# −−−−−−−−−−−−−−−−−
# 【データからの無作為サンプリング】
# −−−−−−−−−−−−−−−−−
data <- c(0,1,2,3,4,5,6,7,8,9)
#10個の整数0〜9をデータとする
sample(data, 10, replace=T)
## [1] 5 7 9 0 5 8 6 6 1 1
# data から重複を許して10個を再抽出(ブーツストラップ)
# 試行を反復するたびに数列にばらつきが生じる
sample(data, 9, replace=F)
## [1] 8 9 5 0 1 2 3 6 4
# data から重複を許さず9個を再抽出(ジャックナイフ)
# 試行を反復するたびに数列にばらつきが生じる
# −−−−−−−−−−−−−−−−−−
# 【正規分布からの無作為サンプリング】
# −−−−−−−−−−−−−−−−−−
normal.data<- rnorm(10000, mean=0, sd=1);
hist(normal.data, freq=F);
x <- seq(-4,4,0.05);
curve(dnorm(x, mean=0, sd=1), add=T);
![](data:image/png;base64,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)
mean(normal.data)
## [1] -0.003350634
# 標準正規分布 N(0,1) から10,000個の乱数を抽出し
# ヒストグラムと N(0,1) を描画して標本平均を求める
# 反復ごとに標本平均はばらつく.
multisample1 <- numeric(100);
for (i in 1:100) multisample1[i] <-
+ mean(rnorm(100, mean=0, sd=1));
hist(multisample1, freq=F); var(multisample1); sd(multisample1)
![](data:image/png;base64,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)
## [1] 0.01011974
## [1] 0.1005969
# 正規母集団から毎回100個の正規乱数を抽出し,
# 標本平均を求めるという試行を100回反復し,
# 標本平均のヒストグラムを描画し,分散と標準偏差を計算する.
multisample2 <- numeric(100);
for (i in 1:100) multisample2[i] <-
+ mean(rnorm(1000, mean=0, sd=1));
hist(multisample2, freq=F); var(multisample2); sd(multisample2)
![](data:image/png;base64,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)
## [1] 0.001052704
## [1] 0.03244541
# 正規母集団から毎回1,000個の正規乱数を抽出し,
# 標本平均を求めるという試行を100回反復し,
# 標本平均のヒストグラムを描画し,分散と標準偏差を計算する.
multisample3 <- numeric(100);
for (i in 1:100) multisample3[i] <-
+ mean(rnorm(10000, mean=0, sd=1));
hist(multisample3, freq=F); var(multisample3); sd(multisample3)
![](data:image/png;base64,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)
## [1] 8.167801e-05
## [1] 0.009037589
# 正規母集団から毎回10,000個の正規乱数を抽出し,
# 標本平均を求めるという試行を100回反復し,
# 標本平均のヒストグラムを描画し,分散と標準偏差を計算する.
multisample4 <- numeric(100);
for (i in 1:100) multisample4[i] <-
+ mean(rnorm(100000, mean=0, sd=1));
hist(multisample4, freq=F); var(multisample4); sd(multisample4)
![](data:image/png;base64,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)
## [1] 9.354947e-06
## [1] 0.003058586
# 正規母集団から毎回100,000個の正規乱数を抽出し,
# 標本平均を求めるという試行を100回反復し,
# 標本平均のヒストグラムを描画し,分散と標準偏差を計算する.
# −−−−−−−−−−−−−−−−−−−
# 【正規乱数データからのリサンプリング】
# −−−−−−−−−−−−−−−−−−−
normal.data<- rnorm(10000, mean=0, sd=1);
hist(normal.data, freq=F);
![](data:image/png;base64,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)
mean1 <- mean(normal.data); mean1;
## [1] -0.006097712
sd1 <- sd(normal.data); sd1
## [1] 0.9988278
# 標準正規分布 N(0,1) から10,000個の乱数を抽出し
# そのヒストグラムと平均ならびに標準偏差を求める
# 【ノンパラメトリック・ブーツストラップ】−−−
nonparaboot <- numeric(100);
for (i in 1:100) nonparaboot[i] <-
mean(sample(normal.data, 10000, replace=T));
hist(nonparaboot, freq=F);
![](data:image/png;base64,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)
var(nonparaboot)
## [1] 0.000107567
# データから重複を許して10,000個をリサンプリングし
# その試行を100回反復する.毎回,標本平均を求め,
# そのヒストグラムを描画し,標本平均の分散を計算する.
nonparaboot2 <- numeric(100);
for (i in 1:100) nonparaboot2[i] <-
mean(sin(sample(normal.data, 10000, replace=T)));
hist(nonparaboot2, freq=F);
![](data:image/png;base64,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)
var(nonparaboot2)
## [1] 4.201535e-05
# たとえ“異常”な統計量であっても,リサンプリングに
# よって,その誤差を求めることができる.たとえば,デ
# ータを正弦変換(sin)した変量の標本平均を求めた上で,
# そのヒストグラムを描画し,標本平均の分散を計算する.
# 【ジャックナイフ(delete-half jackknife)】−−−
jackknife <- numeric(100);
for (i in 1:100) jackknife[i] <-
mean(sample(normal.data, 5000, replace=F));
hist(jackknife, freq=F);
![](data:image/png;base64,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)
var(jackknife)
## [1] 9.937438e-05
# データから重複を許さず5,000個をリサンプリングし
# その試行を100回反復する.毎回,標本平均を求め,
# そのヒストグラムを描画し,標本平均の分散を計算する.
# 【パラメトリック・ブーツストラップ】−−−
paraboot <- numeric(100);
for (i in 1:100) paraboot[i] <-
mean(rnorm(10000, mean=mean1, sd=sd1));
hist(paraboot, freq=F);
![](data:image/png;base64,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)
var(paraboot)
## [1] 0.0001088622
# データから推定された平均と標準偏差を正規分布パラメーターとする.
# その正規分布から10,000個の正規乱数を100回抽出し,
# 標本平均を求め,ヒストグラムを描画し,標本平均の分散を計算する.