Research Article
A Novel Benchmark Dataset for COVID-19 Detection during Third Wave in Pakistan
Table 1
List of various approaches to diagnose COVID-19.
| Ref. | Dataset source | No. of cases | No. of features | ML model | Highest accuracy (%) | Model AUC score (%) |
| [42] | Hospital Israelita Albert Einstein | 56, 44, 559 | 24 | MLP, SVM, DT, NB | 95 | - | [43] | Three open-source datasets | 279, 1624, 600 | 15, 34, 19 | Extremely randomized trees (ET) | 92 | 85.10 | [44] | 18 hospitals from Zhejiang, China | 914 | 10 | LR, SVM, DT, RF, RL | — | 97 | [45] | Tongji Hospital, China | 413 | 42 | XGB | — | — | [46] | West China Hospital, China | 620 | 9 | LR | — | — | [47] | 11 regions in China | 659 | 19 | DT | 89 | 88 | [48] | SMART hospitals | — | — | NB, RF, SVM | 93.33 | — |
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