Combining association rules mining with complex networks to monitor coupled risks

•Association rules mining is combined with complex network to perform risk analysis.•An improved Apriori algorithm is developed to unearth abnormal monitoring types.•CN is used to reveal coupled relationships between abnormal monitoring types.•Coupled risks are analyzed using a large monitoring dataset.•The new approach for risk management is applied in a real subway project.