Privacy Preserving Data Mining using Jaya based Genetic Algorithm

Main Article Content

Srutipragyan Swain, Prasant Kumar Pattnaik, Banchhanidhi Dash

Abstract

Privacy protection has emerged as a key concern in the field of data mining because of the rise in the sharing of sensitive data across networks among organizations, governments, and other parties. For   knowledge extraction from these huge set of data, association rule mining is used to analyze the patterns of data. For a variety of optimization issues encountered in the real world, evolutionary algorithms (EAs) offer efficient solutions. The available EA solutions in the privacy-preserving area are limited to specific issues like cost function evaluation. Here, a JAYA based Genetic algorithm has been proposed for privacy preservation.“JAYA” means victory a word from Sanskrit origin..This algorithm doesn't need any parameters that are specific to it and it moves towards best solution avoiding the worst. Hence the name Jaya. Jaya based genetic algorithm is applied to original dataset of chromosomes. Privacy preservation is achieved by comparing the support of original dataset of chromosome with the simulation output.

Article Details

How to Cite
Srutipragyan Swain, et al. (2023). Privacy Preserving Data Mining using Jaya based Genetic Algorithm. International Journal on Recent and Innovation Trends in Computing and Communication, 11(10), 2499–2504. https://doi.org/10.17762/ijritcc.v11i10.9254
Section
Articles
Author Biography

Srutipragyan Swain, Prasant Kumar Pattnaik, Banchhanidhi Dash

Srutipragyan Swain1, Prasant Kumar Pattnaik2, Banchhanidhi Dash3

1School of Computer Engineering

KIIT,University

Bhubaneswar,India

sruti56@gmail.com

2School of Computer Engineering

KIIT,University

Bhubaneswar,India

patnaikprasantfcs@kiit.ac.in

3School of Computer Engineering

KIIT,University

Bhubaneswar,India

banchhanidhi.dashfcs@kiit.ac.in