Based on the scatterplot above, is it appropriate to fit a simple linear regression model using X and Y? True or False. O False

MATLAB: An Introduction with Applications
6th Edition
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Author:Amos Gilat
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Chapter1: Starting With Matlab
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### Educational Content

#### Scatterplot and Regression Analysis

**Scatterplot Description:**
The scatterplot displayed above reveals a collection of data points, organized in a pattern shaped like an inverted U. The horizontal axis represents variable X, while the vertical axis signifies variable Y. The data points are widely dispersed, forming a clear, curved pattern.

**Analysis Question:**
Based on the scatterplot above, is it appropriate to fit a simple linear regression model using X and Y?

**Answer Options:**
- ○ False
- ○ True

**Explanation:**
In the context of regression analysis, a simple linear regression model is suitable when the relationship between the dependent variable Y and the independent variable X is linear. The U-shaped or curved distribution of data points implies a non-linear relationship, suggesting that a simple linear regression would not be an appropriate model for this dataset.
Transcribed Image Text:### Educational Content #### Scatterplot and Regression Analysis **Scatterplot Description:** The scatterplot displayed above reveals a collection of data points, organized in a pattern shaped like an inverted U. The horizontal axis represents variable X, while the vertical axis signifies variable Y. The data points are widely dispersed, forming a clear, curved pattern. **Analysis Question:** Based on the scatterplot above, is it appropriate to fit a simple linear regression model using X and Y? **Answer Options:** - ○ False - ○ True **Explanation:** In the context of regression analysis, a simple linear regression model is suitable when the relationship between the dependent variable Y and the independent variable X is linear. The U-shaped or curved distribution of data points implies a non-linear relationship, suggesting that a simple linear regression would not be an appropriate model for this dataset.
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