Non-parametric probabilistic neural network: statistics summary of 100 repetitions
Samples
C1
C2
C3
C4
C5
C6
Training sample
Mean correct classification
98.91
92.45
87.30
80.95
74.42
59.50
Standard deviation
3.00
5.89
6.45
3.63
9.73
11.67
Coeff variation (%)
3.04
6.37
7.39
4.48
13.08
19.61
Minimum
84.61
73.33
72.41
70.69
47.62
37.04
Maximum
100.00
100.00
100.00
86.21
95.00
77.78
Range
15.38
26.67
27.58
15.52
47.38
40.74
Conf interv upper
99.76
94.12
89.13
81.98
77.19
62.82
Conf interv low
98.061
90.78
85.46
79.92
71.66
56.18
Validation sample
Mean correct classification
89.20
89.03
75.21
86.60
79.41
58.67
Standard deviation
6.41
6.42
6.41
6.67
3.49
10.47
Coeff variation (%)
7.19
8.30
12.99
7.70
4.39
17.80
Minimum
72.73
73.20
40.06
69.00
72.22
38.46
Maximum
100.00
100.00
94.12
96.70
86.79
78.57
Range
27.27
26.80
54.04
27.70
14.57
40.11
Conf interv upper
91.03
91.52
75.51
88.50
80.41
61.65
Conf interv low
87.38
89.02
67.15
84.70
78.43
59.60
Stability estimates and confidence intervals of the classification function were tested by 100 bootstrap repetitions with random selection of the replaced samples. The average correct classification was higher, and the function stable for C1, C2, C3, and C4, while C6 had large standard deviations and coefficients of variation during both training and validation. C: cluster
The authors declare that they have no conflicts of interest.
Ethical approval
The project “Neurophysiological findings in Attention Deficit Hyperactivity Disorder, a Pandora’s box with therapeutic implications” was reviewed and approved by the Ethics Committee of the Hospital Español de México (signed and sealed acceptance letter).
Consent to participate
Informed consent to participate in the study was obtained from all the participants/parents.
Consent to publication
Not applicable.
Availability of data and materials
The raw and analyzed EEG/ERP data and the neuropsychological scores are available on request to the corresponding author to all qualified investigators.
Open Exploration maintains a neutral stance on jurisdictional claims in published institutional affiliations and maps. All opinions expressed in this article are the personal views of the author(s) and do not represent the stance of the editorial team or the publisher.
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