Research Article

An Intelligent Parkinson’s Disease Diagnostic System Based on a Chaotic Bacterial Foraging Optimization Enhanced Fuzzy KNN Approach

Table 14

Detailed results of CBFO-FKNN with different values of C(i) on the two datasets.

C(i)Oxford datasetIstanbul dataset
ACCAUCSenSpecACCAUCSenSpec

0.050.95420.94170.96660.91670.82300.61800.96940.2667
(0.0370)(0.0774)(0.0356)(0.1620)(0.0636)(0.1150)(0.0413)(0.2108)
0.10.96970.97810.96870.98750.80540.59460.95590.2333
(0.0351)(0.0253)(0.0432)(0.0395)(0.0414)(0.0746)(0.0297)(0.1405)
0.150.94890.94790.93580.96000.81550.60740.96480.2500
(0.0629)(0.0609)(0.1158)(0.0843)(0.0669)(0.1204)(0.0450)(0.2257)
0.20.95890.94660.96000.93330.83680.65120.96910.3333
(0.0469)(0.0860)(0.0555)(0.1610)(0.0283)(0.0698)(0.0360)(0.1571)
0.250.95870.94590.96690.92500.82570.63850.96030.3167
(0.0536)(0.0901)(0.0459)(0.1687)(0.0770)(0.1560)(0.0328)(0.2987)
0.30.96390.96890.96700.97080.80900.61650.94780.2833
(0.0352)(0.0308)(0.0454)(0.0623)(0.0439)(0.1112)(0.0534)(0.2491)