Research Article
A Novel Method for Air Quality Data Imputation by Nuclear Norm Minimization
| Statistics | Percentage of missing values | 10% | 20% | 30% | 40% | 50% |
| Number of valid values | 9043 | 8056 | 7058 | 6010 | 4989 | Number of missing values | 989 | 1976 | 2974 | 4022 | 5043 | Mean | 128.62 | 128.08 | 128.23 | 127.63 | 128.20 | Standard deviation | 69.69 | 69.72 | 69.54 | 69.39 | 69.42 | Skewness | 0.2581 | 0.2611 | 0.2477 | 0.2467 | 0.2448 | Kurtosis | 2.4551 | 2.4469 | 2.4409 | 2.4347 | 2.4372 | Range | 338 | 338 | 338 | 338 | 338 | Maximum value | 348 | 348 | 348 | 348 | 348 | Minimum value | 10 | 10 | 10 | 10 | 10 |
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