Research Article
A Mobile Application for Easy Design and Testing of Algorithms to Monitor Physical Activity in the Workplace
Table 9
Base classifiers confusion matrices.
(a) DT |
| | Classified as | | Walking | Jogging | Upstairs | Downstairs | Sitting | Standing |
| Walking | 2742 | 15 | 84 | 68 | 1 | 0 | Jogging | 27 | 1674 | 18 | 5 | 0 | 0 | Upstairs | 75 | 32 | 524 | 112 | 0 | 0 | Downstairs | 80 | 7 | 96 | 432 | 3 | 0 | Sitting | 0 | 0 | 4 | 0 | 379 | 7 | Standing | 0 | 0 | 2 | 0 | 2 | 338 |
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|
(b) -NN |
| | Classified as | | Walking | Jogging | Upstairs | Downstairs | Sitting | Standing |
| Walking | 2890 | 2 | 14 | 4 | 0 | 0 | Jogging | 4 | 1710 | 7 | 3 | 0 | 0 | Upstairs | 54 | 14 | 635 | 40 | 0 | 0 | Downstairs | 63 | 2 | 38 | 515 | 0 | 0 | Sitting | 0 | 0 | 3 | 1 | 382 | 4 | Standing | 1 | 0 | 0 | 0 | 2 | 339 |
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|
(c) NN |
| | Classified as | | Walking | Jogging | Upstairs | Downstairs | Sitting | Standing |
| Walking | 2871 | 6 | 15 | 17 | 1 | 0 | Jogging | 12 | 1703 | 6 | 3 | 0 | 0 | Upstairs | 20 | 10 | 678 | 35 | 0 | 0 | Downstairs | 24 | 0 | 57 | 537 | 0 | 0 | Sitting | 0 | 0 | 1 | 1 | 383 | 5 | Standing | 0 | 0 | 0 | 0 | 3 | 339 |
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