Research Article
Effective Heart Disease Detection Based on Quantitative Computerized Traditional Chinese Medicine Using Representation Based Classifiers
Table 2
Comprehensive HD detection results using 11 classifiers.
| | Block combination | ACC | SEN | SPC |
| | | -NN |
| | FHB | 80.45% | 67.56% | 93.33% | | LCB | 81.27% | 68.11% | 94.43% | | NBB | 76.80% | 63.99% | 89.62% | | FHB + LCB | 81.89% | 69.69% | 94.09% | | FHB + NBB | 81.72% | 71.27% | 92.16% | | LCB + NBB | 80.89% | 69.69% | 92.10% | | FHB + LCB + NBB | 83.13% | 72.30% | 93.95% |
| | | SVM |
| | FHB | 83.71% | 75.74% | 91.68% | | LCB | 84.36% | 76.01% | 92.71% | | NBB | 79.11% | 69.83% | 88.38% | | FHB + LCB | 87.32% | 82.47% | 92.16% | | FHB + NBB | 85.26% | 80.07% | 90.45% | | LCB + NBB | 85.33% | 78.28% | 92.37% | | FHB + LCB + NBB | 87.66% | 83.78% | 91.55% |
| | | SRC |
| | FHB | 79.76% | 77.18% | 82.34% | | LCB | 81.24% | 77.73% | 84.74% | | NBB | 72.44% | 69.62% | 75.26% | | FHB + LCB | 84.12% | 81.44% | 86.80% | | FHB + NBB | 82.37% | 78.35% | 86.39% | | LCB + NBB | 82.92% | 79.31% | 86.53% | | FHB + LCB + NBB | 85.09% | 79.52% | 90.65% |
| | | DL with SRC |
| | FHB | 75.74% | 64.88% | 86.60% | | LCB | 76.22% | 62.75% | 89.69% | | NBB | 78.63% | 68.45% | 88.80% | | FHB + LCB | 76.77% | 66.39% | 87.15% | | FHB + NBB | 82.54% | 73.13% | 91.96% | | LCB + NBB | 82.85% | 73.47% | 92.23% | | FHB + LCB + NBB | 83.54% | 76.49% | 90.58% |
| | | ProCRC |
| | FHB | 83.57% | 73.61% | 93.54% | | LCB | 84.30% | 73.75% | 94.85% | | NBB | 78.08% | 63.71% | 92.44% | | FHB + LCB | 87.11% | 82.06% | 92.16% | | FHB + NBB | 85.74% | 79.73% | 91.75% | | LCB + NBB | 85.43% | 78.42% | 92.44% | | FHB + LCB + NBB | 88.01% | 84.95% | 91.07% |
| | | CRC |
| | FHB | 78.76% | 59.04% | 98.49% | | LCB | 78.97% | 59.86% | 98.08% | | NBB | 76.19% | 59.86% | 92.51% | | FHB + LCB | 82.51% | 67.42% | 97.59% | | FHB + NBB | 82.65% | 69.48% | 95.81% | | LCB + NBB | 81.68% | 68.45% | 94.91% | | FHB + LCB + NBB | 84.43% | 72.23% | 96.63% |
| | | Softmax |
| | FHB | 83.68% | 90.09% | 79.15% | | LCB | 84.30% | 91.48% | 79.40% | | NBB | 78.97% | 85.71% | 74.48% | | FHB + LCB | 87.39% | 91.14% | 84.41% | | FHB + NBB | 85.15% | 89.25% | 81.92% | | LCB + NBB | 84.88% | 89.67% | 81.22% | | FHB + LCB + NBB | 87.39% | 90.30% | 85.00% |
| | | Decision Tree |
| | FHB | 78.21% | 76.63% | 79.79% | | LCB | 79.97% | 78.76% | 81.17% | | NBB | 73.61% | 72.65% | 74.57% | | FHB + LCB | 83.30% | 81.44% | 85.15% | | FHB + NBB | 80.86% | 78.56% | 83.16% | | LCB + NBB | 81.65% | 79.79% | 83.51% | | FHB + LCB + NBB | 81.58% | 80.34% | 82.82% |
| | | AdaBoost |
| | FHB | 83.40% | 76.29% | 90.52% | | LCB | 83.81% | 76.70% | 90.93% | | NBB | 79.97% | 74.23% | 85.70% | | FHB + LCB | 86.53% | 84.81% | 88.25% | | FHB + NBB | 84.40% | 81.92% | 86.87% | | LCB + NBB | 84.57% | 80.27% | 88.87% | | FHB + LCB + NBB | 86.56% | 84.60% | 88.52% |
| | | LogitBoost |
| | FHB | 83.40% | 76.29% | 90.52% | | LCB | 84.40% | 79.59% | 89.21% | | NBB | 79.90% | 74.23% | 85.57% | | FHB + LCB | 87.08% | 84.47% | 89.69% | | FHB + NBB | 84.78% | 83.92% | 85.64% | | LCB + NBB | 84.91% | 81.10% | 88.73% | | FHB + LCB + NBB | 87.70% | 85.29% | 90.10% |
| | | Gentle Boost |
| | FHB | 83.26% | 76.43% | 90.10% | | LCB | 83.81% | 79.52% | 88.11% | | NBB | 79.97% | 73.75% | 86.19% | | FHB + LCB | 87.04% | 85.02% | 89.07% | | FHB + NBB | 84.67% | 84.12% | 85.22% | | LCB + NBB | 85.02% | 81.37% | 88.66% | | FHB + LCB + NBB | 87.08% | 84.26% | 89.90% |
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