The Scientific World Journal / 2014 / Article / Tab 3

Research Article

Identification of the Causative Disease of Intermittent Claudication through Walking Motion Analysis: Feature Analysis and Differentiation

Table 3

Classification results at every classifier.
(a) LDA (linear discriminant analysis)

Class of test dataNormalPADL5L4All

Success10810230
Failure323816

Total1310131046
Accuracy0.770.80.770.20.65

(b) Decision tree

Class of test dataNormalPADL5L4All

Success755118
Failure658928

Total1310131046
Accuracy0.540.50.380.10.39

(c) One-versus-one SVM (OVO)

Class of test dataNormalPADL5L4All

Success1289332
Failure124714

Total1310131046
Accuracy0.920.80.690.30.70

(d) One versus-the-rest SVM (OVR)

Class of test dataNormalPADL5L4All

Success1389131
Failure024915

Total1310131046
Accuracy10.80.690.10.67

(e) Presented SVM-based methodology

Class of test dataNormalPADL5L4All

Success11911738
Failure21238

Total1310131046
Accuracy0.850.90.850.70.83

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