f we performed a t-test, how many people would be in the study based on the regression model in photo.
f we performed a t-test, how many people would be in the study based on the regression model in photo.
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
If we performed a t-test, how many people would be in the study based on the regression model in photo.
![The image contains two tables summarizing the results of a statistical analysis, possibly a linear regression model. Here is the transcription:
**Table 1:** Model Summary
- **R-Square:** 0.438
- **Root MSE (Mean Square Error):** 6.78
**Table 2:** Parameter Estimates
- **Parameter**: Intercept
- **Estimate**: 40.439
- **Standard Error**: 6.275
- **t Value**: 6.445
- **Pr > |t|**: 0.0000
- **Parameter**: WEIGHT
- **Estimate**: -0.521
- **Standard Error**: 0.164
- **t Value**: -3.182
- **Pr > |t|**: 0.0072
**Explanation:**
- **R-Square (0.438):** This indicates that approximately 43.8% of the variability in the response variable can be explained by the model.
- **Root MSE (6.78):** This is the square root of the mean square error, indicating the standard deviation of the residuals, which shows how well the model predicts the data.
- **Intercept:** The estimated value is 40.439, with a very small p-value (0.0000), indicating it is statistically significant.
- **WEIGHT:** The coefficient estimate is -0.521, suggesting a negative association between the predictor and the response variable. The p-value (0.0072) indicates statistical significance.
These results are typical outputs for a regression analysis, where the R-Square and Root MSE give an indication of overall model fit, and the parameter estimates provide specific insights into the variables' contributions.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2F7b29645a-0ab1-430e-8068-eacf63f4d25e%2F6e3c06bc-22cf-4d37-a518-19339cad854e%2Fz1etx2g_processed.png&w=3840&q=75)
Transcribed Image Text:The image contains two tables summarizing the results of a statistical analysis, possibly a linear regression model. Here is the transcription:
**Table 1:** Model Summary
- **R-Square:** 0.438
- **Root MSE (Mean Square Error):** 6.78
**Table 2:** Parameter Estimates
- **Parameter**: Intercept
- **Estimate**: 40.439
- **Standard Error**: 6.275
- **t Value**: 6.445
- **Pr > |t|**: 0.0000
- **Parameter**: WEIGHT
- **Estimate**: -0.521
- **Standard Error**: 0.164
- **t Value**: -3.182
- **Pr > |t|**: 0.0072
**Explanation:**
- **R-Square (0.438):** This indicates that approximately 43.8% of the variability in the response variable can be explained by the model.
- **Root MSE (6.78):** This is the square root of the mean square error, indicating the standard deviation of the residuals, which shows how well the model predicts the data.
- **Intercept:** The estimated value is 40.439, with a very small p-value (0.0000), indicating it is statistically significant.
- **WEIGHT:** The coefficient estimate is -0.521, suggesting a negative association between the predictor and the response variable. The p-value (0.0072) indicates statistical significance.
These results are typical outputs for a regression analysis, where the R-Square and Root MSE give an indication of overall model fit, and the parameter estimates provide specific insights into the variables' contributions.
Expert Solution
![](/static/compass_v2/shared-icons/check-mark.png)
This question has been solved!
Explore an expertly crafted, step-by-step solution for a thorough understanding of key concepts.
Step by step
Solved in 3 steps with 1 images
![Blurred answer](/static/compass_v2/solution-images/blurred-answer.jpg)
Recommended textbooks for you
![MATLAB: An Introduction with Applications](https://www.bartleby.com/isbn_cover_images/9781119256830/9781119256830_smallCoverImage.gif)
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
![Probability and Statistics for Engineering and th…](https://www.bartleby.com/isbn_cover_images/9781305251809/9781305251809_smallCoverImage.gif)
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
![Statistics for The Behavioral Sciences (MindTap C…](https://www.bartleby.com/isbn_cover_images/9781305504912/9781305504912_smallCoverImage.gif)
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](https://www.bartleby.com/isbn_cover_images/9781119256830/9781119256830_smallCoverImage.gif)
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
![Probability and Statistics for Engineering and th…](https://www.bartleby.com/isbn_cover_images/9781305251809/9781305251809_smallCoverImage.gif)
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
![Statistics for The Behavioral Sciences (MindTap C…](https://www.bartleby.com/isbn_cover_images/9781305504912/9781305504912_smallCoverImage.gif)
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…](https://www.bartleby.com/isbn_cover_images/9780134683416/9780134683416_smallCoverImage.gif)
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
![The Basic Practice of Statistics](https://www.bartleby.com/isbn_cover_images/9781319042578/9781319042578_smallCoverImage.gif)
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](https://www.bartleby.com/isbn_cover_images/9781319013387/9781319013387_smallCoverImage.gif)
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman