Multilevel Anti Discrimination and Privacy Preservation Correlativity

Abstract

In the fast growing technology, most organizations will need to reveal their crucial data which includes the sensitive information that discloses one’s identity during their business analytics and to provide services. To limit the access to such sensitive data, various privacy preservation techniques are applied based on the level of priority assumed. The multilevel privacy preserved discrimination free data transmission deals with the correlation of discrimination prevention and privacy preservation. By applying appropriate privacy preservation techniques, it can be shown that the discrimination prevention can be easily accomplished along with secure transmission of data to different levels of users. On the basis of sociological aspect, discrimination is the unfair treatment of an individual or group based on their membership on a particular category. So, the decision attribute that leads to discrimination needs to be hided or transformed. The unified discrimination prevention method is available which avoids both direct and indirect discrimination simultaneously or both at the same time. Although discriminatory biases are eliminated, it results in huge data loss which drops down the data transmission efficiency. The data quality is much preserved since encryption technique is included. The proposed system is dynamic in nature and can be implemented in any organization. The experimental evaluation aids us to conclude that the proposed work is efficient for data transmission without discrimination and with maximum privacy preservation.
DOI: 10.17762/ijritcc2321-8169.150708