Association Rule Hiding
Association Rule Hiding by Heuristic Approach to Reduce Side Effects and Hide Multiple R H S Items
... Association rule mining is a powerful model of data mining used for finding hidden patterns in large ...parties. Association rule hiding algorithms sanitize database such that certain ...
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Direct and Indirect Discrimination Prevention Approach using Association Rule Hiding
... mining. Association rule hiding is a privacy preservation technique that can be used to hide sensitive items for ensuring safety from privacy ...classification rule mining are used for making ...
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Improved Cuckoo Optimization Algorithm for Association Rule Hiding
... Abstract: Association Rule Mining (ARM) is a standard data mining practice used to determine interactions hidden in huge ...sets. Association Rule Hiding (ARH) methods are used to ...
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A Survey on Sanitizing Methods in Association Rule Hiding Technique
... privacy preserving data mining, and analyses the major algorithms available for each method and points out the existing drawback. While all the purposed techniques are only approximate to our goal of privacy ...
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Development of an Association Rule Hiding Algorithm for Privacy Preserving in Market Basket Databases
... and to decrease modifications in the database during the process of association rule hiding [10]. Privacy preserving techniques were applied on medical databases. Medical dataset generally contains ...
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Survey on privacy preserving association rule hiding in data mining
... strong rule extracts from frequent ...of association rule mining, many methods are developed all of which are based on reducing the support and confidence of rules that specify how significant they ...
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Sensitive Association Rule Hiding using Hybrid Algorithm in Incremental Environment
... problem. Association rule hiding is one of the methods of PPDM to protect the association rules which is produce by association rule ...mining. Association rule ...
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Tabu Search based Association Rule Hiding
... “Association Rule Hiding” [14] extended the work [4] by improving and evaluating the algorithms for their performance under different sizes of input datasets and different sets of sensitive ...
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Improved Association Rule Hiding Algorithm for Privacy Preserving Data Mining
... Abstract: - the main objective of data mining is to extract previously unknown patterns from large collection of data. With the rapid growth in hardware, software and networking technology there is outstanding growth in ...
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A Survey on Association Rule Hiding Methods
... for association rule hiding is nothing but determining a sanitized database by satisfying ...for rule hiding problem which tries to minimize the distance between the original database ...
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A Hybrid Algorithm for Association Rule Hiding using Representative Rule
... set hiding for a long time and across all the ...lost association rule and hiding ...on hiding the sensitive association rule without looking at the fact that how many ...
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ASSOCIATION RULE HIDING OVER DATA STREAMS
... Abstract. Association rule mining is used in various ...which association rule mining over data streams and association rule hiding for traditional databases are ...stream ...
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Privacy Preserving Data Mining based on Ant Colony Optimization
... performing association rule mining in during thresholds minsub and minconf, get a set of association rules, denoted as AR, among which a subset SR of AR contains rules which are considered to be ...
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IJCSMC, Vol. 4, Issue. 5, May 2015, pg.349 – 357 RESEARCH ARTICLE A Research on Privacy Preserving Data Mining Using Heuristic Approach
... data. Association rule mining aims to discover dependency relationships across ...information. Association rule hiding is one of the techniques of privacy preserving data mining to ...
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A Database Sanitizing Algorithm for Hiding Sensitive Multi-Level Association Rule Mining
... multi-level association rule hiding but from the perspective of hide itemsets instead of rules as the proposed system ...when hiding the selected rules without any side effects of ...
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Optimized Support Balance Model For Sensitive Rule Hiding
... snoopers. Association rule hiding [2] investigation is a ground-breaking and mainstream apparatus for finding connections covered up in expansive informational ...The rule is liable if its ...
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Efficient Mining and Hiding of Sensitive Association Rule
... The hiding method includes reducing the support of frequent itemsets containing sensitive rules, reduce the confidence or support of ...of rule involves increasing the support of X in transaction not ...
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ANALYSIS ON DISCRIMINATION INTERRUPTION TECHNIQUES IN DATA MINING
... between rule hiding for privacy preserving data mining and association rule hiding for discrimination ...removal. Rule privacy is optimized with rule generalization ...
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Hiding Sensitive Data Item Using Association Rule MiningSatish Choudhary1, Arvind Upadhyay2
... The association rule hiding problem was probed in 1999 ...the hiding effects intuitively as on the data level sanitization is ...the association rule hiding ...
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Privacy Preservation through a Blocking Based Rule Hiding Method
... misused. Association rule hiding is a subarea of privacy preserving data mining that studies the side effects of data mining methods that generated from the disclose the sensitive information belong ...
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