Consider the three points ( 1 , 3 ) , ( 2 , 3 ) and ( 3 , 6 ) . Let ¯ x be the average x-coordinate of these points, and let ¯ y be the mean y-coordinate of these points.
Then ( ¯ x , ¯ y ) =

Now consider a line through the point ( ¯ x , ¯ y ) that has slope m.

Add up the squares of the vertical distances between the line and these points (your result will be a quadratic function in terms of the variable m ).

What is the value of m that makes this total as small as possible?

Respuesta :

Answer:

[tex]m=\dfrac{3}{2}[/tex]

Step-by-step explanation:

Given points are: ( 1 , 3 ) , ( 2 , 3 ) and ( 3 , 6 )

The average of x-coordinate will be:

[tex]\overline{x} = \dfrac{x_1+x_2+x_3}{\text{number of points}}[/tex]

1) Finding [tex](\overline{x},\overline{y})[/tex]

  • Average of the x coordinates:

[tex]\overline{x} = \dfrac{1+2+3}{3}[/tex]

[tex]\overline{x} = 2[/tex]

  • Average of the y coordinates:

similarly for y

[tex]\overline{y} = \dfrac{3+3+6}{3}[/tex]

[tex]\overline{y} = 4[/tex]

2) Finding the line through [tex](\overline{x},\overline{y})[/tex] with slope m.

Given a point and a slope, the equation of a line can be found using:

[tex](y-y_1)=m(x-x_1)[/tex]

in our case this will be

[tex](y-\overline{y})=m(x-\overline{x})[/tex]

[tex](y-4)=m(x-2)[/tex]

[tex]y=mx-2m+4[/tex]

this is our equation of the line!

3) Find the squared vertical distances between this line and the three points.

So what we up till now is a line, and three points. We need to find how much further away (only in the y direction) each point is from the line.  

  • Distance from point (1,3)

We know that when x=1, y=3 for the point. But we need to find what does y equal when x=1 for the line?

we'll go back to our equation of the line and use x=1.

[tex]y=m(1)-2m+4[/tex]

[tex]y=-m+4[/tex]

now we know the two points at x=1: (1,3) and (1,-m+4)

to find the vertical distance we'll subtract the y-coordinates of each point.

[tex]d_1=3-(-m+4)[/tex]

[tex]d_1=m-1[/tex]

finally, as asked, we'll square the distance

[tex](d_1)^2=(m-1)^2[/tex]

  • Distance from point (2,3)

we'll do the same as above here:

[tex]y=m(2)-2m+4[/tex]

[tex]y=4[/tex]

vertical distance between the two points: (2,3) and (2,4)

[tex]d_2=3-4[/tex]

[tex]d_2=-1[/tex]

squaring:

[tex](d_2)^2=1[/tex]

  • Distance from point (3,6)

[tex]y=m(3)-2m+4[/tex]

[tex]y=m+4[/tex]

vertical distance between the two points: (3,6) and (3,m+4)

[tex]d_3=6-(m+4)[/tex]

[tex]d_3=2-m[/tex]

squaring:

[tex](d_3)^2=(2-m)^2[/tex]

3) Add up all the squared distances, we'll call this value R.

[tex]R=(d_1)^2+(d_2)^2+(d_3)^2[/tex]

[tex]R=(m-1)^2+4+(2-m)^2[/tex]

4) Find the value of m that makes R minimum.

Looking at the equation above, we can tell that R is a function of m:

[tex]R(m)=(m-1)^2+4+(2-m)^2[/tex]

you can simplify this if you want to. What we're most concerned with is to find the minimum value of R at some value of m. To do that we'll need to derivate R with respect to m. (this is similar to finding the stationary point of a curve)

[tex]\dfrac{d}{dm}\left(R(m)\right)=\dfrac{d}{dm}\left((m-1)^2+4+(2-m)^2\right)[/tex]

[tex]\dfrac{dR}{dm}=2(m-1)+0+2(2-m)(-1)[/tex]

now to find the minimum value we'll just use a condition that [tex]\dfrac{dR}{dm}=0[/tex]

[tex]0=2(m-1)+2(2-m)(-1)[/tex]

now solve for m:

[tex]0=2m-2-4+2m[/tex]

[tex]m=\dfrac{3}{2}[/tex]

This is the value of m for which the sum of the squared vertical distances from the points and the line is small as possible!

Ver imagen rafayalvi17