Table 3. Percentage of decisions classified correctly by personalized (subject-dependent) and generalized (subject-independent) models.
| # of Activity Classes Model Type |
7 Activity Classes | 9 Activity Classes | |||
|---|---|---|---|---|---|
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| |||||
| Personalized | Generalized | Personalized | Generalized | ||
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| 1 | Lying down | 93 | 88 | 95 | 91 |
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| 2 | Sit | 91 | 82 | 63 | 65 |
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| 3 | Sit & fidget | 63 | 57 | ||
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| 4 | Stand | 96 | 86 | 79 | 73 |
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| 5 | Stand & fidget | 79 | 71 | ||
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| 6 | Stand & play Wii | 94 | 88 | 95 | 93 |
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| 7 | Slow walk | 95 | 84 | 94 | 84 |
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| 8 | Brisk walk | 93 | 68 | 93 | 72 |
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| 9 | Run | 96 | 82 | 96 | 82 |
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| Overall Accuracy | 94 | 83 | 84 | 76 | |