Privacy Based Association Rules in Secure Horizontal Database
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

M.Tech / M.E / PhD Thesis | Computer Science & Engineering | India | Volume 5 Issue 6, June 2016

Privacy Based Association Rules in Secure Horizontal Database

Zameena R, Nitha L Rozario

Privacy in data mining prevents the parties from directly sharing the data, and some types of information about the data. We introduce a protocol for secure mining of association rules in horizontally distributed databases using FDM, which an unsecured distributed version of the Apriori algorithm. We extended our work with Horizontal Aggregation that give rise to multiple row output, which transform rows to column using CASE, SPJ or PIVOT operators depending on the input. In order to prepare real world datasets that are very much suitable for data mining operations, we explored horizontal aggregations by developing constructs in the form of operators such as CASE, SPJ and PIVOT. Instead of single value, the horizontal aggregations return a set of values in the form of a row. The proposed system is user friendly as users are never expected to write queries we introduced security and privacy through cryptography and level based slicing. Level Based Slicing introduces different techniques such as Generalized Data, Bucketized Data, Multiset-based Generalization Data, One-attribute-per-Column Slicing Data, Sliced Data dimensionality of the data and preserves better utility than generalization and bucketization. Slicing protects privacy because it breaks the associations between uncorrelated attributes, which are infrequent and thus identifying. Our result shows that proposed method have higher performance other sequential algorithms. Customers can dynamically send request to the server either to apply privacy and security. In privacy, server can apply five types of slicing methods. In security server can apply FDM, Encryption and decryption, Hash function generate key for encryption and decryption. Experimental Analysis can be comparing with the time taken to evaluate the privacy preserving methods and Enhanced FDM Algorithm

Keywords: privacy preserving data mining, Advanced Encryption Standard, Association Rules, Level Based Slicing, Horizontal Aggregation

Edition: Volume 5 Issue 6, June 2016

Pages: 1539 - 1542

Share this Article

How to Cite this Article?

Zameena R, Nitha L Rozario, "Privacy Based Association Rules in Secure Horizontal Database", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=NOV164638, Volume 5 Issue 6, June 2016, 1539 - 1542

101 PDF Views | 84 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'privacy preserving data mining'

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 1757 - 1758

A Review of Privacy Clustered Mining of Association Rules in Distributed Databases

Vanita Babane, Shital K.Somawar

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 2084 - 2088

Implementation of Efficient Privacy Preserving Data Analysis for Secure Data Transmission

Shital Gawahale, Rekha Jadhav

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 1306 - 1308

A Survey on Discrimination Prevention in Data Mining

Vrushali Atulrao Mane, Prof. A. R. Deshpande

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 5, May 2013

Pages: 159 - 164

Accuracy-Privacy Comparison for Enhanced Grouping using a Hybrid Data Mining Technique

Dilbahar Singh, Sumit Kumar Yadav

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 1758 - 1762

Privacy-Preserving Data Mining using RDT Framework and C4.5

Komal N. Chouragade, Trupti H. Gurav

Share this Article

Similar Articles with Keyword 'Advanced Encryption Standard'

Informative Article, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 1056 - 1059

Dual Security Using Dual Encryption Schemes and Efficient User Revocation in Cloud

Nikhitha K. Nair, Navin K. S.

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 2784 - 2789

CAMP: Cloud Assisted Mobile Health Care System with Privacy

R. Abirami, Dr. S. T. Deepa

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2888 - 2890

Use of Advanced Encryption Standard to Enhance the Performance of Geo Protocol in Location Based Network

Pranjala G Kolapwar, Prof. H. P. Ambulgekar

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1539 - 1542

Privacy Based Association Rules in Secure Horizontal Database

Zameena R, Nitha L Rozario

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1435 - 1439

Review on Encryption Techniques in Multimedia Data

Ashwini G. Kamble, Prof. Nikita J. Kulkarni

Share this Article

Similar Articles with Keyword 'Association Rules'

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 1757 - 1758

A Review of Privacy Clustered Mining of Association Rules in Distributed Databases

Vanita Babane, Shital K.Somawar

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2214 - 2216

Privacy-Preserving Mining of Association Rules in Cloud

Vishal Ravindra Redekar, Dr. K.N.Honwadkar

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 2507 - 2509

A Survey on Extended MI technique for Edit Recommendation using Hybrid History Mining and Relevance Feedback

Shradha P. Patil, B. Padmavathi

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 2188 - 2193

Generalized and Identify the Best Association Rules using Genetic Algorithm

Arvind Jaiswal

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015

Pages: 2296 - 2301

Performing Data Mining in (SRMS) Through Vertical Approach with Association Rules

Ambarish S. Durani, Vinay Kapse

Share this Article

Similar Articles with Keyword 'Horizontal Aggregation'

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 1561 - 1567

Horizontal Aggregation in SQL to Prepare Datasets and Decision Tree

Krupali R. Dhawale, M. S. Gayathri

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1539 - 1542

Privacy Based Association Rules in Secure Horizontal Database

Zameena R, Nitha L Rozario

Share this Article
Top