Credit Card Fraud Detection Using a New Hybrid Machine Learning Architecture
نویسندگان
چکیده
The negative effect of financial crimes on institutions has grown dramatically over the years. To detect such as credit card fraud, several single and hybrid machine learning approaches have been used. However, these significant limitations no further investigation different algorithms for a given dataset were studied. This research proposes investigates seven models to fraudulent activities with real word dataset. developed consisted two phases, state-of-the-art used first then, methods constructed based best algorithm from phase. Our findings indicated that model Adaboost + LGBM is champion it displayed highest performance. Future studies should focus studying types hybridization in domain.
منابع مشابه
A Novel Machine Learning Approach to Credit Card Fraud Detection
The use of credit cards is of paramount importance in improving the economic strength of any nation, however, fraudulent activities associated with it is of great concern. When fraud occurs on credit cards, the negative impact is huge as the financial loss experienced cuts across all the parties involved. This paper provides a proactive measure at detecting fraudulent activities regarding the c...
متن کاملA Novel Machine Learning Approach to Credit Card Fraud Detection
The use of credit cards is of paramount importance in improving the economic strength of any nation, however, fraudulent activities associated with it is of great concern. When fraud occurs on credit cards, the negative impact is huge as the financial loss experienced cuts across all the parties involved. This paper provides a proactive measure at detecting fraudulent activities regarding the c...
متن کاملA Novel Machine Learning Approach to Credit Card Fraud Detection
The use of credit cards is of paramount importance in improving the economic strength of any nation, however, fraudulent activities associated with it is of great concern. When fraud occurs on credit cards, the negative impact is huge as the financial loss experienced cuts across all the parties involved. This paper provides a proactive measure at detecting fraudulent activities regarding the c...
متن کاملA Novel Machine Learning Approach to Credit Card Fraud Detection
The use of credit cards is of paramount importance in improving the economic strength of any nation, however, fraudulent activities associated with it is of great concern. When fraud occurs on credit cards, the negative impact is huge as the financial loss experienced cuts across all the parties involved. This paper provides a proactive measure at detecting fraudulent activities regarding the c...
متن کاملA Novel Machine Learning Approach to Credit Card Fraud Detection
The use of credit cards is of paramount importance in improving the economic strength of any nation, however, fraudulent activities associated with it is of great concern. When fraud occurs on credit cards, the negative impact is huge as the financial loss experienced cuts across all the parties involved. This paper provides a proactive measure at detecting fraudulent activities regarding the c...
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ژورنال
عنوان ژورنال: Mathematics
سال: 2022
ISSN: ['2227-7390']
DOI: https://doi.org/10.3390/math10091480