Research Article

Time Series Outlier Detection Based on Sliding Window Prediction

Table 2

Statistical analysis of one-sided methods with different parameters of HYK station.

ParametersWater level Daily flow
(5, 0.95)(6, 0.95)(6, 0.96)(7, 0.95)(5, 0.95)(5, 0.96)(6, 0.96)(5, 0.97)

TP1214121115161413
TN713713711712707710708709
FP22435243
FN31343245
Sensitivity80.00%93.33%80.00%73.33%83.33%88.89%77.78%72.22%
Specificity99.72%99.72%99.44%99.58%99.30%99.72%99.44%99.58%
PPV85.71%87.50%75.00%78.57%75.00%88.89%77.78%81.25%
NPV99.58%99.86%99.58%99.44%99.58%99.72%99.44%99.30%