THE BIRTH OF THE GIANT COMPONENT

被引:225
作者
JANSON, S
KNUTH, DE
LUCZAK, T
PITTEL, B
机构
[1] STANFORD UNIV, DEPT COMP SCI, STANFORD, CA 94305 USA
[2] ADAM MICKIEWICZ UNIV POZNAN, DEPT DISCRETE MATH, PL-60769 POZNAN, POLAND
[3] OHIO STATE UNIV, DEPT MATH, COLUMBUS, OH 43210 USA
关键词
D O I
10.1002/rsa.3240040303
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Limiting distributions are derived for the sparse connected components that are present when a random graph on n vertices has approximately 1/2n edges. In particular, we show that such a graph consists entirely of trees, unicyclic components, and bicyclic components with probability approaching square root 2/3 cosh square root 5/18 almost-equal-to 0.9325 as n --> infinity. The limiting probability that it consists of trees, unicyclic components, and at most one another component is approximately 0.9957; the limiting probability that it is planar lies between 0.987 and 0.9998. When a random graph evolves and the number of edges passes 1/2n, its components grow in cyclic complexity according to an interesting Markov process whose asymptotic structure is derived. The probability that there never is more than a single component with more edges than vertices, throughout the evolution, approaches 5pi/18 almost-equal-to 0.8727. A ''uniform'' model of random graphs, which allows self-loops and multiple edges, is shown to lead to formulas that are substantially simpler than the analogous formulas for the classical random graphs of Erdos and Renyi. The notions of ''excess'' and ''deficiency,'' which are significant characteristics of the generating function as well as of the graphs themselves, lead to a mathematically attractive structural theory for the uniform model. A general approach to the study of stopping configurations makes it possible to sharpen previously obtained estimates in a uniform manner and often to obtain closed forms for the constants of interest. Empirical results are presented to complement the analysis, indicating the typical behavior when n is near 20000.
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页码:233 / 358
页数:126
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