A novel algorithm for association rule hiding
Автор: T.Satyanarayana Murthy, N.P.Gopalan
Журнал: International Journal of Information Engineering and Electronic Business @ijieeb
Статья в выпуске: 3 vol.10, 2018 года.
Бесплатный доступ
Current days privacy concern about an individual, an organization and social media etc. plays a vital role. Online business deals with millions of transactions daily, these transactions may leads to privacy issues. Association rule hiding is a solution to these privacy issue, which focuses on hiding the sensitive information produces from online departmental stores ,face book datasets etc..These techniques are used to identify the sensitive rules and provide the privacy to the sensitive rules, so that results the lost rules and ghost rules. Algorithms developed so far are lack in achieving the better outcomes. This paper propose two novel algorithm that uses the properties from genetic algorithm and water marking algorithm for better way of hiding the sensitive association rules.
Privacy, privacy preserving, lost rules, ghost rules
Короткий адрес: https://sciup.org/15016135
IDR: 15016135 | DOI: 10.5815/ijieeb.2018.03.06
Список литературы A novel algorithm for association rule hiding
- Rakesh Agrawal, Tomasz Imielinski, Arun Swami," Mining association rules between sets of items in large databases". ACM SIGMOD international conference on Management of data SIGMOD, pp. 207 (1993).
- Michael Hahsler,Bettina Grun,Kurt Hornik, "arules- A Computational environment for mining association rules and frequent itemsets" . Journal of Statistical Software. (2005).
- Pang-Ning Tan,Michael Steinbach,Vipin Kumar " Chapter 6. Association Analysis: Basic Concepts and Algorithms" . Introduction to Data Mining.
- Goldberg, David (1989). Genetic Algorithms in Search, Optimization and Machine Learning. Reading, MA: Addison-Wesley Professional. ISBN 978-0201157673.
- Goldberg, David (2002). The Design of Innovation: Lessons from and for Competent Genetic Algorithms. Norwell, MA: Kluwer Academic Publishers. ISBN 978-1402070983.
- M.Atallah, E. Bertino, A. Elmagarmid, M. Ibrahim, and V. Verykios, "Disclosure limitation of sensitive rules".45–52.(1999).
- Elena Dasseni, Vassilios S. Verkios,Ahmed K. Elmagarmid,Elisa Bernito" Hiding association rules by using confidence and support".369–383.(2000).
- V. S. Verykios, A. K. Elmagarmid, E. Bertino, Y. Saygin, and E. Dasseni," Association rule hiding".434–447,(2004).
- Stanley R. M. Oliveira, Osmar R. Zaiane," Privacy Preserving Frequent Itemset Mining".(2002).
- Komal Shah, Amit Thakkar,Amit Ganatra, "Association Rule Hiding by Heuristic Approach to Reduce Side Effects & Hide Multiple R.H.S". (2012).
- Damandiya,UdayPratap Rao, "Hiding Sensitive Association Rules to Maintain Privacy and Data Quality in Database",pp-1306-1310.(2013).
- Tzung-Pei Hong,Chun-Wei Lin,Kuo-Tung Yang,Shyue-Liang Wang," A Heuristic Data-Sanitization Approach Based on SIF-IDF".(2011).
- Chun-Wei Lin, Tzung-Pei Hong, and Hung-Chuan Hsu," Reducing Side Effects of Hiding Sensitive Item sets in Privacy Preserving Data Mining".(2014).
- Narges Jamshidian, Ghalehsefidi,Mohammad Naderi Dehkordi, "A Hybrid Algorithm based on Heuristic Method to Preserve Privacy in Association Rule Mining".(2016).
- Belwal R., Varshney J, Khan S," Hiding sensitive association rules efficiently by introducing new variable hiding counter". (2013).
- C. N. Modi, U. P. Rao, and D. R. Patel," Maintaining privacy and data quality in privacy preserving association rule mining".(2010).
- C. N. Modi, U. P. Rao, and D. R. Patel," An Efficient Solution for Privacy Preserving Association Rule Mining", pp- 79–85, (2010).
- B.Kesava Murthy, Asad M.Khan, "Privacy preserving association rule mining over distributed databases using genetic algorithm" pp-S351–S364. (2013).
- Chun-Wei, Jerry Lin," A sanitization approach for hiding sensitive Itemsets based on particle swarm optimization", (2016).
- Mahtab Hossein Afshari," Association rule hiding using cuckoo optimization algorithm", 340–351. (2016).
- T.Satyanarayana Murthy, "Pine Apple Expert System Using Improved C4.5 Algorithm", pp-1264-1266,(2013).
- T.Satyanarayana Murthy, "Privacy Preserving for expertise data using K-anonymity technique to advise the farmers", (2013)
- N.P.Gopalan, T.Satyanarayana Murthy, "Association Rule Hiding Using Chemical reaction Optimization".(2017)
- N.P.Gopalan, T.Satyanarayana Murthy, Yalla Venkateswarlu,"Hiding Critical Transaction using Unrealization approach".(2017)
- T.SatyanarayanaMurthy, N.P.Gopalan, Yalla Venkateswarlu,"An Efficient Method for Hiding Association Rules with Additional Paramter metrics" .(2017)
- Yu-Chee Tseng and Hsiang-Kuang pan,"Secure and Invisible Data Hiding in 2-color Image".