A Formal Model to Preserve Knowledge in Outsourced Datasets
Large datasets are being outsourced with help of data owners and mining experts. This type of large datasets are being mined to extract hidden knowledge and patterns that assist decision makers in making effective, efficient and timely decisions in an ever increasing competitive world. In general owner need to define the usability constraints manually to preserve the knowledge contained in the dataset. This paper aims at creating a framework to define the usability constraints in an automated fashion. This novel formal model facilitates a data owner to define usability constraints and to preserve the knowledge contained in the datasets in automated fashion and to provide security to outsourced dataset. We implemented and tested our model on different data sets .Our model not only preserve knowledge contained in the datasets but significantly enhances security to datasets compared with existing system.
Kaggle’s Contests: Crunching Numbers for Fame and Glory 2012[Online]. Available:http://www.businessweek.com/magazine/kaggles-contests-crunching-numbers-for-fame-and-glory-01042012.html
Patients Sue Walgreens for Making Money on Their Data 2012 [Online]. Available:http://www.healthcareitnews.com/news/patients-suewalgreens-making-money-their-data
R. Agrawal, P. Haas, and J. Kiernan, “Watermarking relational data:Framework, algorithms and analysis,” The VLDB Journal, vol. 12, no.2, pp. 157–169, 2003
R. Sion, M. Atallah, and S. Prabhakar, “Rights protection for relational data,” IEEE Trans. Knowl. Data Eng., vol. 16, no. 12, pp. 1509–1525, Dec. 2004
M. Shehab, E. Bertino, and A. Ghafoor, “Watermarking relational databases using optimization-based techniques,” IEEE Trans. Knowl. Data Eng., vol. 20, no. 1, pp. 116–129, Jan. 2008.
R. Agrawal and J. Kiernan, “Watermarking relational databases,” in Proc. 28th Int. Conf. Very Large Data Bases, 2002, pp. 155–166.
M. Kamran andM. Farooq, “An information-preserving watermarking scheme for right protection of EMR systems,” IEEE Trans. Knowl.Data Eng., vol. 24, no. 11, pp. 1950–1962, Nov. 2012.
M. Kamran and M. Farooq, A Formal Usability Constraints Model for Watermarking of Outsourced DataMining Datasets Tech. Rep. TR-59 Kamran, 2012
M. Kamran and M. Farooq, A Formal Usability Constraints Model for Watermarking of Outsourced DataMining Datasets . vol 8,no 6,june 2013
RSA Algorithm A Short description Frans (email@example.com) Department of Electrical Engineering Institut Teknologi Bandung Ganesha 10 Bandung, Indonesia
- There are currently no refbacks.
This work is licensed under a Creative Commons Attribution 3.0 License.