Optimization of SVM Parameters with Hybrid CS-PSO Algorithms for Parkinson’s Disease in LabVIEW Environment

Table 1

Attributes of used data.

Number	Attributes	Information
1	MDVP:Fo (Hz)	Average vocal fundamental frequency
2	MDVP:Fhi (Hz)	Maximum vocal fundamental frequency
3	MDVP:Flo (Hz)	Minimum vocal fundamental frequency
4	MDVP:Jitter (%)	Several measures of variation in the fundamental frequency
5	MDVP:Jitter (Abs)
6	MDVP:RAP
7	MDVP:PPQ
8	Jitter:DDP
9	MDVP:Shimmer	Several measures of variation in amplitude
10	MDVP:Shimmer (dB)
11	Shimmer:APQ3
12	Shimmer:APQ5
13	MDVP:APQ
14	Shimmer:DDA
15	NHR	Two measures of ratio of noise-to-tonal components in the voice status
16	HNR
17	RPDE	Two nonlinear dynamic complexity measures
18	D2
19	DFA	Signal fractal scaling exponent
20	Spread1	Three nonlinear measures of the fundamental frequency variation
21	Spread2
22	PPE