In: Statistics and Probability
Bighorn sheep are beautiful wild animals found throughout the western United States. Let x be the age of a bighorn sheep (in years), and let y be the mortality rate (percent that die) for this age group. For example, x = 1, y = 14 means that 14% of the bighorn sheep between 1 and 2 years old died. A random sample of Arizona bighorn sheep gave the following information:
x | 1 | 2 | 3 | 4 | 5 |
y | 14.4 | 18.9 | 14.4 | 19.6 | 20.0 |
Σx = 15; Σy = 87.3; Σx2 = 55; Σy2 = 1556.09; Σxy = 273.8
(b) Find the equation of the least-squares line. (Round your answers to two decimal places.)
ŷ = | + x |
(c) Find r. Find the coefficient of determination
r2. (Round your answers to three decimal
places.)
r = | |
r2 = |
b)
X | Y | XY | X² | Y² |
1 | 14.4 | 14.4 | 1 | 207.36 |
2 | 18.9 | 37.8 | 4 | 357.21 |
3 | 14.4 | 43.2 | 9 | 207.36 |
4 | 19.6 | 78.4 | 16 | 384.16 |
5 | 20 | 100 | 25 | 400 |
X | Y | XY | X² | Y² | |
total sum | 15.000 | 87.300 | 273.80 | 55.000 | 1556 |
mean | 3.0000 | 17.4600 |
sample size , n = 5
here, x̅ =Σx/n = 3.0000 , ȳ =
Σy/n = 17.46
SSxx = Σx² - (Σx)²/n = 10.000
SSxy= Σxy - (Σx*Σy)/n = 11.900
SSyy = Σy²-(Σy)²/n = 31.832
estimated slope , ß1 = SSxy/SSxx = 11.900
/ 10.000 = 1.1900
intercept, ß0 = y̅-ß1* x̄ =
13.8900
so, regression line is Ŷ =
13.89 + 1.19 *x
......................
c)
correlation coefficient , r = Sxy/√(Sx.Sy)
= 0.667
R² = (Sxy)²/(Sx.Sy) = 0.445