1. Check whether the conditions for performing inference about the regression model are met. 2. What is the estimate for ß? Interpret this value

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.3: Least Squares Approximation
Problem 31EQ
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-0.4 -0.3 -0.2 -0.1 0.0 0.1 0.2 03
Residual
Predictor
Coef
Stdev.
t-ratio
P.
Constant
0.12049
0.09269
1.30
0.215
Perch
0.008569
0.002456
3.49
0.004
S = 0.1886
R-Sq
46.5%
R-Sq(adj)
42.7%
1. Check whether the conditions for performing inference about the regression model are met.
2. What is the estimate for ß ? Interpret this value
Transcribed Image Text:-0.4 -0.3 -0.2 -0.1 0.0 0.1 0.2 03 Residual Predictor Coef Stdev. t-ratio P. Constant 0.12049 0.09269 1.30 0.215 Perch 0.008569 0.002456 3.49 0.004 S = 0.1886 R-Sq 46.5% R-Sq(adj) 42.7% 1. Check whether the conditions for performing inference about the regression model are met. 2. What is the estimate for ß ? Interpret this value
Here is one way in which nature regulates the size of animal populations: high population dehslty
attracts predators, which remove a higher proportion of the population than when the density of the
prey is low. One study looked at kelp perch and their common predator, the kelp bass. On each of four
occasions, the researcher set up four large circular pens on sandy ocean bottoms off the coast of
southern California. He randomly assigned young perch to 1 of 4 pens so that one pen had 10 perch,
one pen had 20 perch, one pen had 40 perch and the final pen had 60 perch. then he dropped the nets
protecting the pens, allowing bass to swarm in, and counted the number of perch killed after two hours.
A regression analysis was performed on the 16 data points using x = number of perch in pen and y =
proportion of perch killed. Here is a residual plot and a histogram of the residuals.
0,4 -
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-0.3 -
-0.4
10
20
30
40
50
60
Number of perch
Starnes & Tabor, The Practice of Statistics, 6e, © 2018
Bedford, Freeman & Worth High School Publishers
3
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Residual
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Transcribed Image Text:Here is one way in which nature regulates the size of animal populations: high population dehslty attracts predators, which remove a higher proportion of the population than when the density of the prey is low. One study looked at kelp perch and their common predator, the kelp bass. On each of four occasions, the researcher set up four large circular pens on sandy ocean bottoms off the coast of southern California. He randomly assigned young perch to 1 of 4 pens so that one pen had 10 perch, one pen had 20 perch, one pen had 40 perch and the final pen had 60 perch. then he dropped the nets protecting the pens, allowing bass to swarm in, and counted the number of perch killed after two hours. A regression analysis was performed on the 16 data points using x = number of perch in pen and y = proportion of perch killed. Here is a residual plot and a histogram of the residuals. 0,4 - 0.3 0.2 0.1- 0.0 -0.1 - -0.2- -0.3 - -0.4 10 20 30 40 50 60 Number of perch Starnes & Tabor, The Practice of Statistics, 6e, © 2018 Bedford, Freeman & Worth High School Publishers 3 -0.4 -0.3 -0.2 -0.1 0.0 0.1 0.2 03 Residual MacBook Air D00 000 F4 FI F2 F3 FS F6 F7 トト F8 F9 F10 @ #3 2$ & * 3 6. 8 W E R Y U P 5 Frequency jenpisə
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