空間集積性の検定
ピアソンの\(\chi^2\)検定
DCluster
パッケージのachisq.stat()
関数で\(\chi^2\)統計量を計算し、achisq.test()
関数で\(\chi^2\)検定の結果を示す。これにより、ランダム性に関する検定を行う。
achisq.stat(data76_OE, lambda=1)
$T
[1] 1616.169
$df
[1] 79
$pvalue
[1] 3.154174e-285
achisq.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100)
Chi-square test for overdispersion
Type of boots.: parametric
Model used when sampling: Poisson
Number of simulations: 100
Statistic: 1616.169
p-value : 0.00990099
さらに、boot()
関数を用いてブートストラップ法により標本を生成し、\(\chi^2\)検定を行うこともできる。
data76_achb_pb <- boot(data76_OE, statistic=achisq.pboot, sim="parametric", ran.gen=poisson.sim, R=100)
plot(data76_achb_pb)
![](data:image/png;base64,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)
Potthoff & Whittinghillの検定(過分散の有無に関する検定)
すべての地区において相対リスクが互いに類似しているかどうかを検証する方法です。
pottwhitt.stat(data76_OE)
$T
[1] 3840008393
$asintmean
[1] 3745501200
$asintvat
[1] 591789189600
$pvalue
[1] 0
pottwhitt.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100)
Potthoff-Whittinghill's test of overdispersion
Type of boots.: parametric
Model used when sampling: Poisson
Number of simulations: 100
Statistic: 3840008393
p-value : 0.00990099
boot()
関数を用いてブートストラップ法により標本を生成し、過分散の有無に関する検定を行う。
data76_pw_pb <- boot(data76_OE, statistic=pottwhitt.pboot, sim="parametric", ran.gen=poisson.sim, R=100)
plot(data76_pw_pb)
![](data:image/png;base64,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)
Stone’s test
各地区の相対リスクが等しいという帰無仮説\(H_0\)に対して、特定の地域からの距離が増加する毎に相対リスク\(\theta\)が減少するという対立仮説\(H_1\)を立て、仮説検定する方法です。
stone.stat(data76_OE, region=which(row.names(data76_OE)=="20"), lambda=1)
region
1.000948 79.000000
stone.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100, region=which(row.names(data76_OE)=="20"), lambda=1)
Stone's Test for raised incidence around locations
Type of boots.: parametric
Model used when sampling: Poisson
Number of simulations: 100
Statistic: 1.000948
p-value : 0.8910891
boot()
関数を用いてブートストラップ法により標本を生成し、検定を行う。
data76_st_pb <- boot(data76_OE, statistic=stone.pboot, sim="parametric", ran.gen=poisson.sim, R=100, region=which(row.names(data76_OE)=="20"))
plot(data76_st_pb)
![](data:image/png;base64,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)
Tango’s test
空間オブジェクト同士の隣接性を考慮して空間属性の集積性を仮説検定する方法。
spdep
パッケージを使って空間隣接行列と空間重み付け行列を計算する。さらにDCluster
パッケージのtango.stat()
関数により、Tango統計量\(T\)を用いた集積性の有無を\(\chi^2\)検定する。
data76_OE <- cbind(data76_OE, x=data76$Easting, y=data76$Northing)
coords <- as.matrix(data76_OE[,c("x","y")])
dlist <- dnearneigh(coords, 0, Inf)
dlist <- include.self(dlist)
dlist.d <- nbdists(dlist, coords)
col.W.tango <- nb2listw(dlist, glist=lapply(dlist.d, function(x){exp(-x)}), style="C")
tango.stat(data76_OE, col.W.tango, zero.policy=TRUE)
[,1]
[1,] 0.0003874411
tango.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100, list=col.W.tango, zero.policy=TRUE)
Tango's test of global clustering
Type of boots.: parametric
Model used when sampling: Poisson
Number of simulations: 100
Statistic: 0.0003874411
p-value : 0.00990099
boot()
関数を用いてブートストラップ法により標本を生成し、検定を行う。
data76_tn_pb <- boot(data76_OE, statistic=tango.pboot, sim="parametric", ran.gen=poisson.sim, R=100, listw=col.W.tango, zero.policy=TRUE)
plot(data76_tn_pb)
![](data:image/png;base64,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)
Whittermoreの統計量
空間オブジェクト間の距離\(d_ij\)を要素とする距離行列\(D\)を用いて、空間属性の集積性を仮説検定する。
col.W.whitt <- col.W.tango
whittermore.stat(data76_OE, col.W.whitt, zero.policy=TRUE)
[,1]
[1,] 0.02664723
whittermore.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100, list=col.W.whitt, zero.policy=TRUE)
Whittermore's test of global clustering
Type of boots.: parametric
Model used when sampling: Poisson
Number of simulations: 100
Statistic: 0.02664723
p-value : 0.00990099
boot()
関数を用いてブートストラップ法により標本を生成し、検定を行う。
data76_wt_pb <- boot(data76_OE, statistic=whittermore.pboot, sim="parametric", ran.gen=poisson.sim, R=100, listw=col.W.whitt, zero.policy=TRUE)
plot(data76_wt_pb)
![](data:image/png;base64,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)
Besag-Newell’s test
空間データの観測値\(O_i\)の発生が非常にまれであり、負の二項分布などに従うような場合に用いられる。
boot()
関数を用いてブートストラップ法により標本を生成し、検定を行う。
data76_bn_perboot <- boot(data76_OE, statistic=besagnewell.boot, R=100, k=20)
plot(data76_bn_perboot)
![](data:image/png;base64,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)
OpenshawのGAM
opgam()
関数を用いてOpenshaw のGeographical Analysis Machine(GAM)を計算する。
格子データの交点ではないが、市区町村代表点データ上に、市区町村別出生率を用いてGAM を適用してみる。
thegrid <- as(data76_OE, "data.frame")[,c("x","y")]
data76_opg <- opgam(data=as(data76_OE, "data.frame"), thegrid=thegrid,radius=20000, step=1000, alpha=0.05)
data76_opg
plot(data76_OE$x,data76_OE$y, xlab="Easting", ylab="Northing", cex=2,cex.axis=1.2, cex.lab=1.2)
points(data76_opg$x, data76_opg$y, col="red", pch="*", cex=4)
![](data:image/png;base64,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)
Kulldorffの空間スキャン統計量
最大尤度比となるウィンドゥをクラスターの候補と考える方法。最大尤度比を求めるために、モンテカルロシミュレーションで求めた値を用いて、統計的有意性を判断する。
kullnagar.stat()
関数を用いて以下のように計算できる。
data76_OE <- data.frame(Observed=data76$n.birth)
data76_OE <- cbind(data76_OE,
Expected=data76$pop*sum(data76$n.birth)/sum(data76$pop),
x=data76$Easting, y=data76$Northing)
dist <- (data76_OE$x-data76_OE$x[1])^2+(data76_OE$y-data76_OE$y[1])^2
index<-order(dist)
kullnagar.stat(data76_OE[index,], fractpop=.5)
value size
5.33617e+75 3.00000e+01
---
title: "空間モデリングR演習6"
#author: "Tomoyuki Furutani"
#date: "2019/3/29"
output:
  html_notebook: default
  html_document: default
---


```{r setup, include=FALSE}
knitr::opts_chunk$set(echo = TRUE)
knitr::opts_chunk$set(cache = TRUE)
knitr::opts_chunk$set(error = TRUE)
```

## 演習の概要
- 空間集積性の検定、ピアソンの$\chi^2$検定、Potthoff & Whittinghillの検定、Stone’s test、Tango’s test、Whittermoreの統計量、Besag-Newell’s test、OpenshawのGAM、Kulldorffの空間スキャン統計量

### 注意事項
- 慶應義塾大学SFCで開講している「空間モデリング」の授業履修者向けの演習用ページです。
- 必ずしも全てのバージョンのRやOSで動作確認を行っていません。この演習用ページを作成している段階では、R3.5.3を使っています。
- Rの更新などにより、Rコードなどを予告無しに変更する場合があります。 

## データ分析の準備
### データのダウンロード
- 演習で用いるデータは[ここ](http://web.sfc.keio.ac.jp/~maunz/asakura_sp/asakura_sp_data_1101.zip)からダウンロードしてください。
- ここでは`./`直下に`gisdata`フォルダを作成し、`setwd("gisdata")`とディレクトリを指定しています

### パッケージのインストール
- `install.packages()`でパッケージをインストールし、`library()`でパッケージを呼び出す
- ここでは以下のパッケージを用います

```{r install packages, eval=FALSE}
install.packages("DCluster")
install.packages("spdep")
```

```{r library, eval=FALSE}
library(DCluster)
library(spdep)
```

以下の方法でパイプ %>% の優先順位を高める
```{r pipe_prioritize}
needs::prioritize(magrittr)
```

### データの読み込み
都道府県別出生率データを読み込み、出生率の期待値を計算します。
```{r read_data76}
data76 <- read.table("data76.csv", sep=",", header=TRUE, row.names=1)
data76_OE <- data.frame(Observed=data76$n.birth)
data76_OE <- cbind(data76_OE,  
Expected=data76$pop*sum(data76$n.birth)/sum(data76$pop), 
x=data76$Easting, y=data76$Northing)
```

## 空間集積性の検定
### ピアソンの$\chi^2$検定
`DCluster`パッケージの`achisq.stat()`関数で$\chi^2$統計量を計算し、`achisq.test()`関数で$\chi^2$検定の結果を示す。これにより、ランダム性に関する検定を行う。
```{r sp_agg1-1}
achisq.stat(data76_OE, lambda=1)
achisq.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100)
```
さらに、`boot()`関数を用いてブートストラップ法により標本を生成し、$\chi^2$検定を行うこともできる。
```{r sp_agg1-2}
data76_achb_pb <- boot(data76_OE, statistic=achisq.pboot, sim="parametric", ran.gen=poisson.sim, R=100)
plot(data76_achb_pb)
```

### Potthoff & Whittinghillの検定（過分散の有無に関する検定）
すべての地区において相対リスクが互いに類似しているかどうかを検証する方法です。
```{r sp_agg2-1}
pottwhitt.stat(data76_OE)
pottwhitt.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100)
```
`boot()`関数を用いてブートストラップ法により標本を生成し、過分散の有無に関する検定を行う。
```{r sp_agg2-2}
data76_pw_pb <- boot(data76_OE, statistic=pottwhitt.pboot, sim="parametric", ran.gen=poisson.sim, R=100)
plot(data76_pw_pb)
```

### Stone's test
各地区の相対リスクが等しいという帰無仮説$H_0$に対して、特定の地域からの距離が増加する毎に相対リスク$\theta$が減少するという対立仮説$H_1$を立て、仮説検定する方法です。

```{r sp_agg3-1}
stone.stat(data76_OE, region=which(row.names(data76_OE)=="20"), lambda=1)
stone.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100, region=which(row.names(data76_OE)=="20"), lambda=1)
```

`boot()`関数を用いてブートストラップ法により標本を生成し、検定を行う。
```{r sp_agg3-2}
data76_st_pb <- boot(data76_OE, statistic=stone.pboot, sim="parametric", ran.gen=poisson.sim, R=100, region=which(row.names(data76_OE)=="20"))
plot(data76_st_pb)
```

### Tango's test
空間オブジェクト同士の隣接性を考慮して空間属性の集積性を仮説検定する方法。

`spdep`パッケージを使って空間隣接行列と空間重み付け行列を計算する。さらに`DCluster`パッケージの`tango.stat()`関数により、Tango統計量$T$を用いた集積性の有無を$\chi^2$検定する。

```{r sp_agg4-1}
data76_OE <- cbind(data76_OE, x=data76$Easting, y=data76$Northing)
coords <- as.matrix(data76_OE[,c("x","y")])
dlist <- dnearneigh(coords, 0, Inf)
dlist <- include.self(dlist)
dlist.d <- nbdists(dlist, coords)
col.W.tango <- nb2listw(dlist, glist=lapply(dlist.d, function(x){exp(-x)}), style="C")
tango.stat(data76_OE, col.W.tango, zero.policy=TRUE)
tango.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100, list=col.W.tango, zero.policy=TRUE)
```

`boot()`関数を用いてブートストラップ法により標本を生成し、検定を行う。
```{r sp_agg4-2}
data76_tn_pb <- boot(data76_OE, statistic=tango.pboot, sim="parametric", ran.gen=poisson.sim, R=100, listw=col.W.tango, zero.policy=TRUE)
plot(data76_tn_pb)
```
### Whittermoreの統計量
空間オブジェクト間の距離$d_ij$を要素とする距離行列$D$を用いて、空間属性の集積性を仮説検定する。
```{r sp_agg5-1}
col.W.whitt <- col.W.tango
whittermore.stat(data76_OE, col.W.whitt, zero.policy=TRUE)
whittermore.test(Observed~offset(log(Expected)), data76_OE, model="poisson", R=100, list=col.W.whitt, zero.policy=TRUE)
```

`boot()`関数を用いてブートストラップ法により標本を生成し、検定を行う。
```{r sp_agg5-2}
data76_wt_pb <- boot(data76_OE, statistic=whittermore.pboot, sim="parametric", ran.gen=poisson.sim, R=100, listw=col.W.whitt, zero.policy=TRUE)
plot(data76_wt_pb)
```

### Besag-Newell's test
空間データの観測値$O_i$の発生が非常にまれであり、負の二項分布などに従うような場合に用いられる。

`boot()`関数を用いてブートストラップ法により標本を生成し、検定を行う。
```{r sp_agg6-2}
data76_bn_perboot <- boot(data76_OE, statistic=besagnewell.boot, R=100, k=20)
plot(data76_bn_perboot)
```
### OpenshawのGAM
`opgam()`関数を用いてOpenshaw のGeographical Analysis Machine(GAM)を計算する。

格子データの交点ではないが、市区町村代表点データ上に、市区町村別出生率を用いてGAM を適用してみる。

```{r sp_agg7-1}
thegrid <- as(data76_OE, "data.frame")[,c("x","y")]
data76_opg <- opgam(data=as(data76_OE, "data.frame"), thegrid=thegrid,radius=20000, step=1000, alpha=0.05)
data76_opg
```

```{r sp_agg7-2}
plot(data76_OE$x,data76_OE$y, xlab="Easting", ylab="Northing", cex=2,cex.axis=1.2, cex.lab=1.2)
points(data76_opg$x, data76_opg$y, col="red", pch="*", cex=4)
```

### Kulldorffの空間スキャン統計量
最大尤度比となるウィンドゥをクラスターの候補と考える方法。最大尤度比を求めるために、モンテカルロシミュレーションで求めた値を用いて、統計的有意性を判断する。

`kullnagar.stat()`関数を用いて以下のように計算できる。
```{r sp_agg8-1}
data76_OE <- data.frame(Observed=data76$n.birth)
data76_OE <- cbind(data76_OE,  
Expected=data76$pop*sum(data76$n.birth)/sum(data76$pop), 
x=data76$Easting, y=data76$Northing)
dist <- (data76_OE$x-data76_OE$x[1])^2+(data76_OE$y-data76_OE$y[1])^2
index<-order(dist)
kullnagar.stat(data76_OE[index,], fractpop=.5)
```
