Research Article
Can a Smartphone Diagnose Parkinson Disease? A Deep Neural Network Method and Telediagnosis System Implementation
Table 8
Performance indexes of comparative classifiers without SAE on Istanbul Dataset (average values of 10 runs).
| Performance indexes | Classifiers | KELM | LSVM | MSVM | RSVM | CART | KNN | LDA | NB |
| SAE 10-8 | Specificity | 0.4474 | 0.7445 | 0.6667 | 0.8429 | 0.3684 | 0.8000 | 0.8904 | 0.8807 | Sensitivity | 0.8692 | 0.3548 | 0.9149 | 0.5714 | 0.9799 | 0.9412 | 0.8000 | 0.6949 | -score | 0.8561 | 0.2857 | 0.9247 | 0.4848 | 0.9511 | 0.9600 | 0.8492 | 0.7257 | MCC | 0.3297 | 0.0864 | 0.5577 | 0.369 | 0.4662 | 0.6391 | 0.6845 | 0.5884 |
| SAE 10-7 | Specificity | 0.9551 | 0.9259 | 0.8046 | 0.5263 | 0.9231 | 0.9537 | 0.886 | 0.8193 | Sensitivity | 0.6203 | 0.4368 | 0.963 | 0.8389 | 0.9052 | 0.9000 | 0.7222 | 0.8235 | -score | 0.7424 | 0.5802 | 0.8864 | 0.8834 | 0.9333 | 0.9076 | 0.7358 | 0.8235 | MCC | 0.6179 | 0.4122 | 0.7737 | 0.2879 | 0.8021 | 0.8569 | 0.6144 | 0.6428 |
| SAE 10-6 | Specificity | 0.7958 | 0.2545 | 0.9714 | 0.8397 | 0.9593 | 0.9275 | 0.8875 | 0.8293 | Sensitivity | 0.2692 | 0.8761 | 0.7302 | 0.3333 | 0.800 | 0.9394 | 0.8068 | 0.7778 | -score | 0.2258 | 0.7826 | 0.8214 | 0.1951 | 0.8372 | 0.9442 | 0.8452 | 0.6931 | MCC | 0.0573 | 0.1645 | 0.7473 | 0.1179 | 0.7829 | 0.8651 | 0.6943 | 0.5703 |
| SAE 9-8 | Specificity | 0.9848 | 0.6842 | 0.9107 | 0.0909 | 0.9595 | 0.9375 | 0.9778 | 0.9067 | Sensitivity | 0.0278 | 0.6712 | 0.8661 | 0.9110 | 0.5500 | 0.9318 | 0.7886 | 0.1111 | -score | 0.0513 | 0.6447 | 0.9065 | 0.8896 | 0.5946 | 0.9371 | 0.8778 | 0.1176 | MCC | 0.0391 | 0.3530 | 0.7498 | 0.0022 | 0.5471 | 0.8689 | 0.6884 | 0.0187 |
| SAE 9-7 | Specificity | 0.8874 | 0.5326 | 0.9063 | 0.8584 | 0.9478 | 0.9263 | 0.783 | 0.4706 | Sensitivity | 0.0588 | 0.8421 | 0.8750 | 0.6545 | 0.7647 | 0.9589 | 0.9355 | 0.8543 | -score | 0.0571 | 0.6995 | 0.9225 | 0.6729 | 0.7761 | 0.9333 | 0.8112 | 0.8927 | MCC | −0.0524 | 0.3878 | 0.688 | 0.5207 | 0.7205 | 0.8807 | 0.6939 | 0.2558 |
| SAE 9-6 | Specificity | 0.2778 | 0.7050 | 0.9764 | 0.7265 | 0.9833 | 0.9469 | 0.8257 | 1 | Sensitivity | 0.9133 | 0.5172 | 0.5854 | 0.9804 | 0.8704 | 0.9091 | 0.8814 | 0.6517 | -score | 0.9133 | 0.3529 | 0.7059 | 0.7519 | 0.9261 | 0.9009 | 0.8000 | 0.7891 | MCC | 0.1911 | 0.1782 | 0.657 | 0.6502 | 0.8252 | 0.8521 | 0.6832 | 0.6841 |
| SAE 8-8 | Specificity | 0.7956 | 0.6964 | 0.8909 | 0.8500 | 0.65 | 0.9845 | 0.5714 | 0.7538 | Sensitivity | 0.6129 | 0.6429 | 0.3333 | 0.7813 | 0.9459 | 0.7949 | 0.9098 | 0.8544 | -score | 0.4872 | 0.5714 | 0.0909 | 0.8547 | 0.9492 | 0.8611 | 0.8996 | 0.8502 | MCC | 0.3530 | 0.3244 | 0.0938 | 0.5572 | 0.5836 | 0.8282 | 0.4977 | 0.6100 |
| SAE 8-7 | Specificity | 0.7830 | 0.8455 | 0.7273 | 0.947 | 0.9292 | 0.9130 | 0.6792 | 0.9766 | Sensitivity | 0.9355 | 0.2222 | 0.9111 | 0.2500 | 0.8727 | 0.9508 | 0.9217 | 0.3000 | -score | 0.8112 | 0.2703 | 0.9213 | 0.3462 | 0.8649 | 0.9587 | 0.8908 | 0.4364 | MCC | 0.6939 | 0.0794 | 0.6181 | 0.2753 | 0.7983 | 0.8527 | 0.6307 | 0.4131 |
| SAE 8-6 | Specificity | 0.9813 | 0.4468 | 0.9894 | 0.8165 | 0.9826 | 0.9048 | 0.8397 | 0.7300 | Sensitivity | 0.4262 | 0.7603 | 0.7297 | 0.7627 | 0.7358 | 0.9841 | 0.8333 | 0.9412 | -score | 0.5843 | 0.7699 | 0.8372 | 0.7258 | 0.8298 | 0.9185 | 0.4255 | 0.8050 | MCC | 0.5259 | 0.2034 | 0.7608 | 0.5677 | 0.7773 | 0.8696 | 0.4268 | 0.6612 |
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