an improved location based authentication system for detecting fraudulent transactions committed by means of misuse of payment cards is disclosed . the improved lba system performs a series of transaction analysis and generates a fraud - score which provides an indication as whether to authorize an attempted transaction . the system is designed to increase profitability of credit card companies by reducing the accumulated losses due to fraud . in one embodiment , the system detects fraud by analyzing the behavior patterns of card holders and merchants .