Find and Use an Exponential Model to Find Inputs and Outputs
Use Regression to Find and Use an Exponential Model to answer
the questions The numbers of polio cases in the world are
shown in the table for various years.
Year | Number of Polio Cases (thousands) |
---|---|
1988 | 350 |
1992 | 138 |
1996 | 33 |
2000 | 3 |
2005 | 3.2 |
2007 | 1.3 |
Let f(t)f(t) be the number of polio cases in the world t
years since 1980.
Use a graphing calculator to draw a scattergram of the data. Is it
better to model the data by using a linear or exponential model?
Select an answerExponentialLinear Find an equation of f.
Hint
f(t)=f(t)= (Round to 2 decimal places.)
The number of polio cases is Select an answerincreasingdecreasing
by Select an answer26%74%3701.26%370126% per year.
Predict the number of polio cases in 2018.
Hint (Round to the nearest whole number.)
Predict in which year there will be 1000 cases of polio.
Hint (Round to the nearest year.) Find the approximate half-life of
the number of polio cases. Hint
years (Round to one decimal place.)
Solution:
The scatter plot of the data is given below:
From the scatter plot we can see an exponential model will fit the data.
Now we fit an exponential regression model and obtain the following results:
Model Summary |
|||
R |
R Square |
Adjusted R Square |
Std. Error of the Estimate |
.970 |
.940 |
.925 |
.627 |
The independent variable is Year. |
ANOVA |
|||||
Sum of Squares |
df |
Mean Square |
F |
Sig. |
|
Regression |
24.801 |
1 |
24.801 |
63.048 |
.001 |
Residual |
1.573 |
4 |
.393 |
||
Total |
26.375 |
5 |
|||
The independent variable is Year. |
Coefficients |
|||||
Unstandardized Coefficients |
Standardized Coefficients |
t |
Sig. |
||
B |
Std. Error |
Beta |
|||
Year |
-.301 |
.038 |
-.970 |
-7.940 |
.001 |
(Constant) |
1.896E+262 |
1.435E+264 |
.013 |
.990 |
|
The dependent variable is ln(Number_of_Poliio_Case). |
The exponential regression model is given by:
where,
We put t = 2018 in the exponential fit to predict the number of polio cases in 2018:
So, the estimated number of polio cases in 2018 is = 0.03016843 thousand = 30.16843.
Now we want to find the year when the number of polio cases will be 1000.
We put to estimate t and obtain the following:
Hence year 2006.369 there will be 1000 polio cases.
We know 350/2 = 175.
We put to estimate half-life t and obtain the following:
Answer: The half life = 1989.21 year
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