A number of studies have shown lichens (certain plants composed of an alga and a fungus) to be excellent bioindicators of air pollution. An article gives the following data (read from a graph) on x = NO3− wet deposition (g N/m2) and y = lichen (% dry weight):
x | 0.05 | 0.10 | 0.11 | 0.12 | 0.31 | 0.37 | 0.42 | 0.58 | 0.68 | 0.68 | 0.73 | 0.85 | 0.92 |
y | 0.44 | 0.53 | 0.53 | 0.50 | 0.56 | 0.55 | 1.03 | 0.82 | 0.86 | 0.98 | 0.89 | 1.01 | 1.68 |
The
regression equation is lichen N = 0.367 + 0.947 no3 depo |
||||
Predictor | Coef | Stdev | t-ratio | p |
Constant | 0.36709 | 0.09781 | 3.75 | 0.003 |
no3 depo | 0.9473 | 0.1806 | 5.24 | 0.000 |
s = 0.1908 R-sq = 71.4% R-sq(adj) = 68.8% |
Analysis of Variance | |||||
SOURCE | DF | SS | MS | F | P |
Regression | 1 | 1.0010 | 1.0010 | 27.50 | 0.000 |
Error | 11 | 0.4004 | 0.0364 | ||
Total | 12 | 1.4014 |
(a) What are the least square estimates of β0 and β1? (Round your answers to three decimal places.)
0 | = |
1 | = |
(b) Predict lichen N for an NO3− deposition
value of 0.8. (Round your answer to three decimal places.)
% dry weight
(c) What is the estimate of σ? (Round your answer to four
decimal places.)
= % dry weight
(d) What is the total sum of squares? (Round your answer to four
decimal places.)
How much of it can be explained by the model relationship? (Round
your answer to one decimal place.)
%
Answer:
0 =given in table as constant coeff = 0.367
1 = no3 dep coeff = 0.947
(b)
at x = 0.8, y(hat) = 0.367 + 0.947* 0.8 = 1.1246 y(hat) = 1.1246 |
Given in table, SSError = 0.4004 Thus var(e)= SSE/(n-2) = 0.40041/11 = 0.0364 var(e) = 0.0364 Standard Error se(e) = sqrt(var(e)) = 0.1907 sigma cap = se(e) = 0.1907 |
(d) Total variation given in table = SS total = 1.4014
(e) how much can be explained by the model relationship as R-sq = 71.4%
it means 71.4 of the variation can be explained by the estimated linear model
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