ATST(min/24h Age 586 4.4 461.75 14 491.1 10.1 565 6.7 462 11.5 532.1 9.6 477.6 12.4 515.2 8.9 493 11.1 528.3 7.75 575.9 5.5 532.5 8.6 530.5 7.2

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
icon
Related questions
Question

A group of 13 healthy children and adolescents participated in a phycological study designed to analyze the relationship between age and average total sleep time (ATST). To obtain a measure for ATST (in minutes), recordings were taken on each subject on three consecutive nights and then averaged. Results are provided to you in Sleep&Age.xlsx Download Sleep&Age.xlsx file. (2 points) Determine the least-squares regression line for predicting average total sleep time using age. (2 points) Make a scatter plot of the data with ATST on the y-axis (vertical axis) and Age on the x-axis (horizontal axis) with least squares regression line overlaid on the top (i.e.: obtain the fitted line plot). Make sure to attach the plot below. (7 points) Check the assumptions for the simple linear regression. Attach any plots you used check the assumptions and comment on them. (7 points) We want to see if the average sleep time decreases as the children grow older. Write the appropriate null and alternative hypothesis you would formulate to answer this research problem, calculate the test statistic and the p value (show the work for obtaining the p value by writing the probability statement corresponds to the p value for this problem). Based on the p value you obtained, what can you say about the relationship? (2 points) What is the correlation between ATST and age?

A group of 13 healthy children and adolescents participated in a phycological study designed to analyze the relationship between age and average total sleep time (ATST). To obtain a measure for ATST (in minutes), recordings were taken on each subject on three consecutive nights and then averaged. Results are provided to you in Sleep&Age.xlsx Download Sleep&Age.xlsx file.

  1. (2 points) Determine the least-squares regression line for predicting average total sleep time using age.
  2.  (2 points) Make a scatter plot of the data with ATST on the y-axis (vertical axis) and Age on the x-axis (horizontal axis) with least squares regression line overlaid on the top (i.e.: obtain the fitted line plot). Make sure to attach the plot below.
  3. (7 points) Check the assumptions for the simple linear regression. Attach any plots you used check the assumptions and comment on them.
  4. (7 points) We want to see if the average sleep time decreases as the children grow older. Write the appropriate null and alternative hypothesis you would formulate to answer this research problem, calculate the test statistic and the p value (show the work for obtaining the p value by writing the probability statement corresponds to the p value for this problem). Based on the p value you obtained, what can you say about the relationship?
  5. (2 points) What is the correlation between ATST and age?

A group of 13 healthy children and adolescents participated in a phycological study designed to analyze the relationship between age and average total sleep time (ATST). To obtain a measure for ATST (in minutes), recordings were taken on each subject on three consecutive nights and then averaged. Results are provided to you in Sleep&Age.xlsx Download Sleep&Age.xlsx file.

  1. (2 points) Determine the least-squares regression line for predicting average total sleep time using age.
  2.  (2 points) Make a scatter plot of the data with ATST on the y-axis (vertical axis) and Age on the x-axis (horizontal axis) with least squares regression line overlaid on the top (i.e.: obtain the fitted line plot). Make sure to attach the plot below.
  3. (7 points) Check the assumptions for the simple linear regression. Attach any plots you used check the assumptions and comment on them.
  4. (7 points) We want to see if the average sleep time decreases as the children grow older. Write the appropriate null and alternative hypothesis you would formulate to answer this research problem, calculate the test statistic and the p value (show the work for obtaining the p value by writing the probability statement corresponds to the p value for this problem). Based on the p value you obtained, what can you say about the relationship?
  5. (2 points) What is the correlation between ATST and age?
ATST(min/24h Age
586
4.4
461.75
14
491.1
10.1
565
6.7
462
11.5
532.1
9.6
477.6
12.4
515.2
8.9
493
11.1
528.3
7.75
575.9
5.5
532.5
8.6
530.5
7.2
Transcribed Image Text:ATST(min/24h Age 586 4.4 461.75 14 491.1 10.1 565 6.7 462 11.5 532.1 9.6 477.6 12.4 515.2 8.9 493 11.1 528.3 7.75 575.9 5.5 532.5 8.6 530.5 7.2
Expert Solution
trending now

Trending now

This is a popular solution!

steps

Step by step

Solved in 2 steps

Blurred answer
Similar questions
  • SEE MORE QUESTIONS
Recommended textbooks for you
MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
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 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…
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
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
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman