Trigonometric Regression for Analysis of Public Health Surveillance Data
Table 5
Simulation results for E. coli O157:H7 infection outbreaks assuming a negative binomial model for the entire state with overdispersion parameter , , or .
Pertussis-like outbreak
Overdispersion
Overdispersion
Overdispersion
Size ()
Duration (2)
Signature4
Time
POD1
CED2
FPR3
POD1
CED2
FPR3
POD1
CED2
FPR3
5
4
(3, 5, 5, 3): 16
Trough
0.579
1.338
1.287
0.591
1.362
2.476
0.626
1.421
4.186
5
5
(2, 4, 5, 4, 2): 17
Trough
0.518
1.453
1.273
0.570
1.566
2.404
0.632
1.688
4.127
5
6
(1, 3, 5, 5, 3, 1): 18
Trough
0.652
2.024
1.255
0.687
2.099
2.428
0.723
2.127
4.069
10
4
(5, 10, 10, 5): 30
Trough
1.000
1.771
1.306
0.999
1.764
2.460
0.997
1.773
4.220
10
5
(4, 7, 10, 7, 4): 32
Trough
0.996
2.252
1.290
0.994
2.232
2.435
0.988
2.229
4.146
10
6
(4, 7, 10, 10, 7, 4): 42
Trough
1.000
2.244
1.255
1.000
2.259
2.393
0.999
2.256
4.078
10
4
(5, 10, 10, 5): 30
Mid
0.957
1.863
1.269
0.943
1.831
2.434
0.919
1.809
4.099
10
5
(4, 7, 10, 7, 4): 32
Mid
0.915
2.249
1.260
0.909
2.203
2.358
0.892
2.144
4.046
10
6
(4, 7, 10, 10, 7, 4): 42
Mid
0.977
2.519
1.229
0.970
2.470
2.339
0.958
2.433
3.972
20
4
(10, 20, 20, 10): 60
Mid
1.000
1.248
1.271
1.000
1.305
2.387
1.000
1.367
4.127
20
5
(7, 14, 20, 14, 7): 62
Mid
1.000
1.622
1.255
1.000
1.639
2.333
1.000
1.689
4.018
20
6
(7, 14, 20, 20, 14, 7): 82
Mid
1.000
1.620
1.221
1.000
1.650
2.344
1.000
1.678
3.950
10
4
(5, 10, 10, 5): 30
Peak
0.701
1.542
1.237
0.736
1.585
2.327
0.749
1.571
4.006
10
5
(4, 7, 10, 7, 4): 32
Peak
0.682
1.845
1.180
0.726
1.887
2.263
0.762
1.914
3.827
10
6
(4, 7, 10, 10, 7, 4): 42
Peak
0.799
2.375
1.152
0.834
2.398
2.196
0.856
2.339
3.734
20
4
(10, 20, 20, 10): 60
Peak
0.999
1.599
1.222
0.998
1.624
2.331
0.991
1.672
3.980
20
5
(7, 14, 20, 14, 7): 62
Peak
0.996
2.061
1.187
0.991
2.055
2.261
0.980
2.061
3.850
20
6
(7, 14, 20, 20, 14, 7): 82
peak
1.000
2.083
1.142
1.000
2.107
2.190
0.996
2.126
3.732
Probability of detection (POD) per “outbreak.”
2Conditional expected delay (CED) per “detected outbreaks.”
3False-positive rate in terms of false-positive signals per year.
4The signature is the number of cases in each week during the outbreak, along with the total number of cases.