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Vahid Rafeh

Vahid Rafeh

Academic rank: Associate Professor
ORCID: https://orcid.org/0000-0002-2486-7384
Education: PhD.
ScopusId: 14054926800
HIndex:
Faculty: Engineering
Address: Arak University
Phone:

Research

Title
BBAC: Behavior-based access control to detect user suspicious behavior
Type
JournalPaper
Keywords
Users’ behavior, access control, ordered weighted averaging, behavior-based risk management, software
Year
2022
Journal journal of intelligent and fuzzy systems
DOI
Researchers Leyla Rikhtekchi ، Vahid Rafeh ، Afshin Rezakhani

Abstract

One of the most significant issues in information security today is monitoring users’ behavior while accessing software resources. This paper proposes a new access control model based principally on user behavior as a sequence of events regarding the processes within the software. The proposed model consists of three main components. The first component analyses system logs for events triggered by each user’s access to the system. The second component provides a policy engine to determine the risk of permitting the subsequent access requested by the user. According to the access history, the third component, which reflects the user’s behavior and the existing policies, determines the level of risk of any subsequent access of the user and acts accordingly. To generate the policies in the detection engine, a behavior-based risk management cycle is presented by applying the Ordered Weighted Averaging method to determine and rank the behavior-based risks. For modeling the behaviors, the BIZAGI Studio tool is utilized, and also for investigating all possible conditions. Kaggle and two random datasets are used to evaluate the accuracy of the proposed method. The results show an increase in the accuracy of the proposed method compared to recent research. Applying the proposed method creates more precise access control and enhances information confidentiality