A Better Approach for Privacy Preserving Data Publishing by Slicing
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

Research Paper | Computer Science & Engineering | India | Volume 3 Issue 12, December 2014

A Better Approach for Privacy Preserving Data Publishing by Slicing

Mohd Faquroddin, G. Kiran Kumar

In order to preserve Micro data publishing, several anonymization techniques, such as generalization and bucketization, have been designed. Recent work has shown that generalization loses considerable amount of information, especially for high dimensional data. Bucketization, on the other hand, does not prevent membership disclosure and does not apply for data that do not have a clear separation between quasi-identifying attributes and sensitive attributes. Hence, a novel technique called slicing is presented, which partitions the data both horizontally and vertically. The slicing preserves better data utility than generalization and can be used for membership disclosure protection. Another important advantage of slicing is that it can handle high-dimensional data and also slicing can be used for attribute disclosure protection and develop an efficient algorithm for computing the sliced data that obey the diversity requirement. Several experiments confirm that slicing preserves better utility than generalization and is more effective than bucketization in workloads involving the sensitive attribute and also demonstrate that slicing can be used to prevent membership disclosure.

Keywords: Data Anonymization, Privacy Preservation, Data publishing, Data Security, Generalization, Bucketization

Edition: Volume 3 Issue 12, December 2014

Pages: 658 - 661

Share this Article

How to Cite this Article?

Mohd Faquroddin, G. Kiran Kumar, "A Better Approach for Privacy Preserving Data Publishing by Slicing", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB14455, Volume 3 Issue 12, December 2014, 658 - 661

120 PDF Views | 93 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Data Anonymization'

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1534 - 1539

Data Anonymization Approach for Data Privacy

Padma L. Gaikwad, M. M. Naoghare

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 2058 - 2061

Privacy Preserved Public Auditing for Distributed Data

Anes P. A., Neethu Francis

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 658 - 661

A Better Approach for Privacy Preserving Data Publishing by Slicing

Mohd Faquroddin, G. Kiran Kumar

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 2435 - 2438

A Scalable Approach for Scheduled Data Anonymization Using MapReduce on Cloud

Surumi K S, Joyal Ulahannan

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1916 - 1919

Data Anonymization Using Map Reduce On Cloud by Using Scalable Two - Phase Top-Down Specialization Approach

Rahul.S Ransing, M. S. Patole

Share this Article

Similar Articles with Keyword 'Privacy Preservation'

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

Pages: 1640 - 1647

Privacy Preservation Protection for Personalized Web User by k-Anonymity with Profile Construction for Web Search Engines

Uma Maheswari.T, Dr.V. Kavitha

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 2144 - 2147

Survey on Privacy Preservation in Content Based Information Retrieval

Bhagyashree V. Khapli, Manjushri A. Mahajan

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1303 - 1306

Survey on Privacy Preservation of Sensitive Data

Uma Ashok Huljanti, Dr. Srinivas Narasim Kini

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1345 - 1350

Security Methods for Privacy Preserving and Data Sharing Over Cloud Computing and Big Data Frameworks

Kapilesh S. Swami, Dr. P Sai Kiran

Share this Article

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

Pages: 1982 - 1985

Review: Firewall Privacy Preservation By Packet Filtering Management

Akshay Dattatray Kachare, Geeta Atkar

Share this Article

Similar Articles with Keyword 'Data publishing'

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

Pages: 1253 - 1257

Implementation Details of Anonymization of Sensitive Labels in Collaborative Data Publishing

Vandhana V

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 658 - 661

A Better Approach for Privacy Preserving Data Publishing by Slicing

Mohd Faquroddin, G. Kiran Kumar

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 4, April 2014

Pages: 840 - 844

Privacy Data Publishing Using Slicing and Tuple Grouping Strategy

E. Ashwini Kumari, N. Chandra Sekhar Reddy, G. V Geetha Madhavi

Share this Article

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

Pages: 679 - 682

Review of Slicing Approach: Data Publishing with Data Privacy and Data Utility

Vina M. Lomte, Hemlata B. Deorukhakar

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 11, November 2013

Pages: 306 - 309

Survey on Privacy-Preservation in Data Mining Using Slicing Strategy

Neha Jamdar, Vanita Babane

Share this Article

Similar Articles with Keyword 'Data Security'

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 1833 - 1836

A Review of Enhanced Technique for Cloud Data Storage Security Using Data Slicing

Roshan M. Kawale, Bharti L. Dhote

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1949 - 1953

A Review: Data Security and Privacy Advancement Approach on Webos with Desktop-As-A-Service

Pooja Saini, Kanchan Narula

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 1, January 2017

Pages: 1363 - 1366

Internet of Things & Creation of the Fifth V of Big Data

Shaurya Shekhar

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 7, July 2015

Pages: 1912 - 1916

Survey on Privacy Preserving and Data Security Techniques

Pramila Kharat, Amar Buchade

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1345 - 1350

Security Methods for Privacy Preserving and Data Sharing Over Cloud Computing and Big Data Frameworks

Kapilesh S. Swami, Dr. P Sai Kiran

Share this Article

Similar Articles with Keyword 'Generalization'

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

Pages: 1640 - 1647

Privacy Preservation Protection for Personalized Web User by k-Anonymity with Profile Construction for Web Search Engines

Uma Maheswari.T, Dr.V. Kavitha

Share this Article

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

Pages: 1666 - 1668

Survey Paper on Cube Computation Techniques

Amar Sawant, Madhav Ingle

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 658 - 661

A Better Approach for Privacy Preserving Data Publishing by Slicing

Mohd Faquroddin, G. Kiran Kumar

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 2435 - 2438

A Scalable Approach for Scheduled Data Anonymization Using MapReduce on Cloud

Surumi K S, Joyal Ulahannan

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 8, August 2016

Pages: 1454 - 1457

A Reliable Method for Accuracy Constrained Privacy Preservation for Relational Data

Waghmare Ashwini R, V. M. Jarali

Share this Article

Similar Articles with Keyword 'Bucketization'

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 658 - 661

A Better Approach for Privacy Preserving Data Publishing by Slicing

Mohd Faquroddin, G. Kiran Kumar

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 4, April 2014

Pages: 840 - 844

Privacy Data Publishing Using Slicing and Tuple Grouping Strategy

E. Ashwini Kumari, N. Chandra Sekhar Reddy, G. V Geetha Madhavi

Share this Article

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

Pages: 679 - 682

Review of Slicing Approach: Data Publishing with Data Privacy and Data Utility

Vina M. Lomte, Hemlata B. Deorukhakar

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

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 11, November 2013

Pages: 306 - 309

Survey on Privacy-Preservation in Data Mining Using Slicing Strategy

Neha Jamdar, Vanita Babane

Share this Article
Top