Question

A number of studies have shown lichens (certain plants composed of an alga and a fungus)...

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.)
%

Homework Answers

Answer #1

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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