A rabbit matures at 6 months, and has a gestation period of 30 days (call it one month) with a 4 week time lapse after birth to become fertile again (call it one month). We will assume that we start with one breeding pair of rabbits and that each litter contains 10 rabbits, half of which are female. Such a population of rabbits increases as shown in the table below. Month: 0 1 2 3 4 5 6 7 8 9 10 11 12 Population: 2 12 12 22 22 32 32 92 92 202 202 362 362 14. How would you make a decision about which type of function to use to model a population such as this population of rabbits?
exponential regression
y = a b^x
ln y = ln a + x ln b
running regression of ln y on x
Month | Population | ln y |
0 | 2 | 0.693147 |
1 | 12 | 2.484907 |
2 | 12 | 2.484907 |
3 | 22 | 3.091042 |
4 | 22 | 3.091042 |
5 | 32 | 3.465736 |
6 | 32 | 3.465736 |
7 | 92 | 4.521789 |
8 | 92 | 4.521789 |
9 | 202 | 5.308268 |
10 | 202 | 5.308268 |
11 | 362 | 5.891644 |
12 | 362 | 5.891644 |
SUMMARY OUTPUT | |||||
Regression Statistics | |||||
Multiple R | 0.970939707 | ||||
R Square | 0.942723915 | ||||
Adjusted R Square | 0.937516998 | ||||
Standard Error | 0.386101875 | ||||
Observations | 13 | ||||
ANOVA | |||||
df | SS | MS | F | Significance F | |
Regression | 1 | 26.99029948 | 26.99029948 | 181.0522313 | 3.55662E-08 |
Residual | 11 | 1.639821239 | 0.149074658 | ||
Total | 12 | 28.63012072 | |||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | |
Intercept | 1.55249915 | 0.202372371 | 7.671497571 | 9.70982E-06 | 1.107080565 |
Month | 0.385095246 | 0.028619775 | 13.45556507 | 3.55662E-08 | 0.322103546 |
ln y = 1.5525 + 0.3851 x
y = e^(1.5525 + 0.3851 x)
= 4.723263 * 1.46975 ^x
A rabbit matures at 6 months, and has a gestation period of 30 days (call it one month) with a 4 week time lapse after b...
A rabbit matures at 6 months, and has a gestation period of 30 days (call it one month) with a 4 week time lapse after birth to become fertile again (call it one month). We will assume that we start with one breeding pair of rabbits and that each litter contains 10 rabbits, half of which are female. Such a population of rabbits increases as shown in the table below. Month: 0 1 2 3 4 5 6 7 8...
A rabbit matures at 6 months, and has a gestation period of 30 days (call it one month) with a 4 week time lapse after birth to become fertile again (call it one month). We will assume that we start with one breeding pair of rabbits and that each litter contains 10 rabbits, half of which are female. Such a population of rabbits increases as shown in the table below. Month: 0 1 2 3 4 5 6 7 8...
A rabbit matures at 6 months, and has a gestation period of 30 days (call it one month) with a 4 week time lapse after birth to become fertile again (call it one month). We will assume that we start with one breeding pair of rabbits and that each litter contains 10 rabbits, half of which are female. Such a population of rabbits increases as shown in the table below. Month: 0 1 2 3 4 5 6 7 8...
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