数据更正精确度

${\text{Precision}}_{\text{data}}=\frac{算法做出正确修改的记录数量}{异常值更正算法修改的记录数量}$

数据更正召回率

${\text{Recall}}_{\text{data}}=\frac{算法做出正确修改的记录数量}{领域专家给出的错误记录总数}$

数据f1-score

$\text{f}1{\text{score}}_{\text{data}}=\frac{2{\text{Precision}}_{\text{data}}\ast {\text{Recall}}_{\text{data}}}{{\text{Precision}}_{\text{data}}+{\text{Recall}}_{\text{data}}}$

综合f1-score

$\text{f}1{\text{score}}_{\text{total}}=\frac{1}{2}\left(\text{f}1{\text{score}}_{\text{data}}+\text{f}1{\text{score}}_{\text{rule}}\right)$