dfbetaPlots

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dfbeta and dfbetas Index Plots

These functions display index plots of dfbeta (effect on coefficients of deleting each observation in turn) and dfbetas (effect on coefficients of deleting each observation in turn, standardized by a deleted estimate of the coefficient standard error). In the plot of dfbeta, horizontal lines are drawn at 0 and +/- one standard error; in the plot of dfbetas, horizontal lines are drawn and 0 and +/- 1.

Keywords
hplot, regression
Usage
dfbetaPlots(model, ...)

dfbetasPlots(model, ...)

## S3 method for class 'lm':
dfbetaPlots(model, terms= ~ ., intercept=FALSE, layout=NULL, ask, 
	    main, xlab, ylab, labels=rownames(dfbeta), 
        id.method="y",  
        id.n=if(id.method[1]=="identify") Inf else 0, id.cex=1,
        id.col=palette()[1], col=palette()[1], grid=TRUE, ...)

## S3 method for class 'lm':
dfbetasPlots(model, terms=~., intercept=FALSE, layout=NULL, ask, 
	    main, xlab, ylab,
        labels=rownames(dfbeta), id.method="y",
        id.n=if(id.method[1]=="identify") Inf else 0, id.cex=1, 
        id.col=palette()[1], col=palette()[1], grid=TRUE, ...)
Arguments
model
model object produced by lm or glm.
terms
A one-sided formula that specifies a subset of the terms in the model. One dfbeta or dfbetas plot is drawn for each regressor. The default ~. is to plot against all terms in the model with the exception of an intercept. For example, the
intercept
Include the intercept in the plots; default is FALSE.
layout
If set to a value like c(1, 1) or c(4, 3), the layout of the graph will have this many rows and columns. If not set, the program will select an appropriate layout. If the number of graphs exceed nine, you must select the la
main
The title of the graph; if missing, one will be supplied.
xlab
Horizontal axis label; defaults to "Index".
ylab
Vertical axis label; defaults to coefficient name.
ask
If TRUE, ask the user before drawing the next plot; if FALSE, the default, don't ask.
...
optional additional arguments to be passed to plot, points, and showLabels
id.method,labels,id.n,id.cex,id.col
Arguments for the labelling of points. The default is id.n=0 for labeling no points. See showLabels for details of these arguments.
col
color for points; defaults to the first entry in the color palette.
grid
If TRUE, the default, a light-gray background grid is put on the graph
Value

  • NULL. These functions are used for their side effect: producing plots.

References

Fox, J. (2008) Applied Regression Analysis and Generalized Linear Models, Second Edition. Sage. Fox, J. and Weisberg, S. (2011) An R Companion to Applied Regression, Second Edition, Sage.

See Also

dfbeta ,dfbetas

Aliases
  • dfbetaPlots
  • dfbetasPlots
  • dfbetaPlots.lm
  • dfbetasPlots.lm
Examples
dfbetaPlots(lm(prestige ~ income + education + type, data=Duncan))

dfbetasPlots(glm(partic != "not.work" ~ hincome + children, 
  data=Womenlf, family=binomial))
Documentation reproduced from package car, version 2.0-13, License: GPL (>= 2)

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