sherlock holmes Question 2. A wealthy philanthropist well-known in London's high society was murdered in his home. Sherlock Holmes finds a blood-stained golf club in a dumpster 2 blocks from the philanthropist's home. The blood test measurement on the golf club blood has value -14.2. Use the least squares prediction equation to estimate the age of the person whose blood is on the golf club (use 2 decimal places).
Question 3. Help Holmes solve this murder mystery by calculating a 99% prediction interval for the age of the person whose blood is on the golf club (use 2 decimal places). lower bound of prediction interval_______________ upper bound of prediction interval_______________ Blood Test Measure Age in Years
http://www.webassign.net/userimages/blood%20test%20human%20age.xls?db=v4net&id=331902
We Fit the simple linear regression model using Excel
SUMMARY OUTPUT | ||||||||
Regression Statistics | ||||||||
Multiple R | 0.928555 | |||||||
R Square | 0.862215 | |||||||
Adjusted R Square | 0.861783 | |||||||
Standard Error | 8.441812 | |||||||
Observations | 321 | |||||||
ANOVA | ||||||||
df | SS | MS | F | Significance F | ||||
Regression | 1 | 142257.1 | 142257.1 | 1996.193 | 2.4E-139 | |||
Residual | 319 | 22733.28 | 71.26419 | |||||
Total | 320 | 164990.3 | ||||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | Lower 95.0% | Upper 95.0% | |
Intercept | -28.3431 | 1.625332 | -17.4384 | 2.67E-48 | -31.5409 | -25.1454 | -31.5409 | -25.1454 |
Blood Test Measure | -6.46363 | 0.144669 | -44.6788 | 2.4E-139 | -6.74825 | -6.179 | -6.74825 | -6.179 |
Here the model fitting good(as Pvalue <0.05).
Both coefficent are also significant( P Value <0.05)
So,
Model is
Age=-28.3431-6.46363*Test Value
Q2:
if Test Value=-14.2
Age=-28.3431-6.46363*-14.2=63.44045
Q3:
n | 321 |
df | 319 |
mean(x) | -10.7524 |
x0 | -14.2 |
Intercept | -28.3431 |
Slope | -6.46363 |
y_hat | 63.4404 |
Sres | 8.441812 |
SSx | 3405.031 |
se | 0.686126 |
t_Crit | 2.591329 |
Lower | 61.66242 |
Upper | 65.21838 |
Formula Sheet:
Blood Test Measure | Age in Years | ||||
-15.49 | 78.2 | n | =+COUNT(B2:B322) | ||
-11.04 | 51.3 | df | =+E2-2 | ||
-13.62 | 70.1 | mean(x) | =AVERAGE(A2:A322) | ||
-7.79 | 7.6 | x0 | =+-14.2 | ||
-14.84 | 77.9 | Intercept | =+INTERCEPT(B2:B322,A2:A322) | ||
-8.3 | 20.1 | Slope | =+SLOPE(B2:B322,A2:A322) | ||
-9.83 | 24.4 | y_hat | =+E6+E7*E5 | ||
-15.12 | 65.7 | Sres | =+STEYX(B2:B322,A2:A322) | ||
-13.31 | 55 | SSx | =+DEVSQ(A2:A322) | ||
-14.66 | 72.5 | se | =+E9*SQRT(1/E2+(E5-E4)^2/E10) | ||
-15.77 | 63 | t_Crit | =+TINV(0.01,E3) | ||
-15 | 64.7 | Lower | =+E8-E11*E12 | ||
-10.45 | 38.7 | Upper | =+E8+E12*E11 | ||
-7.68 | 26.1 | ||||
-15.93 | 76.2 |
lower bound of prediction interval___61.66____________ upper bound of prediction interval_______65.22________ Blood Test Measure | |
sherlock holmes Question 2. A wealthy philanthropist well-known in London's high society was murdered in his...