Supervised Machine (SVM) Learning for Credit Card Fraud Detection
Journal Title: INTERNATIONAL JOURNAL OF ENGINEERING TRENDS AND TECHNOLOGY - Year 2014, Vol 8, Issue 3
Abstract
The growth of e commerce increases the money transaction via electronic network which is designed for hassle free fast & easy money transaction. The facility involves greater risk of misuse for fraud one of them is credit card fraud which can happen by many types as by stolen card, by INTERNET hackers who can hack your system & get important information about your card or by information leakage during the transaction. Several researchers have proposed their work for credit card fraud detection by characterizing the user spending profile. In this thesis we are proposing the SVM (Support Vector Machine) based method with multiple kernel involvement which also includes several fields of user profile instead of only spending profile. The simulation result shows improvement in TP (true positive), TN (true negative) rate, & also decreases the FP (false positive) & FN (false negative) rate.
Authors and Affiliations
Sitaram patel , Sunita Gond
An Empirical Data Cleaning Technique for CFDs
Data cleaning is a basic data preprocessing technique for before forwarding the data to data mining approach ,but it leads to an intresting research area in the field of data mining. Data cleaning is the process of...
Comparative Study of MAC Layer Protocols in Wireless Sensor Networks: A Survey
Wireless Sensor Networks (WSN) is the collection of many small size low cost, battery operated sensor nodes distributed over the targeted region to collect the information of interest. We can say these networks can be a...
Automatic Broken Track Detection Using LED-LDR Assembly
—In India rail transport occupies a prominent position in providing the necessary transport infrastructure to sustain needs of a rapidly growing economy. Today,India possesses the fourth largest railway network in...
A Strategic Review of Exploratory Testing Techniques
Building quality software is always an important part of SDLC stages. Testing builds a confidence to examine the quality of software developed. Exploratory testing requires the use of knowledge of the testers. There is a...
Hybrid Power Generation through combined solar – wind power and modified solar panel
All the natural wastage energies are used for production of Electricity. Thus, the Electrical Power or Electricity is available with a minimum cost and pollution free to anywhere in the world at all times. This p...