''The Strange Logic of Random Graphs'' is a book on
zero-one laws for
random graph
In mathematics, random graph is the general term to refer to probability distributions over graphs. Random graphs may be described simply by a probability distribution, or by a random process which generates them. The theory of random graphs ...
s. It was written by
Joel Spencer
Joel Spencer (born April 20, 1946) is an American mathematician. He is a combinatorialist who has worked on probabilistic methods in combinatorics and on Ramsey theory. He received his doctorate from Harvard University in 1970, under the supervis ...
and published in 2001 by
Springer-Verlag
Springer Science+Business Media, commonly known as Springer, is a German multinational publishing company of books, e-books and peer-reviewed journals in science, humanities, technical and medical (STM) publishing.
Originally founded in 1842 ...
as volume 22 of their book series
Algorithms and Combinatorics.
Topics
The random graphs of the book are generated from the
Erdős–Rényi–Gilbert model in which
vertices are given and a random choice is made whether to connect each pair of vertices by an edge, independently for each pair, with probability
of making a connection. A zero-one law is a theorem stating that, for certain properties of graphs, and for certain choices of
,
the probability of generating a graph with the property tends to zero or one in the limit as
goes to infinity.
A fundamental result in this area, proved independently by Glebskiĭ et al. and by
Ronald Fagin
Ronald Fagin (born 1945) is an American mathematician and computer scientist, and IBM Fellow at the IBM Almaden Research Center. He is known for his work in database theory, finite model theory, and reasoning about knowledge.
Biography
Ron F ...
, is that there is a zero-one law for
for every property that can be described in the
first-order logic of graphs. Moreover, the limiting probability is one if and only if the infinite
Rado graph
In the mathematical field of graph theory, the Rado graph, Erdős–Rényi graph, or random graph is a countably infinite graph that can be constructed (with probability one) by choosing independently at random for each pair of its vertices whet ...
has the property. For instance, a random graph in this model contains a triangle with probability tending to one; it contains a
universal vertex
In graph theory, a universal vertex is a vertex of an undirected graph that is adjacent to all other vertices of the graph. It may also be called a dominating vertex, as it forms a one-element dominating set in the graph. (It is not to be confused ...
with probability tending to zero. For other choices of
, other outcomes can occur.
For instance, the limiting probability of containing a triangle is between 0 and 1 when
for a constant
; it tends to 0 for smaller choices of
and to 1 for larger choices. The function
is said to be a ''threshold'' for the property of containing a triangle, meaning that it separates the values of
with limiting probability 0 from the values with limiting probability 1.
The main result of the book (proved by Spencer with
Saharon Shelah
Saharon Shelah ( he, שהרן שלח; born July 3, 1945) is an Israeli mathematician. He is a professor of mathematics at the Hebrew University of Jerusalem and Rutgers University in New Jersey.
Biography
Shelah was born in Jerusalem on July ...
) is that irrational powers of
are never threshold functions. That is, whenever
is an
irrational number
In mathematics, the irrational numbers (from in- prefix assimilated to ir- (negative prefix, privative) + rational) are all the real numbers that are not rational numbers. That is, irrational numbers cannot be expressed as the ratio of two inte ...
, there is a zero-one law for the first-order properties of the random graphs
. A key tool in the proof is the
Ehrenfeucht–Fraïssé game In the mathematical discipline of model theory, the Ehrenfeucht–Fraïssé game (also called back-and-forth games)
is a technique based on game semantics for determining whether two structures
are elementarily equivalent. The main application of ...
.
Audience and reception
Although it is essentially the proof of a single theorem, aimed at specialists in the area, the book is written in a readable style that introduces the reader to many important topics in
finite model theory Finite model theory is a subarea of model theory. Model theory is the branch of logic which deals with the relation between a formal language (syntax) and its interpretations (semantics). Finite model theory is a restriction of model theory to inte ...
and the theory of random graphs. Reviewer Valentin Kolchin, himself the author of another book on random graphs, writes that the book is "self-contained, easily read, and is distinguished by elegant writing", recommending it to
probability theorists
Probability is the branch of mathematics concerning numerical descriptions of how likely an event is to occur, or how likely it is that a proposition is true. The probability of an event is a number between 0 and 1, where, roughly speakin ...
and
logicians
Logic is the study of correct reasoning. It includes both formal and informal logic. Formal logic is the science of deductively valid inferences or of logical truths. It is a formal science investigating how conclusions follow from premises ...
. Reviewer Alessandro Berarducci calls the book "beautifully written" and its subject "fascinating".
References
{{DEFAULTSORT:Strange Logic of Random Graphs, The
Random graphs
Finite model theory
Mathematics books
2001 non-fiction books