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Problems with Durbin Watson and Partial Residual Plots
2 messages · Cal Tate, John Fox
Dear Cal,
The functions that you mention are in the car package.
The problems that you've encountered seem very odd to me. For example, if
you take a look at durbin.watson.lm(), you'll see that the code producing
the errors is quite straight-forward; it just extracts residuals from the
model and checks for NAs:
residuals <- residuals(model)
if (any(is.na(residuals)))
stop("residuals include missing values")
Likewise, what's going on inside of cr.plot.lm() is also pretty simple.
Can you send the data set on which this regression was based?
John
--------------------------------
John Fox
Department of Sociology
McMaster University
Hamilton, Ontario
Canada L8S 4M4
905-525-9140x23604
http://socserv.mcmaster.ca/jfox
--------------------------------
-----Original Message----- From: r-help-bounces at stat.math.ethz.ch [mailto:r-help-bounces at stat.math.ethz.ch] On Behalf Of Cal Tate Sent: Tuesday, November 02, 2004 2:24 PM To: r-help at stat.math.ethz.ch Subject: [R] Problems with Durbin Watson and Partial Residual Plots I am trying to evaluate a model by using the commands durbin.watson and cr.plot. However, I keep getting errors that I can't figure out. A description follows. Does anyone have a hint as to what may be wrong? 1)The Durbin Watson Test. In running the command I kept getting the message "residuals include missing values" when actually this was NOT the case. Example:
durbin.watson(hw8LM0)
Error in durbin.watson.lm(hw8LM0) : residuals include missing values (2)Partial Residual Plots: Here I kept getting that the variables I choose are not in the model, i.e. "Time is not in the model" when it clearly is. Example:
cr.plot(hw8LM0,variable="Time")
Error in cr.plot.lm(hw8LM0, variable = "Time") :
Time is not in the model.
Here is the model and residuals:
summary(hw8LM0)
Call:
lm(formula = Sales ~ Time)
Residuals:
Min 1Q Median 3Q Max
-516.32 -292.95 -29.15 238.48 895.09
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1418.872 122.464 11.59 2.35e-14 ***
Time 73.278 4.962 14.77 < 2e-16 ***
---
Signif. codes: 0 `***' 0.001 `**' 0.01 `*' 0.05 `.' 0.1 ` '
1 Residual standard error: 389.8 on 40 degrees of freedom
Multiple R-Squared: 0.845, Adjusted R-squared: 0.8411
F-statistic: 218.1 on 1 and 40 DF, p-value: < 2.2e-16
hw8LM0$res
1 2 3 4 5
6
242.679535 679.531369 895.093204 442.975038 -237.443127
245.868708
7 8 9 10 11
12
82.540542 -13.347623 -209.325789 161.976046 -96.612120
-271.380285
13 14 15 16 17
18
-460.888451 -113.606616 -311.494782 -417.352947 -516.321113
1.430722
19 20 21 22 23
24
-18.407443 -328.425609 -476.743774 8.528060 67.849895
-298.548271
25 26 27 28 29
30
-478.826436 225.895398 110.617233 -226.800933 -487.939098
281.782736
31 32 33 34 35
36
-61.495429 -390.773595 -485.051760 431.670075 477.391909
-39.886256
37 38 39 40 41
42
-276.164422 732.557413 618.279247 -16.998918 -229.277084
756.444751
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