1.8976685434887[/C][C]5.27585066699587[/C][/ROW]
[ROW][C]Optcosine[/C][C]1.90298178854862[/C][C]5.18255577751084[/C][/ROW]
 [/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=172819&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=172819&T=2

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.90723238459655	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.90829503360854	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

\begin{tabular}{lllllllll}
\hline
Maximum Density Values \tabularnewline
Kernel & x-value & max. density \tabularnewline
Gaussian & 1.89235529842878 & 5.57461210691376 \tabularnewline
Epanechnikov & 1.90510708657259 & 5.16193958526542 \tabularnewline
Rectangular & 1.90829503360854 & 5.28558151202111 \tabularnewline
Triangular & 1.89023000040481 & 5.63523627418486 \tabularnewline
Biweight & 1.89979384151267 & 5.23156174825467 \tabularnewline
Cosine & 1.8976685434887 & 5.27585066699587 \tabularnewline
Optcosine & 1.90298178854862 & 5.18255577751084 \tabularnewline
 \hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=172819&T=3

[TABLE]
[ROW][C]Maximum Density Values[/C][/ROW]
[ROW][C]Kernel[/C][C]x-value[/C][C]max. density[/C][/ROW]
[ROW][C]Gaussian[/C][C]1.89235529842878[/C][C]5.57461210691376[/C][/ROW]
[ROW][C]Epanechnikov[/C][C]1.90510708657259[/C][C]5.16193958526542[/C][/ROW]
[ROW][C]Rectangular[/C][C]1.90829503360854[/C][C]5.28558151202111[/C][/ROW]
[ROW][C]Triangular[/C][C]1.89023000040481[/C][C]5.63523627418486[/C][/ROW]
[ROW][C]Biweight[/C][C]1.89979384151267[/C][C]5.23156174825467[/C][/ROW]
[ROW][C]Cosine[/C][C]1.8976685434887[/C][C]5.27585066699587[/C][/ROW]
[ROW][C]Optcosine[/C][C]1.90298178854862[/C][C]5.18255577751084[/C][/ROW]
 [/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=172819&T=3

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=172819&T=3

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.90829503360854	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.90935768262052	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

\begin{tabular}{lllllllll}
\hline
Maximum Density Values \tabularnewline
Kernel & x-value & max. density \tabularnewline
Gaussian & 1.89235529842878 & 5.57461210691376 \tabularnewline
Epanechnikov & 1.90510708657259 & 5.16193958526542 \tabularnewline
Rectangular & 1.90935768262052 & 5.28558151202111 \tabularnewline
Triangular & 1.89023000040481 & 5.63523627418486 \tabularnewline
Biweight & 1.89979384151267 & 5.23156174825467 \tabularnewline
Cosine & 1.8976685434887 & 5.27585066699587 \tabularnewline
Optcosine & 1.90298178854862 & 5.18255577751084 \tabularnewline
 \hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=172819&T=4

[TABLE]
[ROW][C]Maximum Density Values[/C][/ROW]
[ROW][C]Kernel[/C][C]x-value[/C][C]max. density[/C][/ROW]
[ROW][C]Gaussian[/C][C]1.89235529842878[/C][C]5.57461210691376[/C][/ROW]
[ROW][C]Epanechnikov[/C][C]1.90510708657259[/C][C]5.16193958526542[/C][/ROW]
[ROW][C]Rectangular[/C][C]1.90935768262052[/C][C]5.28558151202111[/C][/ROW]
[ROW][C]Triangular[/C][C]1.89023000040481[/C][C]5.63523627418486[/C][/ROW]
[ROW][C]Biweight[/C][C]1.89979384151267[/C][C]5.23156174825467[/C][/ROW]
[ROW][C]Cosine[/C][C]1.8976685434887[/C][C]5.27585066699587[/C][/ROW]
[ROW][C]Optcosine[/C][C]1.90298178854862[/C][C]5.18255577751084[/C][/ROW]
 [/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=172819&T=4

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=172819&T=4

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.90935768262052	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.91042033163251	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

\begin{tabular}{lllllllll}
\hline
Maximum Density Values \tabularnewline
Kernel & x-value & max. density \tabularnewline
Gaussian & 1.89235529842878 & 5.57461210691376 \tabularnewline
Epanechnikov & 1.90510708657259 & 5.16193958526542 \tabularnewline
Rectangular & 1.91042033163251 & 5.28558151202111 \tabularnewline
Triangular & 1.89023000040481 & 5.63523627418486 \tabularnewline
Biweight & 1.89979384151267 & 5.23156174825467 \tabularnewline
Cosine & 1.8976685434887 & 5.27585066699587 \tabularnewline
Optcosine & 1.90298178854862 & 5.18255577751084 \tabularnewline
 \hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=172819&T=5

[TABLE]
[ROW][C]Maximum Density Values[/C][/ROW]
[ROW][C]Kernel[/C][C]x-value[/C][C]max. density[/C][/ROW]
[ROW][C]Gaussian[/C][C]1.89235529842878[/C][C]5.57461210691376[/C][/ROW]
[ROW][C]Epanechnikov[/C][C]1.90510708657259[/C][C]5.16193958526542[/C][/ROW]
[ROW][C]Rectangular[/C][C]1.91042033163251[/C][C]5.28558151202111[/C][/ROW]
[ROW][C]Triangular[/C][C]1.89023000040481[/C][C]5.63523627418486[/C][/ROW]
[ROW][C]Biweight[/C][C]1.89979384151267[/C][C]5.23156174825467[/C][/ROW]
[ROW][C]Cosine[/C][C]1.8976685434887[/C][C]5.27585066699587[/C][/ROW]
[ROW][C]Optcosine[/C][C]1.90298178854862[/C][C]5.18255577751084[/C][/ROW]
 [/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=172819&T=5

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=172819&T=5

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.91042033163251	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.91148298064449	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

\begin{tabular}{lllllllll}
\hline
Maximum Density Values \tabularnewline
Kernel & x-value & max. density \tabularnewline
Gaussian & 1.89235529842878 & 5.57461210691376 \tabularnewline
Epanechnikov & 1.90510708657259 & 5.16193958526542 \tabularnewline
Rectangular & 1.91148298064449 & 5.28558151202111 \tabularnewline
Triangular & 1.89023000040481 & 5.63523627418486 \tabularnewline
Biweight & 1.89979384151267 & 5.23156174825467 \tabularnewline
Cosine & 1.8976685434887 & 5.27585066699587 \tabularnewline
Optcosine & 1.90298178854862 & 5.18255577751084 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=172819&T=6

[TABLE]
[ROW][C]Maximum Density Values[/C][/ROW]
[ROW][C]Kernel[/C][C]x-value[/C][C]max. density[/C][/ROW]
[ROW][C]Gaussian[/C][C]1.89235529842878[/C][C]5.57461210691376[/C][/ROW]
[ROW][C]Epanechnikov[/C][C]1.90510708657259[/C][C]5.16193958526542[/C][/ROW]
[ROW][C]Rectangular[/C][C]1.91148298064449[/C][C]5.28558151202111[/C][/ROW]
[ROW][C]Triangular[/C][C]1.89023000040481[/C][C]5.63523627418486[/C][/ROW]
[ROW][C]Biweight[/C][C]1.89979384151267[/C][C]5.23156174825467[/C][/ROW]
[ROW][C]Cosine[/C][C]1.8976685434887[/C][C]5.27585066699587[/C][/ROW]
[ROW][C]Optcosine[/C][C]1.90298178854862[/C][C]5.18255577751084[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=172819&T=6

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=172819&T=6

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Maximum Density Values
Kernel	x-value	max. density
Gaussian	1.89235529842878	5.57461210691376
Epanechnikov	1.90510708657259	5.16193958526542
Rectangular	1.91148298064449	5.28558151202111
Triangular	1.89023000040481	5.63523627418486
Biweight	1.89979384151267	5.23156174825467
Cosine	1.8976685434887	5.27585066699587
Optcosine	1.90298178854862	5.18255577751084

Figure 1

PNG link

Postscript link

PDF link

Figure 2

PNG link

Postscript link

PDF link

Figure 3

PNG link

Postscript link

PDF link

Figure 4

PNG link

Postscript link

PDF link

Figure 5

PNG link

Postscript link

PDF link

Figure 6

PNG link

Postscript link

PDF link

Figure 7

PNG link

Postscript link

PDF link

Parameters (Session):

par1 = 0 ; par2 = no ; par3 = 512 ;

Parameters (R input):

par1 = 0 ; par2 = no ; par3 = 512 ;

R code (references can be found in the software module):

if (par1 == '0') bw <- 'nrd0'
if (par1 != '0') bw <- as.numeric(par1)
par3 <- as.numeric(par3)
mydensity <- array(NA, dim=c(par3,8))
bitmap(file='density1.png')
mydensity1<-density(x,bw=bw,kernel='gaussian',na.rm=TRUE)
mydensity[,8] = signif(mydensity1$x,3)
mydensity[,1] = signif(mydensity1$y,3)
plot(mydensity1,main='Gaussian Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
mydensity1
bitmap(file='density2.png')
mydensity2<-density(x,bw=bw,kernel='epanechnikov',na.rm=TRUE)
mydensity[,2] = signif(mydensity2$y,3)
plot(mydensity2,main='Epanechnikov Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density3.png')
mydensity3<-density(x,bw=bw,kernel='rectangular',na.rm=TRUE)
mydensity[,3] = signif(mydensity3$y,3)
plot(mydensity3,main='Rectangular Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density4.png')
mydensity4<-density(x,bw=bw,kernel='triangular',na.rm=TRUE)
mydensity[,4] = signif(mydensity4$y,3)
plot(mydensity4,main='Triangular Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density5.png')
mydensity5<-density(x,bw=bw,kernel='biweight',na.rm=TRUE)
mydensity[,5] = signif(mydensity5$y,3)
plot(mydensity5,main='Biweight Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density6.png')
mydensity6<-density(x,bw=bw,kernel='cosine',na.rm=TRUE)
mydensity[,6] = signif(mydensity6$y,3)
plot(mydensity6,main='Cosine Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density7.png')
mydensity7<-density(x,bw=bw,kernel='optcosine',na.rm=TRUE)
mydensity[,7] = signif(mydensity7$y,3)
plot(mydensity7,main='Optcosine Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Properties of Density Trace',2,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Bandwidth',header=TRUE)
a<-table.element(a,mydensity1$bw)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'#Observations',header=TRUE)
a<-table.element(a,mydensity1$n)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Maximum Density Values',3,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Kernel',1,TRUE)
a<-table.element(a,'x-value',1,TRUE)
a<-table.element(a,'max. density',1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Gaussian',1,TRUE)
a<-table.element(a,mydensity1$x[mydensity1$y==max(mydensity1$y)],1)
a<-table.element(a,mydensity1$y[mydensity1$y==max(mydensity1$y)],1)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Epanechnikov',1,TRUE)
a<-table.element(a,mydensity2$x[mydensity2$y==max(mydensity2$y)],1)
a<-table.element(a,mydensity2$y[mydensity2$y==max(mydensity2$y)],1)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Rectangular',1,TRUE)
a<-table.element(a,mydensity3$x[mydensity3$y==max(mydensity3$y)],1)
a<-table.element(a,mydensity3$y[mydensity3$y==max(mydensity3$y)],1)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Triangular',1,TRUE)
a<-table.element(a,mydensity4$x[mydensity4$y==max(mydensity4$y)],1)
a<-table.element(a,mydensity4$y[mydensity4$y==max(mydensity4$y)],1)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Biweight',1,TRUE)
a<-table.element(a,mydensity5$x[mydensity5$y==max(mydensity5$y)],1)
a<-table.element(a,mydensity5$y[mydensity5$y==max(mydensity5$y)],1)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Cosine',1,TRUE)
a<-table.element(a,mydensity6$x[mydensity6$y==max(mydensity6$y)],1)
a<-table.element(a,mydensity6$y[mydensity6$y==max(mydensity6$y)],1)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Optcosine',1,TRUE)
a<-table.element(a,mydensity7$x[mydensity7$y==max(mydensity7$y)],1)
a<-table.element(a,mydensity7$y[mydensity7$y==max(mydensity7$y)],1)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable2.tab')
if (par2=='yes') {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Kernel Density Values',8,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'x-value',1,TRUE)
a<-table.element(a,'Gaussian',1,TRUE)
a<-table.element(a,'Epanechnikov',1,TRUE)
a<-table.element(a,'Rectangular',1,TRUE)
a<-table.element(a,'Triangular',1,TRUE)
a<-table.element(a,'Biweight',1,TRUE)
a<-table.element(a,'Cosine',1,TRUE)
a<-table.element(a,'Optcosine',1,TRUE)
a<-table.row.end(a)
for(i in 1:par3) {
a<-table.row.start(a)
a<-table.element(a,mydensity[i,8],1,TRUE)
for(j in 1:7) {
a<-table.element(a,mydensity[i,j],1)
}
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable1.tab')
}

Free Statistics

Description of Statistical Computation

Tree of Dependent Computations

Dataset

Tables (Output of Computation)

Figures (Output of Computation)

Input Parameters & R Code