A Privacy-Preserving Data Mining Through Comprehensive GNIPP Approach in Sensitive Data Sets
Journal Title: International Journal of Experimental Research and Review - Year 2024, Vol 44, Issue 8
Abstract
The quick growth of methods for analyzing data and the availability of easily available datasets have made it possible to build a thorough analytics model that can help with support decision-making. In the meantime, protecting personal privacy is crucial. A popular technique for medical evaluation and prediction, decision trees are easy to comprehend and interpret. However, the decision tree construction procedure may reveal personal information about an individual. By keeping the statistical properties intact and limiting the chance of privacy leaking within a reasonable bound, differential privacy offers a formal mathematical definition of privacy. To construct a boosting random forest that preserves privacy, we propose a Gaussian Noise Integrated Privacy Preservation (GNIPP) in this study. To address the issue of personal information breaches, we have designed a unique Gaussian distribution mechanism in GNIPP that enables the nodes with deeper depth to obtain more privacy during the decision tree construction process. We propose a comprehensive boosting technique based on the decision forest's prediction accuracy for assembling multiple decision trees into a forest. Furthermore, we propose an iterative technique to accelerate the assembly of decision trees. After all, we demonstrate through experimentation that the suggested GNIPP outperforms alternative algorithms on two real-world datasets.
Authors and Affiliations
Shailesh Kumar Vyas, Swapnili Karmore
Dumdum airport: A necessity and luxury for human lifestyle but amenace for avian diversity
Pollution has always been one of the major outcome of human activities to improve their lifestyle. This often results in imbalance in the ecosystem of biological species which makes their survival questionable. Kolkata a...
Design and Implementation of a Dual-Axis Solar Tracking System with IoT-Enhanced Monitoring Using Arduino
The position of the sun varies over the day and with the seasons, making it difficult for conventional fixed solar panel systems to achieve optimum energy production. By reorienting the panels to face the sun, solar trac...
Work participation rate and development status of Bongaon, Basirhat and Barasat subdivisions of North 24 Parganas District, West Bengal, India
The changing pattern of demography characterized with different types of economic characteristics i.e., size and growth of working population, changing pattern of occupational structure, shifting of worker from primary t...
Effectiveness of Remote Yoga for the Global Population and Implications for Healthcare Integration: A Mixed-Method Global Cross-Sectional Study
Research on the effectiveness and implications of remote yoga for wellness and healthcare across global demographics remains insufficient, limiting its reliability for integration into healthcare interventions. This stud...
The concept and essence of human capital
The article attempts to present the concept and essence of human capital. This subject is still current and evolves, along with dynamic changes in the market. Each company should determinate the need of its employees and...