Meeting cardinality constraints in role mining

Pullamsetty Harika, Marreddy Nagajyothi, John C. John, Shamik Sural, Jaideep Vaidya, Vijayalakshmi Atluri

Research output: Contribution to journalArticlepeer-review

20 Scopus citations

Abstract

Role mining is a critical step for organizations that migrate from traditional access control mechanisms to role based access control (RBAC). Additional constraints may be imposed while generating roles from a given user-permission assignment relation. In this paper we consider two such constraints which are the dual of each other. A role-usage cardinality constraint limits the maximum number of roles any user can have. Its dual, the permission-distribution cardinality constraint, limits the maximum number of roles to which a permission can belong. These two constraints impose mutually contradictory requirements on user to role and role to permission assignments. An attempt to satisfy one of the constraints may result in a violation of the other. We show that the constrained role mining problem is NP-Complete and present heuristic solutions. Two distinct frameworks are presented in this paper. In the first approach, roles are initially mined without taking the constraints into account. The user-role and role-permission assignments are then checked for constraint violation in a post-processing step, and appropriately re-Assigned, if necessary. In the second approach, constraints are enforced during the process of role mining. The methods are first applied on problems that consider the two constraints individually, and then with both considered together. Both methods are evaluated over a number of real-world data sets.

Original languageEnglish (US)
Article number6750734
Pages (from-to)71-84
Number of pages14
JournalIEEE Transactions on Dependable and Secure Computing
Volume12
Issue number1
DOIs
StatePublished - Jan 1 2015

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering

Keywords

  • RBAC
  • cardinality constraint
  • concurrent framework
  • post-processing framework
  • role mining

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