doi:10.1016/j.peva.2007.05.004
Copyright © 2007 Elsevier Ltd All rights reserved.
Analysis of a reputation system for Mobile Ad-Hoc Networks with liars
References and further reading may be available for this article. To view references and further reading you must
purchase this article.
Jochen Mundingera,
,
,
and Jean-Yves Le Boudecb, 
aEPFL-IC-LCA, BC203, Station 14, CH-1015 Lausanne, Switzerland
bEPFL-IC-LCA, BC205, Station 14, CH-1015 Lausanne, Switzerland
Received 25 August 2006;
revised 18 April 2007;
accepted 25 May 2007.
Available online 9 June 2007.
Abstract
The application of decentralized reputation systems is a promising approach to ensure cooperation and fairness, as well as to address random failures and malicious attacks in Mobile Ad-Hoc Networks. However, they are potentially vulnerable to liars. With our work, we provide a first step to analyzing robustness of a reputation system based on a deviation test. Using a mean-field approach to our stochastic process model, we show that liars have no impact unless their number exceeds a certain threshold (phase transition). We give precise formulae for the critical values and thus provide guidelines for an optimal choice of parameters.
Keywords: Mobile Ad-Hoc Network; Reputation system; Robustness against liars; Mean-field approach; Performance optimization
Fig. 1. The state space of the stochastic process (1) is a subset of the triangular area. Dashed lines show points of constant reputation, increasing from bottom to top. Dotted lines show points of constant certainty, increasing from left to right.
Fig. 2. Bifurcation plot showing the existence of fixed points for each d: as d increases from 0 to 1 (from left to right along the horizontal axis), the number of fixed points changes from 1 (the true fixed point at reputation value θ) to 2 (the true fixed point at θ and the false fixed point at π) and back to 1 (the false fixed point at π).
Fig. 3. 105 steps of a typical sample path for Parameter set 1 with q=0.2 and R0=0. We plot Rn against n, the upper line corresponding to θ and the lower line to π=(pθ)/(p+ωq) (cf. Fig. 2). Rn increases from 0 past π to θ and then remains close to θ. Thus, θ is confirmed as the unique fixed point reputation value as expected from the analytical results.
Fig. 4. 10×105 steps of two honest users’ typical sample paths for Parameter set 2 with q=0.2, p=0.6 and R0=0. We plot reputation values Rn of two users (one in black, one in grey). Rn increases from 0 past π to θ and then remains close to θ. Again, θ is confirmed as the unique fixed point reputation value.
Fig. 5. 105 steps of a typical sample path for the same parameters as in Fig. 3 except u=0.999. The variability is smaller and it takes longer for the process to approach θ.
Fig. 6. 10×105 steps of two honest users’ typical sample paths for the same parameters as in Fig. 4 except u=0.999. As in the case of two users in Fig. 5 the variability is smaller and it takes longer for the process to approach θ.
Fig. 8. 10×105 steps of two honest users’ typical sample paths for Parameter set 2 except u=0.95 with p=0.2,
and R0=0. Rn increases from 0 to π and then settles down in a neighbourhood of π and θ in an alternating fashion.
Fig. 9. 105 steps of a typical sample path for the same parameters as in Fig. 7 except R0=1. Rn decreases from 1 to θ and then settles down for some time in a neighbourhood of π and θ in an alternating fashion as before (cf. Fig. 7). Thus, the starting value R0 does not influence the process in the long run.
Fig. 10. 10×105 steps of two honest users’ typical sample paths for the same parameters as in Fig. 8 except R0=1. Again, the starting value R0 does not influence the process in the long run.
Fig. 11. 105 steps of a typical sample path for the same parameters as in Fig. 5 except now θ=0.4, d=0.8. Moreover, R0=1. Rn decreases from 1 past θ to π and then remains close to π. Thus, π is confirmed as the unique fixed point reputation value as expected from the analytical results.
Fig. 12. 10×105 steps of two honest users’ typical sample paths for the same parameters as in Fig. 6 except now θ=0.4, d=0.8. Moreover, R0=1. As in the case of two users, π is confirmed as the unique fixed point reputation value.
Table 1.
Summary of notation


Corresponding author. Tel.: +41 21 693 6629; fax: +41 21 693 6610.