DocumentCode
1725803
Title
Towards Automated Assistance for Mined Roles Analysis in Role Mining Applications
Author
Hachana, Safaà ; Cuppens, Frédéric ; Cuppens-Boulahia, Nora ; Garcia-Alfaro, Joaquin
Author_Institution
Swid Web Performance Service, Rennes, France
fYear
2012
Firstpage
123
Lastpage
132
Abstract
The use of role engineering has grown in importance with the expansion of highly abstracted access control frameworks in organizations. In particular, the use of role mining techniques for the discovery of roles from previously deployed authorizations has facilitated the configuration of such frameworks. However, the literature lacks from a clear basis for appraising and leveraging the learning outcomes of the role mining process. In this paper, we provide such a formal basis. We compare sets of roles by projecting roles from one set into the other set. This approach allows to measure how comparable the two configurations of roles are, and to interpret each role. We formally define the problem of comparing sets of roles, and prove that the problem is NP-complete. Then, we propose an algorithm to map the inherent relation among the sets based on algebraic expressions. We demonstrate the correctness and completeness of our solution, and investigate some further issues that may benefit from our approach, such as detection of unhandled perturbations or source misconfiguration.
Keywords
algebra; authorisation; computational complexity; data mining; learning (artificial intelligence); NP-complete problem; abstracted access control frameworks; algebraic expressions; automated assistance; learning outcomes; mined roles analysis; role discovery; role engineering; role mining applications; role projection; source misconfiguration; unhandled perturbation detection; Algorithm design and analysis; Authorization; Data mining; Optimization; Organizations; Access Control; Boolean Logic; IT Security; Role Mining;
fLanguage
English
Publisher
ieee
Conference_Titel
Availability, Reliability and Security (ARES), 2012 Seventh International Conference on
Conference_Location
Prague
Print_ISBN
978-1-4673-2244-7
Type
conf
DOI
10.1109/ARES.2012.61
Filename
6329172
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