human/type 14 strain SF 765model data [1]
| Dose |
Infected |
Non-infected |
Total |
| 0.5 |
1 |
8 |
9 |
| 1.5 |
4 |
6 |
10 |
| 5 |
4 |
6 |
10 |
| 15 |
6 |
4 |
10 |
| 150 |
27 |
13 |
40 |
| 300 |
10 |
2 |
12 |
|
Goodness of fit and model selection
| Model |
Deviance |
Δ |
Degrees
of freedom |
χ20.95,1
p-value |
χ20.95,m-k
p-value |
| Exponential |
51.8 |
50.2 |
5 |
3.84
1.42e-12 |
11.1
5.8e-10 |
| Beta Poisson |
1.68 |
4 |
9.49
0.794 |
| Beta-Poisson fits better than exponential; cannot reject good fit for beta-Poisson. |
|
Optimized parameters for the beta-Poisson model, from 10000 bootstrap iterations
| Parameter |
MLE estimate |
Percentiles |
| 0.5% |
2.5% |
5% |
95% |
97.5% |
99.5% |
| α |
2.01E-01 |
7.76E-02 |
1.07E-01 |
1.22E-01 |
3.36E-01 |
3.69E-01 |
4.61E-01 |
| N50 |
9.22E+00 |
1.41E+00 |
2.57E+00 |
3.40E+00 |
2.47E+01 |
3.14E+01 |
5.26E+01 |
|

Parameter scatter plot for beta Poisson model ellipses signify the 0.9, 0.95 and 0.99 confidence of the parameters.

beta Poisson model plot, with confidence bounds around optimized model
References