
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
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What does the slope and the intercept mean in this setting?
![**Simple Linear Regression Results**
- **Dependent Variable:** Height (inches)
- **Independent Variable:** Shoe Size (inches)
**Regression Equation:**
\[ \text{Height (in)} = 52.293743 + 1.3679745 \times \text{Shoe Size (in)} \]
- **Sample size:** 16
- **R (correlation coefficient):** 0.72170907
- **R-squared:** 0.52086398
- **Estimate of error standard deviation:** 2.6920127
**Parameter Estimates:**
| Parameter | Estimate | Std. Err. | Alternative DF | T-Stat | P-value |
|-----------|-----------|------------|----------------|----------|-----------|
| Intercept | 52.293743 | 3.4200195 | ≠ 0 | 14 15.290481 | <0.0001 |
| Slope | 1.3679745 | 0.35065598 | ≠ 0 | 14 3.901187 | 0.0016 |
**Analysis of Variance Table for Regression Model:**
| Source | DF | SS | MS | F-stat | P-value |
|--------|----|-------------|-----------|---------|---------|
| Model | 1 | 110.29295 | 110.29295 | 15.21926 | 0.0016 |
| Error | 14 | 14101.457057 | 7.2469323 | | |
| Total | 15 | 211.75 | | | |
**Graph Explanation:**
A scatter plot is provided with shoe size (in inches) on the x-axis and height (in inches) on the y-axis. The blue dots represent the data points, and a red line indicates the fitted linear regression line. The line shows a positive correlation between shoe size and height, suggesting that as shoe size increases, height tends to increase as well.](https://content.bartleby.com/qna-images/question/8a64db7d-96f3-4d51-b4d8-547f4025bd9b/f3daea06-5ec8-42f8-847c-b923d72a91ac/e7lpp3y_thumbnail.jpeg)
Transcribed Image Text:**Simple Linear Regression Results**
- **Dependent Variable:** Height (inches)
- **Independent Variable:** Shoe Size (inches)
**Regression Equation:**
\[ \text{Height (in)} = 52.293743 + 1.3679745 \times \text{Shoe Size (in)} \]
- **Sample size:** 16
- **R (correlation coefficient):** 0.72170907
- **R-squared:** 0.52086398
- **Estimate of error standard deviation:** 2.6920127
**Parameter Estimates:**
| Parameter | Estimate | Std. Err. | Alternative DF | T-Stat | P-value |
|-----------|-----------|------------|----------------|----------|-----------|
| Intercept | 52.293743 | 3.4200195 | ≠ 0 | 14 15.290481 | <0.0001 |
| Slope | 1.3679745 | 0.35065598 | ≠ 0 | 14 3.901187 | 0.0016 |
**Analysis of Variance Table for Regression Model:**
| Source | DF | SS | MS | F-stat | P-value |
|--------|----|-------------|-----------|---------|---------|
| Model | 1 | 110.29295 | 110.29295 | 15.21926 | 0.0016 |
| Error | 14 | 14101.457057 | 7.2469323 | | |
| Total | 15 | 211.75 | | | |
**Graph Explanation:**
A scatter plot is provided with shoe size (in inches) on the x-axis and height (in inches) on the y-axis. The blue dots represent the data points, and a red line indicates the fitted linear regression line. The line shows a positive correlation between shoe size and height, suggesting that as shoe size increases, height tends to increase as well.
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