Why must the regression line pass through the point (3,4) in the example?
The regression line must pass through the point (3,4) because this point represents the intersection of the sample means of the independent and dependent variables, . The video states as a general property that all regression lines have to go through the point where the mean of the independent variable and the mean of the dependent variable cross.
Conditions
- The data set has a computed mean for x, .
- The data set has a computed mean for y, .
- The context is simple linear regression.
Reasoning, step by step
- Compute the mean of the x-values to find .
- Compute the mean of the y-values to find .
- Locate the intersection point on the scatter plot.
- Apply the stated property that the regression line must pass through this mean point.
Example
The narrator says, "It turns out that all regression lines have to go through that point there. That's where the mean of the independent variable and the mean of the dependent variable cross." The point is labeled (3,4) on the graph.
Common misconceptions
- Assuming the regression line passes through the origin (0,0).
- Believing the line must pass through the median of the data points.
- Thinking that the line passes through (3,4) only because the data happens to be symmetric.
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Answers are generated from source material and independently checked. Consult the original video or creator if something is unclear.