Below is a data for rainfall and runoff volume in Marfa Texas Rainfall 12 14 17 23 30 40 47 Run off 4 10 13 15 15 25 27 26 Rain fall 55 67 72 81 96 112 127 Run off 38 46 53 70 82 99 100 a. Build a linear regression model. b. Find the residual of all the data points. What is the average value of these residuals? What is the average value of the residuals squared? c. What is the total variance of the runoff volume? What proportion of the observed variation of runoff volume can be attributed to the linear relationship between rainfall and run off?

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
icon
Related questions
Question

Please provide solution and logic for questions attached, thanks!

Below is a data for rainfall and runoff volume in Marfa Texas
Rainfall
12
14
17
23
30
40
47
Run off
4
10
13
15
15
25
27
26
Rain fall
55
67
72
81
96
112
127
Run off
38
46
53
70
82
99
100
a. Build a linear regression model.
b. Find the residual of all the data points. What is the average value of these residuals? What is the average value of the
residuals squared?
c. What is the total variance of the runoff volume? What proportion of the observed variation of runoff volume can be
attributed to the linear relationship between rainfall and run off?
d. Plot the residuals vs rainfall. Make a histogram of the residuals. What does it tell you?
e. What is your 95% confidence interval for runoff the average day that rainfall volume is 40?
f. What is your 95% confidence interval for runoff for a specific day that rainfall volume is 40?
Transcribed Image Text:Below is a data for rainfall and runoff volume in Marfa Texas Rainfall 12 14 17 23 30 40 47 Run off 4 10 13 15 15 25 27 26 Rain fall 55 67 72 81 96 112 127 Run off 38 46 53 70 82 99 100 a. Build a linear regression model. b. Find the residual of all the data points. What is the average value of these residuals? What is the average value of the residuals squared? c. What is the total variance of the runoff volume? What proportion of the observed variation of runoff volume can be attributed to the linear relationship between rainfall and run off? d. Plot the residuals vs rainfall. Make a histogram of the residuals. What does it tell you? e. What is your 95% confidence interval for runoff the average day that rainfall volume is 40? f. What is your 95% confidence interval for runoff for a specific day that rainfall volume is 40?
Expert Solution
steps

Step by step

Solved in 4 steps

Blurred answer
Knowledge Booster
Perimeter
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, statistics and related others by exploring similar questions and additional content below.
Similar questions
  • SEE MORE QUESTIONS
Recommended textbooks for you
Linear Algebra: A Modern Introduction
Linear Algebra: A Modern Introduction
Algebra
ISBN:
9781285463247
Author:
David Poole
Publisher:
Cengage Learning
Glencoe Algebra 1, Student Edition, 9780079039897…
Glencoe Algebra 1, Student Edition, 9780079039897…
Algebra
ISBN:
9780079039897
Author:
Carter
Publisher:
McGraw Hill
Functions and Change: A Modeling Approach to Coll…
Functions and Change: A Modeling Approach to Coll…
Algebra
ISBN:
9781337111348
Author:
Bruce Crauder, Benny Evans, Alan Noell
Publisher:
Cengage Learning