Investigation of Nonlinear Pupil Dynamics by Recurrence Quantification Analysis

Table 3

Classification of RP and HDO in light conditions.

RP versus HDO in light conditions	MLP		SVM
	Input indexes	Error	Input indexes	Error
3 inputs	MNF 𝐹Low  MNF𝑦	46.2%	RR MNF MNF𝑦	26.9%
4 inputs	Size MNF 𝐹Low  STD𝑥; RR DET 𝐹Low  STD𝑦	46.2%	RR MNF 𝐹Low  STD𝑥	34.6%
5 inputs	RR DET MNF 𝐹Low  STD𝑥	50%	DET MNF 𝐹Low  MNF𝑦  STD𝑦	34.6%

Set of input features (with 3, 4, or 5 inputs) providing best classification of RP and HDO in light.