Data Preprocessing Approach for Removal of Direct and Indirect Discrimination

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Provided by: International Journal of Advanced Research in Computer and Communication Engineering (IJARCCE)
Topic: Data Management
Format: PDF
Data mining is an important technology for extract the useful knowledge hidden in large collection of data. Automated data collection and data mining techniques such as classification rule mining have proved the way to making automated decisions, like loan granting, insurance premium computation, etc. If the training dataset is biased in what regards sensitive attributes like gender, race, religion, color, etc.,. For this reason, anti-discrimination techniques including discrimination discovery and prevention have been introduced in data mining.
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