Southerly Showtime Movie Theaters, Inc. owns and operates a chain of cinemas in several markets in the southern United States. The owners would like to estimate weekly gross revenue as a function of advertising expenditures. Data for a sample of eight markets for a recent week follow. (Let x1 represent Television Advertising ($100s), x2 represent Newspaper Advertising ($100s), and y represent Weekly Gross Revenue ($100s).) Market Weekly Gross Revenue ($100s) Television Advertising ($100s) Newspaper Advertising ($100s) Market 1 101.3 4.9 1.4 Market 2 51.9 2.9 3.1 Market 3 74.8 3.9 1.4 Market 4 126.2 4.4 4.2 Market 5 137.8 3.7 3.9 Market 6 101.4 3.4 2.4 Market 7 237.8 5.1 8.5 Market 8 219.6 7.0 5.7 (a) Develop an estimated linear regression equation with the amount of television advertising as the independent variable. (Round your numerical values to four decimal places.) ŷ = Test for a significant relationship between the amount spent on television advertising and weekly gross revenue at the 0.05 level of significance. (Use the t test.) Find the p-value. (Round your answer to four decimal places.) p-value = How much of the variation in the sample values of weekly gross revenue (in %) does the model in part (a) explain? (Round your answer to two decimal places.) % (c) Develop an estimated linear regression equation with both television advertising and newspaper advertising as the independent variables. (Round your numerical values to four decimal places.) ŷ = Test whether the parameter ?0 is equal to zero at a 0.05 level of significance. Find the p-value. (Round your answer to four decimal places.) p-value = Test whether the parameter ?1 is equal to zero at a 0.05 level of significance. Find the p-value. (Round your answer to four decimal places.) p-value = Test whether the parameter ?2 is equal to zero at a 0.05 level of significance. Find the p-value. (Round your answer to four decimal places.) p-value = How much of the variation in the sample values of weekly gross revenue (in %) does the model in part (c) explain? (Round your answer to two decimal places.)
Southerly Showtime Movie Theaters, Inc. owns and operates a chain of cinemas in several markets in the southern United States. The owners would like to estimate weekly gross revenue as a function of advertising expenditures. Data for a sample of eight markets for a recent week follow. (Let x1 represent Television Advertising ($100s), x2 represent Newspaper Advertising ($100s), and y represent Weekly Gross Revenue ($100s).) Market Weekly Gross Revenue ($100s) Television Advertising ($100s) Newspaper Advertising ($100s) Market 1 101.3 4.9 1.4 Market 2 51.9 2.9 3.1 Market 3 74.8 3.9 1.4 Market 4 126.2 4.4 4.2 Market 5 137.8 3.7 3.9 Market 6 101.4 3.4 2.4 Market 7 237.8 5.1 8.5 Market 8 219.6 7.0 5.7 (a) Develop an estimated linear regression equation with the amount of television advertising as the independent variable. (Round your numerical values to four decimal places.) ŷ = Test for a significant relationship between the amount spent on television advertising and weekly gross revenue at the 0.05 level of significance. (Use the t test.) Find the p-value. (Round your answer to four decimal places.) p-value = How much of the variation in the sample values of weekly gross revenue (in %) does the model in part (a) explain? (Round your answer to two decimal places.) % (c) Develop an estimated linear regression equation with both television advertising and newspaper advertising as the independent variables. (Round your numerical values to four decimal places.) ŷ = Test whether the parameter ?0 is equal to zero at a 0.05 level of significance. Find the p-value. (Round your answer to four decimal places.) p-value = Test whether the parameter ?1 is equal to zero at a 0.05 level of significance. Find the p-value. (Round your answer to four decimal places.) p-value = Test whether the parameter ?2 is equal to zero at a 0.05 level of significance. Find the p-value. (Round your answer to four decimal places.) p-value = How much of the variation in the sample values of weekly gross revenue (in %) does the model in part (c) explain? (Round your answer to two decimal places.)
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
Related questions
Question
Southerly Showtime Movie Theaters, Inc. owns and operates a chain of cinemas in several markets in the southern United States. The owners would like to estimate weekly gross revenue as a function of advertising expenditures. Data for a sample of eight markets for a recent week follow. (Let x1 represent Television Advertising ($100s), x2 represent Newspaper Advertising ($100s), and y represent Weekly Gross Revenue ($100s).)
Market | Weekly Gross Revenue ($100s) | Television Advertising ($100s) | Newspaper Advertising ($100s) |
---|---|---|---|
Market 1 | 101.3 | 4.9 | 1.4 |
Market 2 | 51.9 | 2.9 | 3.1 |
Market 3 | 74.8 | 3.9 | 1.4 |
Market 4 | 126.2 | 4.4 | 4.2 |
Market 5 | 137.8 | 3.7 | 3.9 |
Market 6 | 101.4 | 3.4 | 2.4 |
Market 7 | 237.8 | 5.1 | 8.5 |
Market 8 | 219.6 | 7.0 | 5.7 |
(a)
Develop an estimated linear regression equation with the amount of television advertising as the independent variable. (Round your numerical values to four decimal places.)
ŷ =
Test for a significant relationship between the amount spent on television advertising and weekly gross revenue at the 0.05 level of significance. (Use the t test.)
Find the p-value. (Round your answer to four decimal places.)
p-value =
How much of the variation in the sample values of weekly gross revenue (in %) does the model in part (a) explain? (Round your answer to two decimal places.)
%
(c)
Develop an estimated linear regression equation with both television advertising and newspaper advertising as the independent variables. (Round your numerical values to four decimal places.)
ŷ =
Test whether the parameter ?0 is equal to zero at a 0.05 level of significance.
Find the p-value. (Round your answer to four decimal places.)
p-value =
Test whether the parameter ?1 is equal to zero at a 0.05 level of significance.
Find the p-value. (Round your answer to four decimal places.)
p-value =
Test whether the parameter ?2 is equal to zero at a 0.05 level of significance.
Find the p-value. (Round your answer to four decimal places.)
p-value =
How much of the variation in the sample values of weekly gross revenue (in %) does the model in part (c) explain? (Round your answer to two decimal places.)
%
Expert Solution
This question has been solved!
Explore an expertly crafted, step-by-step solution for a thorough understanding of key concepts.
This is a popular solution!
Step 1: Write the given information.
VIEWStep 2: Determine linear regression equation with amount of television advertising as independent variable.
VIEWStep 3: Test for significant relationship between amount spent on television advertising and Revenue.
VIEWStep 4: Determine regression equation with television and newspaper advertising as the independent variable.
VIEWStep 5: Run the hypothesis test for checking the significance of coefficient of intercept and television.
VIEWStep 6: Run the hypothesis test for checking the significance of three parameters.
VIEWSolution
VIEWTrending now
This is a popular solution!
Step by step
Solved in 7 steps
Recommended textbooks for you
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman