Credit Card Fraud Detection using Hidden Markov Model

Interesting mechanism for detecting credit card fraud using hidden Markov model is described in IEEE Transactions on Dependable and Secure Computing, September 2007, (here). In conclusion, it says:

In this paper, we have proposed an application of Hidden Markov Model in credit card fraud detection. The different steps in credit card transaction processing are represented as the underlying stochastic process of an HMM. We have used the ranges of transaction amount as the observation symbols, while the types of item have been considered to be states of the HMM. We have suggested a method for finding the spending profile of cardholders as well as application of this knowledge in deciding the value of observation symbols and initial estimate of the model parameters. It has also been explained how the HMM can detect whether an incoming transaction is fraudulent or not. Experimental results show the performance and effectiveness of our system and demonstrate the usefulness of learning the spending profile of the cardholders. Comparative studies reveal that the Accuracy of the system is close to 80% over a wide variation in the input data. The system is also scalable for handling large volumes of transactions.

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Chief Security Officer, University Lecturer, Entrepreneur, Security Researcher, Security Architect & Adviser, Software Development Manager. More info about Dragan Pleskonjic.
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18 Responses to Credit Card Fraud Detection using Hidden Markov Model

  1. amit says:

    sir.i m engg.student ,i donot hv any pdf files in creadit card fraud detection using hmm so so i request to u that u will send me some pdf and document @ this.

  2. krish says:

    i’m a engg student…its my 2 nd yr project…i dont hve enough detail abt credit card fraud detection using HMM…could u plz gve som basic idea abt tat project

  3. Selva says:

    Helllo sir, i’ve selected this paper as my final semester project, i’m doing MCA. i need ur guidance in doing this paper! help me

  4. ruby says:

    i am a final year engg student doing cse i have chosen this paper as my final year project so could u help me with this topic and send me more details regarding this.

  5. I’m sorry, but I can’t help. To obtain paper I mentioned above, you need to ask authors of paper or IEEE, not me.

  6. siva says:

    hello sir i’ve selected this paper in my project.i need ur guidence in doing this paper

  7. muthu says:

    sir i am final year student i need credit card fraud detection using hidden markov model
    send modules
    and project coding

  8. raj says:

    hi sir.. i need credit card fraud detection using hidden markov model project modules details.. am a final year year BE student.. just tell modules and it details in ms word format

  9. Priya says:

    hello sir, i am doing this credit card fraud detection using hmm as my final yr proj. so can u say me what are the problems faced in this model.. send me module details

  10. sijas says:

    hello sir,i am doing my project as credit card fraud detection
    using HMM.Can u send me what r the modules,problems faced in this module.

  11. maddy says:

    please send me report for credit card fraud detection sir

  12. Suresh K says:

    sir
    I’m doing MCA final year, i need total project details about “Credit Card Fraud Detection using Hidden Markov Model”

    Thanking you
    Suresh.K
    ksuresh.susi@gmail.com

  13. mahesh says:

    sir can u plz send me the description on this topic of credit card fraud detection usng hmm as it is my final yr proj for eng..

  14. priya says:

    sir, i’m had choosen this project as my final yr project. so i need ur guidence and support. plz send me the details and materials plzz….

  15. eshwar says:

    sir iam a mtech student i have selected this topic for seminar.

  16. Nagaraju says:

    Sir i’m studying B.tech fial year. I’m doing project on Credit Cartd fraud detecion using HMM. I don’t have a source code for this project, so plz send me a source code for Credit Cartd fraud detecion using HMM.

  17. Akshaya says:

    Hi sir, i had chosen this topic “Credit Card Fraud Detection using HMM” as my final yr project. so i need ur guidence and support. Could u plz send me the details about the modules and materials plz…..

  18. swetha says:

    sir i hav choosen dis paper as my final yr project can u plz help how to start dis project and wat r screen shots for dis project

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