Title: Software Vulnerability Patch Management with Semi-Markov Decision Process
Authors: Huang, Chien-Cheng
Farn, Kwo-Jean
Lin, Feng-Yu
Lin, Frank Yeong-Sung
資訊管理與財務金融系 註:原資管所+財金所
Department of Information Management and Finance
Keywords: Software vulnerability;patch management;arrival time;stochastic Petri nets;semi-Markov decision process
Issue Date: 1-Nov-2013
Abstract: Information security incidents frequency has been increasing dramatically, the aim of this study is to analyze the state-space reachability problems through the transition of vulnerable status after the informative system vulnerability exposure. In this research we took into consideration the time factor to analyze the arrival time to reachable states problem discussed in stochastic Petri nets. The mean arrival time and variance of the process between starting from an initial state and arriving at reachable states. We will therefore elaborate a novel model based on the semi-Markov stochastic Petri nets model for analyzing the period between the exposure of the vulnerability and the completion of its patch. We use the semi-Markov process to analyze the state-space reachability problems of the stochastic Petri nets, resulting in a novel model for software vulnerability patch management. Moreover, we include also the concept of discounted multi-objective semi-Markov decision process to obtain the total of the efficient extreme point set.
URI: http://dx.doi.org/10.12785/amis/070640
http://hdl.handle.net/11536/23890
ISSN: 2325-0399
DOI: 10.12785/amis/070640
Journal: APPLIED MATHEMATICS & INFORMATION SCIENCES
Volume: 7
Issue: 6
Begin Page: 2467
End Page: 2476
Appears in Collections:Articles