線形統計モデル構築と当てはめ
> LinearModel.1 <- lm(DATA ~ REP + N + V + N:V, data=Dataset)
> summary(LinearModel.1)
Call:
lm(formula = DATA ~ REP + N + V + N:V, data = Dataset)
Residuals:
Min 1Q Median 3Q Max
-0.87830 -0.17743 0.00708 0.24239 0.57413
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 3.3003 0.2130 15.493 < 2e-16 ***
REP2 -0.2203 0.1420 -1.551 0.12840
REP3 0.0140 0.1420 0.099 0.92194
REP4 -0.4989 0.1420 -3.513 0.00107 **
NN1 1.5995 0.2750 5.816 7.30e-07 ***
NN2 1.3355 0.2750 4.856 1.70e-05 ***
NN3 2.5930 0.2750 9.429 6.30e-12 ***
NN4 2.6990 0.2750 9.814 1.96e-12 ***
VV2 0.4240 0.2750 1.542 0.13063
VV3 0.6540 0.2750 2.378 0.02203 *
NN1:VV2 -0.3415 0.3889 -0.878 0.38490
NN2:VV2 0.5525 0.3889 1.421 0.16281
NN3:VV2 -0.4015 0.3889 -1.032 0.30782
NN4:VV2 -0.5665 0.3889 -1.457 0.15266
NN1:VV3 -0.6240 0.3889 -1.604 0.11611
NN2:VV3 0.2065 0.3889 0.531 0.59824
NN3:VV3 -0.8185 0.3889 -2.105 0.04135 *
NN4:VV3 -0.5905 0.3889 -1.518 0.13643
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 0.3889 on 42 degrees of freedom
Multiple R-squared: 0.8813, Adjusted R-squared: 0.8333
F-statistic: 18.35 on 17 and 42 DF, p-value: 3.375e-14
Tukey HSD 検定
> library(mvtnorm, pos=17)
> library(survival, pos=17)
> library(MASS, pos=17)
> library(TH.data, pos=17)
Attaching package: 'TH.data'
The following object is masked from 'package:MASS':
geyser
> library(multcomp, pos=17)
> library(abind, pos=22)
窒素要因(N)の多重比較
> AnovaModel.2 <- aov(DATA ~ REP + N + V + N:V, data=Dataset)
> summary(AnovaModel.2)
Df Sum Sq Mean Sq F value Pr(>F)
REP 3 2.60 0.867 5.729 0.00222 **
N 4 41.23 10.309 68.153 < 2e-16 ***
V 2 1.05 0.526 3.480 0.03995 *
N:V 8 2.29 0.286 1.893 0.08671 .
Residuals 42 6.35 0.151
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
> with(Dataset, numSummary(DATA, groups=N, statistics=c("mean", "sd")))
mean sd data:n
N0 3.483333 0.5139808 12
N1 4.761000 0.3313680 12
N2 5.071833 0.6897728 12
N3 5.669667 0.4411381 12
N4 5.796667 0.2710335 12
> local({
+ .Pairs <- glht(AnovaModel.2, linfct = mcp(N = "Tukey"))
+ print(summary(.Pairs)) # pairwise tests
+ print(confint(.Pairs)) # confidence intervals
+ print(cld(.Pairs)) # compact letter display
+ old.oma <- par(oma=c(0,5,0,0))
+ plot(confint(.Pairs))
+ par(old.oma)
+ })
Warning in mcp2matrix(model, linfct = linfct): covariate interactions found
-- default contrast might be inappropriate
Simultaneous Tests for General Linear Hypotheses
Multiple Comparisons of Means: Tukey Contrasts
Fit: aov(formula = DATA ~ REP + N + V + N:V, data = Dataset)
Linear Hypotheses:
Estimate Std. Error t value Pr(>|t|)
N1 - N0 == 0 1.5995 0.2750 5.816 < 1e-04 ***
N2 - N0 == 0 1.3355 0.2750 4.856 0.000175 ***
N3 - N0 == 0 2.5930 0.2750 9.429 < 1e-04 ***
N4 - N0 == 0 2.6990 0.2750 9.814 < 1e-04 ***
N2 - N1 == 0 -0.2640 0.2750 -0.960 0.871311
N3 - N1 == 0 0.9935 0.2750 3.613 0.006836 **
N4 - N1 == 0 1.0995 0.2750 3.998 0.002217 **
N3 - N2 == 0 1.2575 0.2750 4.573 0.000431 ***
N4 - N2 == 0 1.3635 0.2750 4.958 0.000115 ***
N4 - N3 == 0 0.1060 0.2750 0.385 0.995140
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Adjusted p values reported -- single-step method)
Simultaneous Confidence Intervals
Multiple Comparisons of Means: Tukey Contrasts
Fit: aov(formula = DATA ~ REP + N + V + N:V, data = Dataset)
Quantile = 2.8496
95% family-wise confidence level
Linear Hypotheses:
Estimate lwr upr
N1 - N0 == 0 1.5995 0.8158 2.3832
N2 - N0 == 0 1.3355 0.5518 2.1192
N3 - N0 == 0 2.5930 1.8093 3.3767
N4 - N0 == 0 2.6990 1.9153 3.4827
N2 - N1 == 0 -0.2640 -1.0477 0.5197
N3 - N1 == 0 0.9935 0.2098 1.7772
N4 - N1 == 0 1.0995 0.3158 1.8832
N3 - N2 == 0 1.2575 0.4738 2.0412
N4 - N2 == 0 1.3635 0.5798 2.1472
N4 - N3 == 0 0.1060 -0.6777 0.8897
N0 N1 N2 N3 N4
"a" "b" "b" "c" "c"
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)
品種要因(V)の多重比較
> AnovaModel.3 <- aov(DATA ~ REP + N + V + N:V, data=Dataset)
> summary(AnovaModel.3)
Df Sum Sq Mean Sq F value Pr(>F)
REP 3 2.60 0.867 5.729 0.00222 **
N 4 41.23 10.309 68.153 < 2e-16 ***
V 2 1.05 0.526 3.480 0.03995 *
N:V 8 2.29 0.286 1.893 0.08671 .
Residuals 42 6.35 0.151
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
> with(Dataset, numSummary(DATA, groups=V, statistics=c("mean", "sd")))
mean sd data:n
V1 4.7694 1.0548145 20
V2 5.0420 0.9574259 20
V3 5.0581 0.8559827 20
> local({
+ .Pairs <- glht(AnovaModel.3, linfct = mcp(V = "Tukey"))
+ print(summary(.Pairs)) # pairwise tests
+ print(confint(.Pairs)) # confidence intervals
+ print(cld(.Pairs)) # compact letter display
+ old.oma <- par(oma=c(0,5,0,0))
+ plot(confint(.Pairs))
+ par(old.oma)
+ })
Warning in mcp2matrix(model, linfct = linfct): covariate interactions found
-- default contrast might be inappropriate
Simultaneous Tests for General Linear Hypotheses
Multiple Comparisons of Means: Tukey Contrasts
Fit: aov(formula = DATA ~ REP + N + V + N:V, data = Dataset)
Linear Hypotheses:
Estimate Std. Error t value Pr(>|t|)
V2 - V1 == 0 0.424 0.275 1.542 0.2821
V3 - V1 == 0 0.654 0.275 2.378 0.0561 .
V3 - V2 == 0 0.230 0.275 0.836 0.6828
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Adjusted p values reported -- single-step method)
Simultaneous Confidence Intervals
Multiple Comparisons of Means: Tukey Contrasts
Fit: aov(formula = DATA ~ REP + N + V + N:V, data = Dataset)
Quantile = 2.4298
95% family-wise confidence level
Linear Hypotheses:
Estimate lwr upr
V2 - V1 == 0 0.4240 -0.2442 1.0922
V3 - V1 == 0 0.6540 -0.0142 1.3222
V3 - V2 == 0 0.2300 -0.4382 0.8982
V1 V2 V3
"a" "a" "a"
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)
ブロック要因(REP)の多重比較
> AnovaModel.4 <- aov(DATA ~ REP + N + V + N:V, data=Dataset)
> summary(AnovaModel.4)
Df Sum Sq Mean Sq F value Pr(>F)
REP 3 2.60 0.867 5.729 0.00222 **
N 4 41.23 10.309 68.153 < 2e-16 ***
V 2 1.05 0.526 3.480 0.03995 *
N:V 8 2.29 0.286 1.893 0.08671 .
Residuals 42 6.35 0.151
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
> with(Dataset, numSummary(DATA, groups=REP, statistics=c("mean", "sd")))
mean sd data:n
1 5.132800 0.9331476 15
2 4.912533 0.9578146 15
3 5.146800 1.0105777 15
4 4.633867 0.9102152 15
> local({
+ .Pairs <- glht(AnovaModel.4, linfct = mcp(REP = "Tukey"))
+ print(summary(.Pairs)) # pairwise tests
+ print(confint(.Pairs)) # confidence intervals
+ print(cld(.Pairs)) # compact letter display
+ old.oma <- par(oma=c(0,5,0,0))
+ plot(confint(.Pairs))
+ par(old.oma)
+ })
Simultaneous Tests for General Linear Hypotheses
Multiple Comparisons of Means: Tukey Contrasts
Fit: aov(formula = DATA ~ REP + N + V + N:V, data = Dataset)
Linear Hypotheses:
Estimate Std. Error t value Pr(>|t|)
2 - 1 == 0 -0.2203 0.1420 -1.551 0.41712
3 - 1 == 0 0.0140 0.1420 0.099 0.99965
4 - 1 == 0 -0.4989 0.1420 -3.513 0.00579 **
3 - 2 == 0 0.2343 0.1420 1.650 0.36275
4 - 2 == 0 -0.2787 0.1420 -1.962 0.21847
4 - 3 == 0 -0.5129 0.1420 -3.612 0.00415 **
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Adjusted p values reported -- single-step method)
Simultaneous Confidence Intervals
Multiple Comparisons of Means: Tukey Contrasts
Fit: aov(formula = DATA ~ REP + N + V + N:V, data = Dataset)
Quantile = 2.6761
95% family-wise confidence level
Linear Hypotheses:
Estimate lwr upr
2 - 1 == 0 -0.2203 -0.6003 0.1598
3 - 1 == 0 0.0140 -0.3660 0.3940
4 - 1 == 0 -0.4989 -0.8790 -0.1189
3 - 2 == 0 0.2343 -0.1458 0.6143
4 - 2 == 0 -0.2787 -0.6587 0.1014
4 - 3 == 0 -0.5129 -0.8930 -0.1329
1 2 3 4
"b" "ab" "b" "a"
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)