diff options
| author | ranke <ranke@5fad18fb-23f0-0310-ab10-e59a3bee62b4> | 2006-05-23 15:24:58 +0000 |
|---|---|---|
| committer | ranke <ranke@5fad18fb-23f0-0310-ab10-e59a3bee62b4> | 2006-05-23 15:24:58 +0000 |
| commit | 3b3d6dfc88c4b8b6475147a3afb5258a5fc82fa5 (patch) | |
| tree | 4aeecbfa8cde4ccde4ab8145e74095e6df73f1d8 | |
| parent | f381f9a6a8a47b89ec25cd627833a7248da7932b (diff) | |
First version published on my website.
git-svn-id: http://kriemhild.uft.uni-bremen.de/svn/chemCal@14 5fad18fb-23f0-0310-ab10-e59a3bee62b4
| -rw-r--r-- | DESCRIPTION | 4 | ||||
| -rw-r--r-- | INDEX | 4 | ||||
| -rw-r--r-- | R/calplot.R | 12 | ||||
| -rw-r--r-- | demo/massart97ex8.R | 2 | ||||
| -rw-r--r-- | inst/doc/Rplots.ps | 2499 | ||||
| -rw-r--r-- | inst/doc/chemCal-001.eps | 2126 | ||||
| -rw-r--r-- | inst/doc/chemCal-001.pdf | 3118 | ||||
| -rw-r--r-- | inst/doc/chemCal-002.eps | 288 | ||||
| -rw-r--r-- | inst/doc/chemCal-002.pdf | 275 | ||||
| -rw-r--r-- | inst/doc/chemCal.Rnw | 70 | ||||
| -rw-r--r-- | inst/doc/chemCal.aux | 1 | ||||
| -rw-r--r-- | inst/doc/chemCal.log | 131 | ||||
| -rw-r--r-- | inst/doc/chemCal.pdf | bin | 107447 -> 133965 bytes | |||
| -rw-r--r-- | inst/doc/chemCal.tex | 89 | ||||
| -rw-r--r-- | man/calplot.lm.Rd | 26 | ||||
| -rw-r--r-- | man/chemCal-package.Rd | 8 | ||||
| -rw-r--r-- | man/lod.Rd | 3 | ||||
| -rw-r--r-- | man/massart97ex3.Rd | 14 |
18 files changed, 4751 insertions, 3919 deletions
diff --git a/DESCRIPTION b/DESCRIPTION index 689bbca..b42a9e5 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: chemCal -Version: 0.05-13 -Date: 2006-05-17 +Version: 0.05-14 +Date: 2006-05-23 Title: Calibration functions for analytical chemistry Author: Johannes Ranke <jranke@uni-bremen.de> Maintainer: Johannes Ranke <jranke@uni-bremen.de> @@ -3,7 +3,7 @@ calplot Plot calibration graphs from univariate linear chemCal-package Calibration functions for analytical chemistry din32645 Calibration data from DIN 32645 inverse.predict Predict x from y for a linear calibration -lod Estimate a limit of detection (LOD) or - quantification (LOQ) +lod Estimate a limit of detection (LOD) +loq Estimate a limit of quantification (LOQ) massart97ex3 Calibration data from Massart et al. (1997), example 3 diff --git a/R/calplot.R b/R/calplot.R index 753d333..0cc6120 100644 --- a/R/calplot.R +++ b/R/calplot.R @@ -24,11 +24,10 @@ calplot.lm <- function(object, if (length(object$weights) > 0) { stop(paste( - "\nConfidence and prediction intervals for weighted linear models require", - "weights for the x values from which the predictions are to be generated.", - "This is not supported by the internally used predict.lm method.", - sep = "\n" - )) + "\nConfidence and prediction intervals for weighted linear models require", + "weights for the x values from which the predictions are to be generated.", + "This is not supported by the internally used predict.lm method.", + sep = "\n")) } if (alpha <= 0 | alpha >= 1) @@ -40,8 +39,9 @@ calplot.lm <- function(object, x <- m$model[[2]] if (xlim[1] == "auto") xlim[1] <- 0 if (xlim[2] == "auto") xlim[2] <- max(x) + xlim <- as.numeric(xlim) newdata <- list( - x = seq(from = xlim[1], to = xlim[2], length=250)) + x = seq(from = xlim[[1]], to = xlim[[2]], length=250)) names(newdata) <- names(m$model)[[2]] if (is.null(varfunc)) { varfunc <- if (length(m$weights)) { diff --git a/demo/massart97ex8.R b/demo/massart97ex8.R index dca065f..0a49ec2 100644 --- a/demo/massart97ex8.R +++ b/demo/massart97ex8.R @@ -9,4 +9,4 @@ weights <- wi[factor(x)] m <- lm(y ~ x,w=weights) inverse.predict(m, 15, ws = 1.67) inverse.predict(m, 90, ws = 0.145) -calplot(m) +#calplot(m) diff --git a/inst/doc/Rplots.ps b/inst/doc/Rplots.ps index 654b7c3..c5e68ec 100644 --- a/inst/doc/Rplots.ps +++ b/inst/doc/Rplots.ps @@ -123,39 +123,39 @@ o 634.40 65.52 (40) .5 0 0 t 767.11 65.52 (50) .5 0 0 t np -77.04 108.99 m -0 360.95 l +77.04 119.83 m +0 352.62 l o np -77.04 108.99 m +77.04 119.83 m -7.20 0 l o np -77.04 181.18 m +77.04 190.35 m -7.20 0 l o np -77.04 253.37 m +77.04 260.88 m -7.20 0 l o np -77.04 325.56 m +77.04 331.40 m -7.20 0 l o np -77.04 397.75 m +77.04 401.93 m -7.20 0 l o np -77.04 469.94 m +77.04 472.45 m -7.20 0 l o -59.76 108.99 (0) .5 0 90 t -59.76 181.18 (20) .5 0 90 t -59.76 253.37 (40) .5 0 90 t -59.76 325.56 (60) .5 0 90 t -59.76 397.75 (80) .5 0 90 t -59.76 469.94 (100) .5 0 90 t +59.76 119.83 (0) .5 0 90 t +59.76 190.35 (20) .5 0 90 t +59.76 260.88 (40) .5 0 90 t +59.76 331.40 (60) .5 0 90 t +59.76 401.93 (80) .5 0 90 t +59.76 472.45 (100) .5 0 90 t np 77.04 91.44 m 716.61 0 l @@ -176,417 +176,302 @@ o 1 setlinecap 1 setlinejoin 10.00 setmiterlimit -103.58 123.43 2.70 c p3 -236.29 188.40 2.70 c p3 -368.99 267.81 2.70 c p3 -501.70 325.56 2.70 c p3 -634.40 379.70 2.70 c p3 -767.11 484.38 2.70 c p3 -103.58 119.82 2.70 c p3 -236.29 181.18 2.70 c p3 -368.99 275.03 2.70 c p3 -501.70 336.39 2.70 c p3 -634.40 401.36 2.70 c p3 -767.11 502.43 2.70 c p3 -103.58 123.43 2.70 c p3 -236.29 184.79 2.70 c p3 -368.99 271.42 2.70 c p3 -501.70 325.56 2.70 c p3 -634.40 394.14 2.70 c p3 -767.11 495.21 2.70 c p3 -103.58 127.04 2.70 c p3 -236.29 188.40 2.70 c p3 -368.99 267.81 2.70 c p3 -501.70 336.39 2.70 c p3 -634.40 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+/Type /Font +/Subtype /Type1 +/Name /F2 +/BaseFont /Helvetica +/Encoding 9 0 R +>> endobj +xref +0 11 +0000000000 65535 f +0000000021 00000 n +0000000163 00000 n +0000005745 00000 n +0000005828 00000 n +0000000212 00000 n +0000000295 00000 n +0000000375 00000 n +0000005725 00000 n +0000005921 00000 n +0000006178 00000 n +trailer +<< +/Size 11 +/Info 1 0 R +/Root 2 0 R +>> +startxref +6275 +%%EOF diff --git a/inst/doc/chemCal.Rnw b/inst/doc/chemCal.Rnw index 77888b4..afa5ad7 100644 --- a/inst/doc/chemCal.Rnw +++ b/inst/doc/chemCal.Rnw @@ -1,9 +1,5 @@ \documentclass[a4paper]{article} %\VignetteIndexEntry{Short manual for the chemCal package} -\newcommand{\chemCal}{{\tt chemCal}} -\newcommand{\calplot}{{\tt calplot}} -\newcommand{\calpredict}{{\tt calpredict}} -\newcommand{\R}{{\tt R}} \usepackage{hyperref} \title{Basic calibration functions for analytical chemistry} @@ -12,24 +8,15 @@ \begin{document} \maketitle -The \chemCal{} package was first designed in the course of a lecture and lab -course on "analytics of organic trace contaminants" at the University of Bremen -from October to December 2004. In the fall 2005, an email exchange with -Ron Wehrens led to the belief that it could be heavily improved if the -inverse prediction method given in \cite{massart97} would be implemented, -since it also covers the case of weighted regression. - -At the moment, the package consists of three functions, working -on univariate linear models of class \texttt{lm} or \texttt{rlm}. - When calibrating an analytical method, the first task is to generate -a suitable model. If we want to use the \chemCal{} functions, we -will have to restrict ourselves to univariate, possibly weighted, linear -regression so far. - -For the weighted case, the function \code{predict.lm} had to be -rewritten, in order to allow for weights for the x values used to -predict the y values. +a suitable model. If we want to use the \texttt{chemCal} functions, we +will have to restrict ourselves to univariate, possibly weighted +\footnote{ +For the weighted case, the function \texttt{predict.lm} would have to be +adapted (Bug report PR\#8877), in order to allow for weights for the x values +used to predict the y values. This affects the functions \texttt{calplot} +and \texttt{lod}. +}, linear regression so far. Once such a model has been created, the calibration can be graphically shown by using the \texttt{calplot} function: @@ -38,26 +25,46 @@ shown by using the \texttt{calplot} function: library(chemCal) data(massart97ex3) attach(massart97ex3) -m <- lm(y ~ x, w = rep(0.01,length(x))) -calplot(m) +m0 <- lm(y ~ x) +calplot(m0) +@ + +As we can see, the scatter increases with increasing x. This is also +illustrated by one of the diagnostic plots for linear models +provided by R: + +<<echo=TRUE,fig=TRUE>>= +plot(m0,which=3) +@ + +Therefore, in Example 8 in \cite{massart97} weighted regression +is proposed which can be reproduced by + +<<>>= +yx <- split(y,x) +ybar <- sapply(yx,mean) +s <- round(sapply(yx,sd),digits=2) +w <- round(1/(s^2),digits=3) +weights <- w[factor(x)] +m <- lm(y ~ x,w=weights) @ -This is a reproduction of Example 8 in \cite{massart97}. We can -see the influence of the weighted regression on the confidence -and prediction bands of the calibration. +Unfortunately, \texttt{calplot} does not work on weighted linear models, +as noted in the footnote above. If we now want to predict a new x value from measured y values, we use the \texttt{inverse.predict} function: <<>>= inverse.predict(m,15,ws=1.67) +inverse.predict(m, 90, ws = 0.145) @ The weight \texttt{ws} assigned to the measured y value has to be given by the user in the case of weighted regression. By default, the mean of the weights used in the linear regression is used. -\section*{Theory} +\section*{Theory for \texttt{inverse.predict}} Equation 8.28 in \cite{massart97} gives a general equation for predicting the standard error $s_{\hat{x_s}}$ for an x value predicted from measurements of y according to the linear calibration function $ y = b_0 + b_1 \cdot x$: @@ -65,7 +72,8 @@ according to the linear calibration function $ y = b_0 + b_1 \cdot x$: \begin{equation} s_{\hat{x_s}} = \frac{s_e}{b_1} \sqrt{\frac{1}{w_s m} + \frac{1}{\sum{w_i}} + \frac{(\bar{y_s} - \bar{y_w})^2 \sum{w_i}} - {{b_1}^2 \left( \sum{w_i} \sum{w_i {x_i}^2} - {\left( \sum{ w_i x_i } \right)}^2 \right) }} + {{b_1}^2 \left( \sum{w_i} \sum{w_i {x_i}^2} - + {\left( \sum{ w_i x_i } \right)}^2 \right) }} \end{equation} with @@ -85,9 +93,9 @@ $y_i$, and $x_i$ is the given $x$ value for standard $i$. The weight $w_s$ for the sample should be estimated or calculated in accordance to the weights used in the linear regression. -I adjusted the above equation in order to be able to take a different precisions -in standards and samples into account. In analogy to Equation 8.26 from \cite{massart97} -we get +I adjusted the above equation in order to be able to take a different +precisions in standards and samples into account. In analogy to Equation 8.26 +from \cite{massart97} we get \begin{equation} s_{\hat{x_s}} = \frac{1}{b_1} \sqrt{\frac{{s_s}^2}{w_s m} + diff --git a/inst/doc/chemCal.aux b/inst/doc/chemCal.aux index 20bfc98..0eb51cc 100644 --- a/inst/doc/chemCal.aux +++ b/inst/doc/chemCal.aux @@ -14,5 +14,4 @@ \citation{massart97} \citation{massart97} \citation{massart97} -\citation{massart97} \bibcite{massart97}{1} diff --git a/inst/doc/chemCal.log b/inst/doc/chemCal.log index 86ecc8e..26ebd4a 100644 --- a/inst/doc/chemCal.log +++ b/inst/doc/chemCal.log @@ -1,4 +1,4 @@ -This is pdfeTeX, Version 3.141592-1.21a-2.2 (Web2C 7.5.4) (format=pdflatex 2006.4.5) 17 MAY 2006 13:14 +This is pdfeTeX, Version 3.141592-1.21a-2.2 (Web2C 7.5.4) (format=pdflatex 2006.4.8) 23 MAY 2006 16:51 entering extended mode **chemCal.tex (./chemCal.tex @@ -224,35 +224,35 @@ File: t1aer.fd 1997/11/16 Font definitions for T1/aer. )))) (./chemCal.aux) \openout1 = `chemCal.aux'. -LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 13. -LaTeX Font Info: ... okay on input line 13. -LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 13. -LaTeX Font Info: ... okay on input line 13. -LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 13. -LaTeX Font Info: ... okay on input line 13. -LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 13. -LaTeX Font Info: ... okay on input line 13. -LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 13. -LaTeX Font Info: ... okay on input line 13. -LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 13. -LaTeX Font Info: ... okay on input line 13. -LaTeX Font Info: Checking defaults for PD1/pdf/m/n on input line 13. -LaTeX Font Info: ... okay on input line 13. -LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 13. -LaTeX Font Info: Try loading font information for TS1+cmr on input line 13. +LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 9. +LaTeX Font Info: ... okay on input line 9. +LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 9. +LaTeX Font Info: ... okay on input line 9. +LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 9. +LaTeX Font Info: ... okay on input line 9. +LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 9. +LaTeX Font Info: ... okay on input line 9. +LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 9. +LaTeX Font Info: ... okay on input line 9. +LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 9. +LaTeX Font Info: ... okay on input line 9. +LaTeX Font Info: Checking defaults for PD1/pdf/m/n on input line 9. +LaTeX Font Info: ... okay on input line 9. +LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 9. +LaTeX Font Info: Try loading font information for TS1+cmr on input line 9. 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In the fall 2005, an email exchange with -Ron Wehrens led to the belief that it could be heavily improved if the -inverse prediction method given in \cite{massart97} would be implemented, -since it also covers the case of weighted regression. - -At the moment, the package only consists of two functions, working -on univariate linear models of class \texttt{lm} or \texttt{rlm}. - When calibrating an analytical method, the first task is to generate -a suitable model. If we want to use the \chemCal{} functions, we -will have to restrict ourselves to univariate, possibly weighted, linear -regression so far. +a suitable model. If we want to use the \texttt{chemCal} functions, we +will have to restrict ourselves to univariate, possibly weighted +\footnote{ +For the weighted case, the function \texttt{predict.lm} would have to be +adapted (Bug report PR\#8877), in order to allow for weights for the x values +used to predict the y values. This affects the functions \texttt{calplot} +and \texttt{lod}. +}, linear regression so far. Once such a model has been created, the calibration can be graphically shown by using the \texttt{calplot} function: @@ -36,20 +27,39 @@ shown by using the \texttt{calplot} function: > library(chemCal) > data(massart97ex3) > attach(massart97ex3) -> yx <- split(y, factor(x)) +> m0 <- lm(y ~ x) +> calplot(m0) +\end{Sinput} +\end{Schunk} +\includegraphics{chemCal-001} + +As we can see, the scatter increases with increasing x. This is also +illustrated by one of the diagnostic plots for linear models +provided by R: + +\begin{Schunk} +\begin{Sinput} +> plot(m0, which = 3) +\end{Sinput} +\end{Schunk} +\includegraphics{chemCal-002} + +Therefore, in Example 8 in \cite{massart97} weighted regression +is proposed which can be reproduced by + +\begin{Schunk} +\begin{Sinput} +> yx <- split(y, x) > ybar <- sapply(yx, mean) > s <- round(sapply(yx, sd), digits = 2) > w <- round(1/(s^2), digits = 3) > weights <- w[factor(x)] > m <- lm(y ~ x, w = weights) -> calplot(m) \end{Sinput} \end{Schunk} -\includegraphics{chemCal-001} -This is a reproduction of Example 8 in \cite{massart97}. We can -see the influence of the weighted regression on the confidence -and prediction bands of the calibration. +Unfortunately, \texttt{calplot} does not work on weighted linear models, +as noted in the footnote above. If we now want to predict a new x value from measured y values, we use the \texttt{inverse.predict} function: @@ -63,13 +73,29 @@ $Prediction [1] 5.865367 $`Standard Error` -[1] 0.7288138 +[1] 0.892611 + +$Confidence +[1] 2.478285 + +$`Confidence Limits` +[1] 3.387082 8.343652 +\end{Soutput} +\begin{Sinput} +> inverse.predict(m, 90, ws = 0.145) +\end{Sinput} +\begin{Soutput} +$Prediction +[1] 44.06025 + +$`Standard Error` +[1] 2.829162 $Confidence -[1] 2.023511 +[1] 7.855012 $`Confidence Limits` -[1] 3.841856 7.888878 +[1] 36.20523 51.91526 \end{Soutput} \end{Schunk} @@ -77,7 +103,7 @@ The weight \texttt{ws} assigned to the measured y value has to be given by the user in the case of weighted regression. By default, the mean of the weights used in the linear regression is used. -\section*{Theory} +\section*{Theory for \texttt{inverse.predict}} Equation 8.28 in \cite{massart97} gives a general equation for predicting the standard error $s_{\hat{x_s}}$ for an x value predicted from measurements of y according to the linear calibration function $ y = b_0 + b_1 \cdot x$: @@ -85,7 +111,8 @@ according to the linear calibration function $ y = b_0 + b_1 \cdot x$: \begin{equation} s_{\hat{x_s}} = \frac{s_e}{b_1} \sqrt{\frac{1}{w_s m} + \frac{1}{\sum{w_i}} + \frac{(\bar{y_s} - \bar{y_w})^2 \sum{w_i}} - {{b_1}^2 \left( \sum{w_i} \sum{w_i {x_i}^2} - {\left( \sum{ w_i x_i } \right)}^2 \right) }} + {{b_1}^2 \left( \sum{w_i} \sum{w_i {x_i}^2} - + {\left( \sum{ w_i x_i } \right)}^2 \right) }} \end{equation} with @@ -105,9 +132,9 @@ $y_i$, and $x_i$ is the given $x$ value for standard $i$. The weight $w_s$ for the sample should be estimated or calculated in accordance to the weights used in the linear regression. -I adjusted the above equation in order to be able to take a different precisions -in standards and samples into account. In analogy to Equation 8.26 from \cite{massart97} -we get +I adjusted the above equation in order to be able to take a different +precisions in standards and samples into account. In analogy to Equation 8.26 +from \cite{massart97} we get \begin{equation} s_{\hat{x_s}} = \frac{1}{b_1} \sqrt{\frac{{s_s}^2}{w_s m} + diff --git a/man/calplot.lm.Rd b/man/calplot.lm.Rd index 734933d..de63022 100644 --- a/man/calplot.lm.Rd +++ b/man/calplot.lm.Rd @@ -8,8 +8,9 @@ as prediction and confidence bands. } \usage{ - calplot(object, xlim = "auto", ylim = "auto", - xlab = "Concentration", ylab = "Response", alpha=0.05) + calplot(object, xlim = c("auto","auto"), ylim = c("auto","auto"), + xlab = "Concentration", ylab = "Response", alpha=0.05, + varfunc = NULL) } \arguments{ \item{object}{ @@ -32,22 +33,25 @@ \item{alpha}{ The error tolerance level for the confidence and prediction bands. } + \item{varfunc}{ + The variance function for generating the weights in the model. + Currently, this argument is ignored (see note below). + } } \value{ A plot of the calibration data, of your fitted model as well as lines showing the confidence limits as well as the prediction limits. } +\note{ + Prediction bands for models from weighted linear regression require weights + for the data, for which responses should be predicted. Prediction intervals + for weighted models are not currently supported by the internally used + function \code{\link{predict.lm}}, therefore, \code{calplot} refuses to work + for such models. +} \examples{ -# Example of a Calibration plot for a weighted regression -source("/home/ranke/tmp/r-base-2.3.0/src/library/stats/R/lm.R") data(massart97ex3) -attach(massart97ex3) -yx <- split(y,factor(x)) -s <- round(sapply(yx,sd),digits=2) -w <- round(1/(s^2),digits=3) -weights <- w[factor(x)] -m <- lm(y ~ x,w=10 * weights) -calplot(m) +m <- lm(y ~ x, data=massart97ex3) calplot(m) } \author{ diff --git a/man/chemCal-package.Rd b/man/chemCal-package.Rd index a11744e..4456150 100644 --- a/man/chemCal-package.Rd +++ b/man/chemCal-package.Rd @@ -2,16 +2,16 @@ \alias{chemCal-package} \docType{package} \title{ -Calibration functions for analytical chemistry + Calibration functions for analytical chemistry } \description{ -See \url{../DESCRIPTION} + See \url{../DESCRIPTION} } \details{ -There is a package vignette located in \url{../doc/chemCal.pdf}. + There is a package vignette located in \url{../doc/chemCal.pdf}. } \author{ -Author and Maintainer: Johannes Ranke <jranke@uni-bremen.de> + Author and Maintainer: Johannes Ranke <jranke@uni-bremen.de> } \keyword{manip} } @@ -43,6 +43,9 @@ - The estimation of the LOD in terms of the analyte amount/concentration xD from the LOD in the signal domain SD is done by simply inverting the calibration function (i.e. assuming a known calibration function). + - The calculation of a LOD from weighted calibration models requires + a weights argument for the internally used \code{\link{predict.lm}} + function, which is currently not supported in R. } \references{ Massart, L.M, Vandenginste, B.G.M., Buydens, L.M.C., De Jong, S., Lewi, P.J., diff --git a/man/massart97ex3.Rd b/man/massart97ex3.Rd index 2618709..eb00e79 100644 --- a/man/massart97ex3.Rd +++ b/man/massart97ex3.Rd @@ -23,18 +23,22 @@ m <- lm(y ~ x,w=weights) inverse.predict(m, 15, ws = 1.67) inverse.predict(m, 90, ws = 0.145) -calplot(m) +# Some of the following examples are commented out, because the require +# prediction intervals from predict.lm for weighted models, which is not +# available in R at the moment. + +#calplot(m) m0 <- lm(y ~ x) lod(m0) -lod(m) +#lod(m) # Now we want to take advantage of the lower weights at lower y values -m2 <- lm(y ~ x, w = 1/y) +#m2 <- lm(y ~ x, w = 1/y) # To get a reasonable weight for the lod, we need to estimate it and predict # a y value for it -yhat.lod <- predict(m,data.frame(x = lod(m2))) -lod(m2,w=1/yhat.lod,k=3) +#yhat.lod <- predict(m,data.frame(x = lod(m2))) +#lod(m2,w=1/yhat.lod,k=3) } \source{ Massart, L.M, Vandenginste, B.G.M., Buydens, L.M.C., De Jong, S., Lewi, P.J., |