Infer Location from Activity

Let’s say you are developing a fraud detection system for Bank of America.

The system monitors credit card activities and flags a transaction as suspicious if it happened in a place other than where a person lived.

For that system to work, you need to identify where a person lived based on their credit card activity. How would you infer a customer’s location from their purchases?