In: Statistics and Probability
(a) Suppose you are given the following (x, y) data pairs.
x | 1 | 3 | 4 |
y | 4 | 3 | 7 |
Find the least-squares equation for these data (rounded to three
digits after the decimal).
ŷ = + x
(b) Now suppose you are given these (x, y) data
pairs.
x | 4 | 3 | 7 |
y | 1 | 3 | 4 |
Find the least-squares equation for these data (rounded to three
digits after the decimal).
ŷ = + x
(c) In the data for parts (a) and (b), did we simply exchange the
x and y values of each data pair?
Yes
No
(d) Solve your answer from part (a) for x (rounded to
three digits after the decimal).
x = + y
Do you get the least-squares equation of part (b) with the symbols
x and y exchanged?
Yes
No
(e) In general, suppose we have the least-squares equation
y = a + bx for a set of data pairs
(x, y). If we solve this equation for x,
will we necessarily get the least-squares equation for the
set of data pairs (y, x), (with x and
y exchanged)? Explain using parts (a) through (d).
Switching x and y values sometimes produces the same least-squares equation and sometimes it is different.
In general, switching x and y values produces a different least-squares equation.
In general, switching x and y values produces the same least-squares equation.
(a)
Following table shows the calculations:
X | Y | X^2 | Y^2 | XY | |
1 | 4 | 1 | 16 | 4 | |
3 | 3 | 9 | 9 | 9 | |
4 | 7 | 16 | 49 | 28 | |
Total | 8 | 14 | 26 | 74 | 41 |
(b)
Following table shows the calculations:
X | Y | X^2 | Y^2 | XY | |
4 | 1 | 16 | 1 | 4 | |
3 | 3 | 9 | 9 | 9 | |
7 | 4 | 49 | 16 | 28 | |
Total | 14 | 8 | 74 | 26 | 41 |
(c)
Yes
(d)
y'= 0.786*x+ 2.571
x = (y' - 2.571) / 0.786 = 0.1272*y' - 3.271
No
(e)
In general, switching x and y values produces the same least-squares equation.