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Defending against Fake VIP in Scant-Transparency Information Systems with QoS Differentiation

Abstract

In client-server information systems with quality of service (QoS) differentiation, Client may deplete Server’s resources by demanding unduly high QoS level. Such QoS abuse has eluded systematic treatment; known defenses using Client authorization, payments, or service request inspection prior to QoS assignment, are heuristic and environment-specific. We offer a game-theoretic approach on the premise that a service request is occasionally trusted to reduce the inspection cost. We call Fake VIP attack (FVA) a form of QoS abuse that consciously exploits Server’s trust. An FVA strategy instills trust to maximize Client’s utility gained from successful FVAs, whereas a trust strategy maximizes Server’s utility by trading her loss due to successful FVAs against the request inspection cost. We consider a realistic scant-transparency setting where only long-term utilities are observable. Against a probabilistic FVA strategy we design a trust strategy based on double-blind reputation. Assuming a memoryless service request stream we analyze the impact of the request inspection cost and information leakage on the utilities at the Stackelberg equilibrium of the arising game. Experimental comparison with a real-world internally correlated stream is also shown.

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Details

Category:
Articles
Type:
artykuły w czasopismach
Published in:
INFORMATION SCIENCES no. 607, pages 831 - 848,
ISSN: 0020-0255
Language:
English
Publication year:
2022
Bibliographic description:
Konorski J.: Defending against Fake VIP in Scant-Transparency Information Systems with QoS Differentiation// INFORMATION SCIENCES -Vol. 607, (2022), s.831-848
DOI:
Digital Object Identifier (open in new tab) 10.1016/j.ins.2022.06.024
Sources of funding:
Verified by:
Gdańsk University of Technology

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