QUESTION IMAGE
Question
given the data points (1,2), (2,3), (3,5), and (4,4), which equation is most likely to represent the line of best fit?
○ y = x + 1.5
○ y = x - 1
○ y = 2x
○ y = 0.5x + 2
Step1: Calculate mean of x values
$\bar{x} = \frac{1+2+3+4}{4} = \frac{10}{4} = 2.5$
Step2: Calculate mean of y values
$\bar{y} = \frac{2+3+5+4}{4} = \frac{14}{4} = 3.5$
Step3: Verify line passes through $(\bar{x},\bar{y})$
Check each option by substituting $x=2.5$:
- For $y=x+1.5$: $y=2.5+1.5=4
eq 3.5$
- For $y=x-1$: $y=2.5-1=1.5
eq 3.5$
- For $y=2x$: $y=2\times2.5=5
eq 3.5$
- For $y=0.5x+2$: $y=0.5\times2.5+2=1.25+2=3.25$ (closest to 3.5, and we can confirm by checking sum of squared errors)
Step4: Calculate sum of squared errors for valid option
For $y=0.5x+2$:
- $(1,2)$: $(2 - (0.5+2))^2=(2-2.5)^2=0.25$
- $(2,3)$: $(3 - (1+2))^2=(3-3)^2=0$
- $(3,5)$: $(5 - (1.5+2))^2=(5-3.5)^2=2.25$
- $(4,4)$: $(4 - (2+2))^2=(4-4)^2=0$
Total error: $0.25+0+2.25+0=2.5$
For other options, total error is larger (e.g., $y=x+1.5$ has total error $(2-2.5)^2+(3-3.5)^2+(5-4.5)^2+(4-5.5)^2=0.25+0.25+0.25+2.25=3$)
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D. $y=0.5x+2$