Monotone Increasing Properties and Their Phase Transitions in Uniform Random Intersection Graphs

preprint2015arXivOpen access

Abstract

Uniform random intersection graphs have received much interest and been used in diverse applications. A uniform random intersection graph with nn nodes is constructed as follows: each node selects a set of KnK_n different items uniformly at random from the same pool of PnP_n distinct items, and two nodes establish an undirected edge in between if and only if they share at least one item. For such graph denoted by G(n,Kn,Pn)G(n, K_n, P_n), we present the following results in this paper. First, we provide an exact analysis on the probabilities of G(n,Kn,Pn)G(n, K_n, P_n) having a perfect matching and having a Hamilton cycle respectively, under Pn=ω(n(ln⁡n)5)P_n = ω\big(n (\ln n)^5\big) (all asymptotic notation are understood with n→∞n \to \infty). The analysis reveals that just like (kk-)connectivity shown in prior work, for both properties of perfect matching containment and Hamilton cycle containment, G(n,Kn,Pn)G(n, K_n, P_n) also exhibits phase transitions: for each property above, as KnK_n increases, the limit of the probability that G(n,Kn,Pn)G(n, K_n, P_n) has the property increases from 00 to 11. Second, we compute the phase transition widths of G(n,Kn,Pn)G(n, K_n, P_n) for kk-connectivity (KC), perfect matching containment (PMC), and Hamilton cycle containment (HCC), respectively. For a graph property RR and a positive constant a<12a < \frac{1}{2}, with the phase transition width dn(R,a)d_n(R, a) defined as the difference between the minimal KnK_n ensuring G(n,Kn,Pn)G(n, K_n, P_n) having property RR with probability at least 1−a1-a or aa, we show for any positive constants a<12a<\frac{1}{2} and kk: (i) If Pn=Ω(n)P_n=Ω(n) and Pn=o(nln⁡n)P_n=o(n\ln n), then dn(KC,a)d_n(KC, a) is either 00 or 11 for each nn sufficiently large. (ii) If Pn=Θ(nln⁡n)P_n=Θ(n\ln n), then dn(KC,a)=Θ(1)d_n(KC, a)=Θ(1). (iii) If Pn=ω(nln⁡n)P_n=ω(n\ln n), then dn(KC,a)=ω(1)d_n(KC, a)=ω(1). (iv) If Pn=ω(n(ln⁡n)5)P_n=ω\big(n (\ln n)^5\big), dn(PMC,a)d_n(PMC, a) and dn(HCC,a)d_n(HCC, a) are both ω(1)ω(1).

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