Title
Using Gini Impurity to Mine Attribute-based Access Control Policies with Environment Attributes.
Abstract
In Attribute-based Access Control (ABAC) systems, utilizing environment attributes along with the subject and object attributes introduces a dynamic nature to the access decisions. The inclusion of environment attributes helps in achieving a more fine-grained access control. In this paper, we present an ABAC policy mining algorithm that considers the environment attributes and their associated values while forming the rules. Furthermore, we use gini impurity to form the rules. This helps to minimize the number of rules in the generated policy. The experimental evaluation shows that our approach is quite effective in practice.
Year
Venue
Field
2018
SACMAT
Attribute-based access control,Data mining,Computer science,Access control,Data mining algorithm
DocType
Citations 
PageRank 
Conference
0
0.34
References 
Authors
7
4
Name
Order
Citations
PageRank
Saptarshi Das120228.99
Shamik Sural2100896.36
Jaideep Vaidya32778171.18
Vijayalakshmi Atluri43256424.98