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A Central Limit Theorem for Diffusion in Sparse Random Graphs

Amini, Hamed (author)
Univ Florida, Dept Ind & Syst Engn, Gainesville, FL 32611 USA.
Bayraktar, Erhan (author)
Univ Michigan, Dept Math, Ann Arbor, MI USA.
Chakraborty, Suman (author)
Uppsala universitet,Sannolikhetsteori och kombinatorik
Univ Florida, Dept Ind & Syst Engn, Gainesville, FL 32611 USA Univ Michigan, Dept Math, Ann Arbor, MI USA. (creator_code:org_t)
2023-01-19
2023
English.
In: Journal of statistical physics. - : Springer. - 0022-4715 .- 1572-9613. ; 190
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • We consider bootstrap percolation and diffusion in sparse random graphs with fixed degrees, constructed by configuration model. Every vertex has two states: it is either active or inactive. We assume that to each vertex is assigned a nonnegative (integer) threshold. The diffusion process is initiated by a subset of vertices with threshold zero which consists of initially activated vertices, whereas every other vertex is inactive. Subsequently, in each round, if an inactive vertex with threshold theta has at least theta of its neighbours activated, then it also becomes active and remains so forever. This is repeated until no more vertices become activated. The main result of this paper provides a central limit theorem for the final size of activated vertices. Namely, under suitable assumptions on the degree and threshold distributions, we show that the final size of activated vertices has asymptotically Gaussian fluctuations.

Subject headings

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
NATURVETENSKAP  -- Matematik -- Sannolikhetsteori och statistik (hsv//swe)
NATURAL SCIENCES  -- Mathematics -- Probability Theory and Statistics (hsv//eng)

Keyword

Contagion
Bootstrap percolation
Central limit theorem
Sparse random graphs

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