A New Hybrid Algorithm for Privacy Preserving Data Mining
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 3, Issue 8
Abstract
The collection of digital information by governments, corporations, and individuals has created tremendous opportunities for knowledge- and information-based decision making. Driven by mutual benefits, or by regulations that require certain data to be published, there is a demand for the exchange and publication of data among various parties. Data in its original form, however, typically contains sensitive information about individuals, and publishing such data will violate individual privacy. The current practice in data publishing relies mainly on policies and guidelines as to what types of data can be published and on agreements on the use of published data. This approach alone may lead to excessive data distortion or insufficient protection. Privacy-preserving data publishing (PPDP) provides methods and tools for publishing useful information while preserving data privacy. Recently, PPDP has received considerable attention in research communities, and many approaches have been proposed for different data publishing scenarios. In privacy-preserving domain, the existing EA solutions are restricted to specific problems such as cost function evaluation. In this work, it is proposed to implement a Hybrid Evolutionary Algorithm using Genetic Algorithm (GA) and Ant colony Optimization (ACO). Both GA and ACO in the proposed system work with the same population. In the proposed framework, l-diversity is accomplished by Slicing approach of the original dataset. The hybrid optimization is used to search for optimal generalized feature set.
Authors and Affiliations
S. Chidambaranathan
Keywords
Related Articles
- EP ID EP158698
- DOI -
- Views 110
- Downloads 0
An Extension of Enestrom-Kakeya Theorem
In this paper we give an extension of the famous Enestrom-Kakeya Theorem, which generalizes many generalizations of the said theorem as well. Mathematics Subject Classification: 30 C 10, 30 C 15
Studies on Removal of Methylene Blue Color Using Sawdust as Adsorbent
Large quantities of dyes are utilized by the textile industry. Mainly due to their extensive application in the dyeing of cotton, about 20-30% of all of the dyestuffs used worldwide are reactive dyes. Biodegradati...
EFFECT OF IDOLS IMMERSION ON ANTHROPOGENIC INFLUENCED RITUAL PONDS WATER QUALITY AT HOLY CITY VARANASI
Many ponds of holy city Varanasi are polluted by anthropogenic activities. This is due to improper management of public and private sector. There is some religious importance of ponds in Varanasi. The concept is based o...
A SURVEY ON NOISE REDUCTION TECHNIQUE BASED ON DIFFERENT NOISES
Removal of Noise in the image is challenging task in Image processing. Now-a-days there are so many methods that are available to remove noise from digital images. This introduced noise by image enhancement method...
PORTABLE SECURITY SYSTEM WITH PANIC SWITCH INCLUDING LOCAL AND REMOTE ALARM
An earnest attempt has been made to devise a multifunctional system for Security. This portable system can be efficiently used for security against leakage of LPG, intruder detection and overheating. Some innovative...