Question

In: Statistics and Probability

The leaf-mining moth, Cameraria hamadryadella, is found at higher densities low in the crown of white...

The leaf-mining moth, Cameraria hamadryadella, is found at higher densities low in the crown of white oak trees (Quercus alba). To test the hypothesis that this pattern is due to differences in foliage quality between low and high foliage, potted trees which had been treated identically prior to the experiment, so should have similar foliage quality, were randomly assigned to 3 different heights (0, 1.25, and 3.25 m above the ground), and intervening foliage was placed under half the trees in each height treatment. Intervening foliage was non-oak foliage and used to simulate the interference that moths emerging from the leaf litter might encounter when seeking oak foliage. Because of the limited availability of potted trees, the sample sizes differed among treatment combinations. Use the cameraria.csv, which contains data on the density of leaf mines on each experimental tree (number/leaf) to test all relevant hypotheses concerning the effects of height and intervening foliage on leaf miner density.

internointer height density
1 inter low 3.969301638
2 inter low 5.369349006
3 inter low 6.120053591
4 inter low 3.190005159
5 inter low 6.453230805
6 inter mid 2.813480706
7 inter mid 3.285403337
8 inter mid 2.783487491
9 inter mid 1.688735491
10 inter high 0.872423761
11 inter high 1.841925999
12 inter high 1.141709711
13 inter high 0.842030114
14 inter high 0.919231785
15 inter high 1.451467222
16 nointer low 4.750133954
17 nointer low 7.501487512
18 nointer low 6.14694701
19 nointer low 8.315185552
20 nointer low 7.381864028
21 nointer low 6.90325985
22 nointer low 6.277508028
23 nointer mid 3.560923065
24 nointer mid 0.862755771
25 nointer mid 2.951119764
26 nointer mid 2.104355678
27 nointer mid 1.545405652
28 nointer mid 2.50297984
29 nointer high 1.069940668
30 nointer high 1.794883662
31 nointer high 1.266284994
32 nointer high 1.850744346
33 nointer high 1.529635938

Solutions

Expert Solution

The leaf-mining moth, Cameraria hamadryadella, is found at higher densities low in the crown of white oak trees (Quercus alba). To test the hypothesis that this pattern is due to differences in foliage quality between low and high foliage, potted trees which had been treated identically prior to the experiment, so should have similar foliage quality, were randomly assigned to 3 different heights (0, 1.25, and 3.25 m above the ground), and intervening foliage was placed under half the trees in each height treatment. Intervening foliage was non-oak foliage and used to simulate the interference that moths emerging from the leaf litter might encounter when seeking oak foliage. Because of the limited availability of potted trees, the sample sizes differed among treatment combinations. Use the cameraria.csv, which contains data on the density of leaf mines on each experimental tree (number/leaf) to test all relevant hypotheses concerning the effects of height and intervening foliage on leaf miner density.

MINTAB used .

General Linear Model: density versus internointer, height

Method

Factor coding

(-1, 0, +1)

Factor Information

Factor

Type

Levels

Values

internointer

Fixed

2

inter, nointer

height

Fixed

3

high, low, mid

Analysis of Variance

Source

DF

Adj SS

Adj MS

F-Value

P-Value

internointer

1

2.475

2.4745

2.88

0.101

height

2

126.929

63.4645

73.89

0.000

internointer*height

2

6.294

3.1468

3.66

0.039

Error

27

23.191

0.8589

Total

32

172.806

Model Summary

S

R-sq

R-sq(adj)

R-sq(pred)

0.926791

86.58%

84.09%

80.18%

Coefficients

Term

Coef

SE Coef

T-Value

P-Value

VIF

Constant

3.225

0.164

19.68

0.000

internointer

inter

-0.278

0.164

-1.70

0.101

1.02

height

high

-1.885

0.230

-8.18

0.000

1.30

low

2.662

0.227

11.74

0.000

1.31

internointer*height

inter high

0.116

0.230

0.50

0.618

1.28

inter low

-0.588

0.227

-2.60

0.015

1.32

Regression Equation

density

=

3.225 - 0.278 internointer_inter + 0.278 internointer_nointer - 1.885 height_high
+ 2.662 height_low - 0.777 height_mid + 0.116 internointer*height_inter high
- 0.588 internointer*height_inter low + 0.472 internointer*height_inter mid
- 0.116 internointer*height_nointer high + 0.588 internointer*height_nointer low
- 0.472 internointer*height_nointer mid

Fits and Diagnostics for Unusual Observations

Obs

density

Fit

Resid

Std Resid

4

3.190

5.020

-1.830

-2.21

R

16

4.750

6.754

-2.004

-2.34

R

R Large residual

To test the effect of intervening foliage on leaf miner density,

Calculated F=2.88, P=0.101 which is > 0.05 level of significance. intervening foliage has no effect on density.

To test the effect of height on leaf miner density,

Calculated F=73.89, P=0.000 which is < 0.05 level of significance. height has significant effect on density.

To test the effect of interaction between height and intervening foliage on density,

Calculated F=3.66, P=0.039 which is < 0.05 level of significance. Interaction has significant effect on density.


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