##########################################################
################ Logistic Regression#####################
##########################################################
#################Example Admission Data######################
#install.packages("aod")
#install.packages("ggplot2")
library(aod)
library(ggplot2)
ex.data <-read.csv("~/teaching/stat579/data/binary.csv")
nrow(ex.data)
## [1] 400
#This dataset has a binary response (outcome, dependent) variable called admit, 1 admit, 0 no admission.
#There are three predictor variables: gre, gpa and rank.
#variables gre and gpa are continuous. The variable rank takes on the values 1 through 4. Institutions
#with a rank of 1 have the highest prestige,
#while those with a rank of 4 have the lowest.
## view the first few rows of the data
head(ex.data)
## admit gre gpa rank
## 1 0 380 3.61 3
## 2 1 660 3.67 3
## 3 1 800 4.00 1
## 4 1 640 3.19 4
## 5 0 520 2.93 4
## 6 1 760 3.00 2
#Descriptive Statistics
summary(ex.data)
## admit gre gpa rank
## Min. :0.0000 Min. :220.0 Min. :2.260 Min. :1.000
## 1st Qu.:0.0000 1st Qu.:520.0 1st Qu.:3.130 1st Qu.:2.000
## Median :0.0000 Median :580.0 Median :3.395 Median :2.000
## Mean :0.3175 Mean :587.7 Mean :3.390 Mean :2.485
## 3rd Qu.:1.0000 3rd Qu.:660.0 3rd Qu.:3.670 3rd Qu.:3.000
## Max. :1.0000 Max. :800.0 Max. :4.000 Max. :4.000
sapply(ex.data, sd) #use sapply to apply the sd function to each variable in the dataset.
## admit gre gpa rank
## 0.4660867 115.5165364 0.3805668 0.9444602
tapply(ex.data$gpa,ex.data$rank,mean)
## 1 2 3 4
## 3.453115 3.361656 3.432893 3.318358
tapply(ex.data$gre,ex.data$rank,mean)
## 1 2 3 4
## 611.8033 596.0265 574.8760 570.1493
## two-way contingency table of categorical outcome and predictors
xtabs(~admit + rank, data = ex.data)
## rank
## admit 1 2 3 4
## 0 28 97 93 55
## 1 33 54 28 12
####Logistic regression modeling
ex.data$rank <- factor(ex.data$rank) #convert rank to a factor to indicate that rank should be treated as a
#categorical variable.
###fit data with all variables
myfit <- glm(admit ~ gre + gpa + rank, data = ex.data, family = "binomial")
summary(myfit)
##
## Call:
## glm(formula = admit ~ gre + gpa + rank, family = "binomial",
## data = ex.data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.6268 -0.8662 -0.6388 1.1490 2.0790
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -3.989979 1.139951 -3.500 0.000465 ***
## gre 0.002264 0.001094 2.070 0.038465 *
## gpa 0.804038 0.331819 2.423 0.015388 *
## rank2 -0.675443 0.316490 -2.134 0.032829 *
## rank3 -1.340204 0.345306 -3.881 0.000104 ***
## rank4 -1.551464 0.417832 -3.713 0.000205 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 499.98 on 399 degrees of freedom
## Residual deviance: 458.52 on 394 degrees of freedom
## AIC: 470.52
##
## Number of Fisher Scoring iterations: 4
anova(myfit)
## Analysis of Deviance Table
##
## Model: binomial, link: logit
##
## Response: admit
##
## Terms added sequentially (first to last)
##
##
## Df Deviance Resid. Df Resid. Dev
## NULL 399 499.98
## gre 1 13.9204 398 486.06
## gpa 1 5.7122 397 480.34
## rank 3 21.8265 394 458.52
confint(myfit) ## CIs using profiled log-likelihood
## Waiting for profiling to be done...
## 2.5 % 97.5 %
## (Intercept) -6.2716202334 -1.792547080
## gre 0.0001375921 0.004435874
## gpa 0.1602959439 1.464142727
## rank2 -1.3008888002 -0.056745722
## rank3 -2.0276713127 -0.670372346
## rank4 -2.4000265384 -0.753542605
confint.default(myfit) ## CIs using standard errors
## 2.5 % 97.5 %
## (Intercept) -6.2242418514 -1.755716295
## gre 0.0001202298 0.004408622
## gpa 0.1536836760 1.454391423
## rank2 -1.2957512650 -0.055134591
## rank3 -2.0169920597 -0.663415773
## rank4 -2.3703986294 -0.732528724
myfit$deviance #G^2
## [1] 458.5175
logLik(myfit) #log likelihood ratio
## 'log Lik.' -229.2587 (df=6)
# -2*(-229.2587) =458.52
##GOF test
pearsonchi<-sum(residuals(myfit, type = "pearson")^2)
1 - pchisq(deviance(myfit), df.residual(myfit))
## [1] 0.01365347
#The p-value is large indicating no evidence of lack of fit.
###prediction
myfit$fit[1:20] #fitted probabilities
## 1 2 3 4 5 6
## 0.17262654 0.29217496 0.73840825 0.17838461 0.11835391 0.36996994
## 7 8 9 10 11 12
## 0.41924616 0.21700328 0.20073518 0.51786820 0.37431440 0.40020025
## 13 14 15 16 17 18
## 0.72053858 0.35345462 0.69237989 0.18582508 0.33993917 0.07895335
## 19 20
## 0.54022772 0.57351182
plot(myfit$fit ~ gre, data=ex.data)
![](data:image/png;base64,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)
plot(myfit$fit ~ gpa, data=ex.data)
![](data:image/png;base64,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)
ggplot(ex.data,aes(x=gpa,y=admit))+geom_point()+geom_smooth(method="glm",se=FALSE,method.args = list(family="binomial"))+xlab("GPA") + ylab("Probability of Admission")
![](data:image/png;base64,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)
#default se=TRUE will give confidence bands
mgre<-tapply(ex.data$gre, ex.data$rank, mean) # mean of gre by rank
mgpa<-tapply(ex.data$gpa, ex.data$rank, mean) # mean of gpa by rank
newdata1 <- with(ex.data, data.frame(gre = mgre, gpa = mgpa, rank = factor(1:4)))
newdata1
## gre gpa rank
## 1 611.8033 3.453115 1
## 2 596.0265 3.361656 2
## 3 574.8760 3.432893 3
## 4 570.1493 3.318358 4
newdata1$rankP <- predict(myfit, newdata = newdata1, type = "response")
newdata1
## gre gpa rank rankP
## 1 611.8033 3.453115 1 0.5428541
## 2 596.0265 3.361656 2 0.3514055
## 3 574.8760 3.432893 3 0.2195579
## 4 570.1493 3.318358 4 0.1704703
fitted1<-predict(myfit)
fitted1[1:20]
## 1 2 3 4 5 6
## -1.56712564 -0.88484417 1.03771175 -1.52733046 -2.00811132 -0.53234576
## 7 8 9 10 11 12
## -0.32586874 -1.28321604 -1.38170577 0.07150324 -0.51375192 -0.40463082
## 13 14 15 16 17 18
## 0.94713472 -0.60388830 0.81126917 -1.47736944 -0.66356532 -2.45665358
## 19 20
## 0.16125944 0.29619391
fitted2<-predict(myfit,type="response")
fitted2[1:20]
## 1 2 3 4 5 6
## 0.17262654 0.29217496 0.73840825 0.17838461 0.11835391 0.36996994
## 7 8 9 10 11 12
## 0.41924616 0.21700328 0.20073518 0.51786820 0.37431440 0.40020025
## 13 14 15 16 17 18
## 0.72053858 0.35345462 0.69237989 0.18582508 0.33993917 0.07895335
## 19 20
## 0.54022772 0.57351182
exp(fitted1[1:20])/(1+exp(fitted1[1:20]))
## 1 2 3 4 5 6
## 0.17262654 0.29217496 0.73840825 0.17838461 0.11835391 0.36996994
## 7 8 9 10 11 12
## 0.41924616 0.21700328 0.20073518 0.51786820 0.37431440 0.40020025
## 13 14 15 16 17 18
## 0.72053858 0.35345462 0.69237989 0.18582508 0.33993917 0.07895335
## 19 20
## 0.54022772 0.57351182
## odds ratios
exp(coef(myfit))
## (Intercept) gre gpa rank2 rank3 rank4
## 0.0185001 1.0022670 2.2345448 0.5089310 0.2617923 0.2119375
## odds ratios and 95% CI
exp(cbind(OR = coef(myfit), confint(myfit)))
## Waiting for profiling to be done...
## OR 2.5 % 97.5 %
## (Intercept) 0.0185001 0.001889165 0.1665354
## gre 1.0022670 1.000137602 1.0044457
## gpa 2.2345448 1.173858216 4.3238349
## rank2 0.5089310 0.272289674 0.9448343
## rank3 0.2617923 0.131641717 0.5115181
## rank4 0.2119375 0.090715546 0.4706961
#test for an overall effect of rank using the wald.test function
wald.test(b = coef(myfit), Sigma = vcov(myfit), Terms = 4:6)
## Wald test:
## ----------
##
## Chi-squared test:
## X2 = 20.9, df = 3, P(> X2) = 0.00011
#test that the coefficient for rank=2 is equal to the coefficient for rank=3
l <- cbind(0, 0, 0, 1, -1, 0)
wald.test(b = coef(myfit), Sigma = vcov(myfit), L = l)
## Wald test:
## ----------
##
## Chi-squared test:
## X2 = 5.5, df = 1, P(> X2) = 0.019
##comparing models
myfit0<-glm(admit ~ 1, data = ex.data, family = "binomial")
summary(myfit0)
##
## Call:
## glm(formula = admit ~ 1, family = "binomial", data = ex.data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.8741 -0.8741 -0.8741 1.5148 1.5148
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -0.7653 0.1074 -7.125 1.04e-12 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 499.98 on 399 degrees of freedom
## Residual deviance: 499.98 on 399 degrees of freedom
## AIC: 501.98
##
## Number of Fisher Scoring iterations: 4
myfit2<-glm(admit ~ gre + gpa, data = ex.data, family = "binomial")
summary(myfit2)
##
## Call:
## glm(formula = admit ~ gre + gpa, family = "binomial", data = ex.data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.2730 -0.8988 -0.7206 1.3013 2.0620
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -4.949378 1.075093 -4.604 4.15e-06 ***
## gre 0.002691 0.001057 2.544 0.0109 *
## gpa 0.754687 0.319586 2.361 0.0182 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 499.98 on 399 degrees of freedom
## Residual deviance: 480.34 on 397 degrees of freedom
## AIC: 486.34
##
## Number of Fisher Scoring iterations: 4
myfit3<-glm(admit ~ gpa+rank, data = ex.data, family = "binomial")
summary(myfit3)
##
## Call:
## glm(formula = admit ~ gpa + rank, family = "binomial", data = ex.data)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.5055 -0.8663 -0.6590 1.1505 2.0913
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -3.4636 1.1003 -3.148 0.001645 **
## gpa 1.0521 0.3102 3.392 0.000694 ***
## rank2 -0.6810 0.3141 -2.168 0.030181 *
## rank3 -1.3919 0.3419 -4.071 4.68e-05 ***
## rank4 -1.5943 0.4152 -3.840 0.000123 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 499.98 on 399 degrees of freedom
## Residual deviance: 462.88 on 395 degrees of freedom
## AIC: 472.88
##
## Number of Fisher Scoring iterations: 4
anova(myfit0,myfit,test="Chisq")
## Analysis of Deviance Table
##
## Model 1: admit ~ 1
## Model 2: admit ~ gre + gpa + rank
## Resid. Df Resid. Dev Df Deviance Pr(>Chi)
## 1 399 499.98
## 2 394 458.52 5 41.459 7.578e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
qchisq(0.95,5)
## [1] 11.0705
pchisq(41.459,5,lower.tail = FALSE)
## [1] 7.578283e-08
anova(myfit, myfit2)
## Analysis of Deviance Table
##
## Model 1: admit ~ gre + gpa + rank
## Model 2: admit ~ gre + gpa
## Resid. Df Resid. Dev Df Deviance
## 1 394 458.52
## 2 397 480.34 -3 -21.826
qchisq(0.95,3)
## [1] 7.814728
pchisq(21.826,3,lower.tail = FALSE)
## [1] 7.090117e-05
anova(myfit3,myfit)
## Analysis of Deviance Table
##
## Model 1: admit ~ gpa + rank
## Model 2: admit ~ gre + gpa + rank
## Resid. Df Resid. Dev Df Deviance
## 1 395 462.88
## 2 394 458.52 1 4.3578
qchisq(0.95,1)
## [1] 3.841459
pchisq(4.3578,1,lower.tail = FALSE)
## [1] 0.03683985
#model selection
upper<-formula(~gre+gpa+rank,data=ex.data)
model.aic = step(myfit0, scope=list(lower= ~., upper= upper))
## Start: AIC=501.98
## admit ~ 1
##
## Df Deviance AIC
## + rank 3 474.97 482.97
## + gre 1 486.06 490.06
## + gpa 1 486.97 490.97
## <none> 499.98 501.98
##
## Step: AIC=482.97
## admit ~ rank
##
## Df Deviance AIC
## + gpa 1 462.88 472.88
## + gre 1 464.53 474.53
## <none> 474.97 482.97
## - rank 3 499.98 501.98
##
## Step: AIC=472.88
## admit ~ rank + gpa
##
## Df Deviance AIC
## + gre 1 458.52 470.52
## <none> 462.88 472.88
## - gpa 1 474.97 482.97
## - rank 3 486.97 490.97
##
## Step: AIC=470.52
## admit ~ rank + gpa + gre
##
## Df Deviance AIC
## <none> 458.52 470.52
## - gre 1 462.88 472.88
## - gpa 1 464.53 474.53
## - rank 3 480.34 486.34
##diagnostics
residuals(myfit)[1:20] # deviance residuals
## 1 2 3 4 5 6
## -0.6156283 1.5686953 0.7787919 1.8567786 -0.5019254 1.4102011
## 7 8 9 10 11 12
## 1.3185576 -0.6994666 1.7920763 -1.2079220 -0.9684083 -1.0110978
## 13 14 15 16 17 18
## 0.8096373 -0.9339292 0.8574619 -0.6412177 -0.9115078 -0.4055727
## 19 20
## -1.2466146 1.0544920
residuals(myfit, "pearson")[1:20] # pearson residuals
## 1 2 3 4 5 6
## -0.4567757 1.5564726 0.5952011 2.1461279 -0.3663905 1.3049606
## 7 8 9 10 11 12
## 1.1769594 -0.5264452 1.9954167 -1.0363984 -0.7734641 -0.8168372
## 13 14 15 16 17 18
## 0.6227766 -0.7393794 0.6665537 -0.4777419 -0.7176433 -0.2927821
## 19 20
## -1.0839694 0.8623475
smyfit<-summary(myfit)
infv <- c(ex.data$admit,myfit$fit,hatvalues(myfit),rstandard(myfit),cooks.distance(myfit))
inf<-matrix(infv,I(smyfit$df[1]+smyfit$df[2]),5,dimnames = list(NULL,
c("y", "yhat", "lev","r","C")))
inf[1:20,]
## y yhat lev r C
## [1,] 0 0.17262654 0.016121436 -0.6206515 0.0005791292
## [2,] 1 0.29217496 0.010913543 1.5773260 0.0045043171
## [3,] 1 0.73840825 0.023401648 0.7880675 0.0014487409
## [4,] 1 0.17838461 0.016681487 1.8724620 0.0132436067
## [5,] 0 0.11835391 0.013165325 -0.5052624 0.0003024683
## [6,] 1 0.36996994 0.021309398 1.4254708 0.0063142813
## [7,] 1 0.41924616 0.022142758 1.3334028 0.0053462903
## [8,] 0 0.21700328 0.012860089 -0.7040081 0.0006095954
## [9,] 1 0.20073518 0.008484274 1.7997272 0.0057270558
## [10,] 0 0.51786820 0.014541377 -1.2168014 0.0026805935
## [11,] 0 0.37431440 0.038492481 -0.9876024 0.0041514485
## [12,] 0 0.40020025 0.024071336 -1.0234913 0.0028105018
## [13,] 1 0.72053858 0.022210930 0.8187814 0.0015017227
## [14,] 0 0.35345462 0.013577873 -0.9403349 0.0012714214
## [15,] 1 0.69237989 0.021557285 0.8668564 0.0016674095
## [16,] 0 0.18582508 0.009742092 -0.6443641 0.0003779122
## [17,] 0 0.33993917 0.033329207 -0.9270883 0.0030614966
## [18,] 0 0.07895335 0.011819616 -0.4079910 0.0001729293
## [19,] 0 0.54022772 0.017820576 -1.2578730 0.0036176197
## [20,] 1 0.57351182 0.023625212 1.0671735 0.0030715385
#leverages
plot(hatvalues(myfit))
![](data:image/png;base64,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)
highleverage <- which(hatvalues(myfit) > .045)
highleverage
## 373
## 373
hatvalues(myfit)[highleverage]
## 373
## 0.04921401
ex.data[373,]
## admit gre gpa rank
## 373 1 680 2.42 1
#cooks distance
plot(cooks.distance(myfit))
![](data:image/png;base64,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)
highcook <- which((cooks.distance(myfit)) > .05)
cooks.distance(myfit)[highcook]
## named numeric(0)