Identifying suspicious groups of affiliated-transaction-based tax evasion in big data.

•A hybrid method for detecting affiliated transaction-based tax evasion.•The method relies on both structural and business characteristics of evasion.•Implementation and performance evaluation based on a real-world big dataset.•Advanced detection accuracy and generality showed through comparison.