# 実例)比率データの一般化線形モデル
# 集団内の性別の個体数に関する比率データ
numbers <- read.table("../data/sexratio.txt", header=T)
numbers
## density females males
## 1 1 1 0
## 2 4 3 1
## 3 10 7 3
## 4 22 18 4
## 5 55 22 33
## 6 121 41 80
## 7 210 52 158
## 8 444 79 365
attach(numbers)
# 性比データの描画
par(mfrow=c(1,2))
plot(density, males/density)
plot(log(density), males/density)
![](data:image/png;base64,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)
par(mfrow=c(1,1))
# ロジット変換
# オスの比率を求める
p <- males/density
par(mfrow=c(1,2))
# ロジットの描画
plot(density, log(p/(1-p)))
# ロジットの描画(対数密度)
plot(log(density), log(p/(1-p)))
![](data:image/png;base64,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)
par(mfrow=c(1,1))
# 一般化線形モデルのあてはめ
# オスとメスの対のデータを合体
y <- cbind(males, females)
# 対数密度に対してロジット♂比を一般化線形モデルで説明する
output <- glm(y ~ log(density), family=binomial(logit))
# 解析結果のモデル評価(AIC)
summary(output)
##
## Call:
## glm(formula = y ~ log(density), family = binomial(logit))
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -1.9697 -0.3411 0.1499 0.4019 1.0372
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2.65927 0.48758 -5.454 4.92e-08 ***
## log(density) 0.69410 0.09056 7.665 1.80e-14 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 71.1593 on 7 degrees of freedom
## Residual deviance: 5.6739 on 6 degrees of freedom
## AIC: 38.201
##
## Number of Fisher Scoring iterations: 4
# 逸脱度分析(analysis of deviance)
library(car)
## Loading required package: carData
# Exponentiated coefficients ("odds ratios")
exp(coef(output))
## (Intercept) log(density)
## 0.06999959 2.00190680
Anova(output, type="II", test="LR")
## Analysis of Deviance Table (Type II tests)
##
## Response: y
## LR Chisq Df Pr(>Chisq)
## log(density) 65.485 1 5.855e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# 最適モデルの描画
# 区間0 ≦ x ≦ 6 の数列を入力
xx <- seq(0, 6, 0.1)
# オスの比率を対数密度に対してプロットする
plot(log(density), p, ylab="Proportion of Males")
# オスの予測ロジット比率を元の比率に逆変換して描画する
lines(xx,predict(output, list(density=exp(xx)), type="response"))
![](data:image/png;base64,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)
detach(numbers)