Rencontres Numbers
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combinatorial Combinatorics is an area of mathematics primarily concerned with counting, both as a means and an end in obtaining results, and certain properties of finite structures. It is closely related to many other areas of mathematics and has many app ...
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, the rencontres numbers are a
triangular array In mathematics and computing, a triangular array of numbers, polynomials, or the like, is a doubly indexed sequence in which each row is only as long as the row's own index. That is, the ''i''th row contains only ''i'' elements. Examples Notable ...
of
integer An integer is the number zero (), a positive natural number (, , , etc.) or a negative integer with a minus sign (−1, −2, −3, etc.). The negative numbers are the additive inverses of the corresponding positive numbers. In the language ...
s that enumerate
permutation In mathematics, a permutation of a set is, loosely speaking, an arrangement of its members into a sequence or linear order, or if the set is already ordered, a rearrangement of its elements. The word "permutation" also refers to the act or proc ...
s of the set with specified numbers of fixed points: in other words, partial derangements. (''Rencontre'' is French for ''encounter''. By some accounts, the problem is named after a
solitaire Solitaire is any tabletop game which one can play by oneself, usually with cards, but also with dominoes. The term "solitaire" is also used for single-player games of concentration and skill using a set layout tiles, pegs or stones. These game ...
game.) For ''n'' ≥ 0 and 0 ≤ ''k'' ≤ ''n'', the rencontres number ''D''''n'', ''k'' is the number of permutations of that have exactly ''k'' fixed points. For example, if seven presents are given to seven different people, but only two are destined to get the right present, there are ''D''7, 2 = 924 ways this could happen. Another often cited example is that of a dance school with 7 couples, where, after tea-break the participants are told to ''randomly'' find a partner to continue, then once more there are ''D''7, 2 = 924 possibilities that 2 previous couples meet again by chance.


Numerical values

Here is the beginning of this array :


Formulas

The numbers in the ''k'' = 0 column enumerate
derangement In combinatorial mathematics, a derangement is a permutation of the elements of a set, such that no element appears in its original position. In other words, a derangement is a permutation that has no fixed points. The number of derangements of ...
s. Thus :D_ = 1, \! :D_ = 0, \! :D_ = (n + 1)(D_ + D_) \! for non-negative ''n''. It turns out that :D_ = \left\lceil\frac\right\rfloor, where the ratio is rounded up for even ''n'' and rounded down for odd ''n''. For ''n'' ≥ 1, this gives the nearest integer. More generally, for any k\geq 0, we have :D_ = \cdot D_. The proof is easy after one knows how to enumerate derangements: choose the ''k'' fixed points out of ''n''; then choose the derangement of the other ''n'' − ''k'' points. The numbers are generated by the
power series In mathematics, a power series (in one variable) is an infinite series of the form \sum_^\infty a_n \left(x - c\right)^n = a_0 + a_1 (x - c) + a_2 (x - c)^2 + \dots where ''an'' represents the coefficient of the ''n''th term and ''c'' is a const ...
; accordingly, an explicit formula for ''D''''n'', ''m'' can be derived as follows: : D_ = \frac ^\frac = \frac \sum_^ \frac. This immediately implies that : D_ = D_ \; \; \mbox \; \; \frac \approx \frac for ''n'' large, ''m'' fixed.


Probability distribution

The sum of the entries in each row for the table in "''Numerical Values''" is the total number of permutations of , and is therefore ''n''!. If one divides all the entries in the ''n''th row by ''n''!, one gets the
probability distribution In probability theory and statistics, a probability distribution is the mathematical function that gives the probabilities of occurrence of different possible outcomes for an experiment. It is a mathematical description of a random phenomenon i ...
of the number of fixed points of a uniformly distributed
random permutation A random permutation is a random ordering of a set of objects, that is, a permutation-valued random variable. The use of random permutations is often fundamental to fields that use randomized algorithms such as coding theory, cryptography, and sim ...
of . The probability that the number of fixed points is ''k'' is :. For ''n'' ≥ 1, the expected number of fixed points is 1 (a fact that follows from linearity of expectation). More generally, for ''i'' ≤ ''n'', the ''i''th
moment Moment or Moments may refer to: * Present time Music * The Moments, American R&B vocal group Albums * ''Moment'' (Dark Tranquillity album), 2020 * ''Moment'' (Speed album), 1998 * ''Moments'' (Darude album) * ''Moments'' (Christine Guldbrand ...
of this probability distribution is the ''i''th moment of the
Poisson distribution In probability theory and statistics, the Poisson distribution is a discrete probability distribution that expresses the probability of a given number of events occurring in a fixed interval of time or space if these events occur with a known co ...
with expected value 1.Jim Pitman, "Some Probabilistic Aspects of Set Partitions",
American Mathematical Monthly ''The American Mathematical Monthly'' is a mathematical journal founded by Benjamin Finkel in 1894. It is published ten times each year by Taylor & Francis for the Mathematical Association of America. The ''American Mathematical Monthly'' is an e ...
, volume 104, number 3, March 1997, pages 201–209.
For ''i'' > ''n'', the ''i''th moment is smaller than that of that Poisson distribution. Specifically, for ''i'' ≤ ''n'', the ''i''th moment is the ''i''th
Bell number In combinatorial mathematics, the Bell numbers count the possible partitions of a set. These numbers have been studied by mathematicians since the 19th century, and their roots go back to medieval Japan. In an example of Stigler's law of eponymy ...
, i.e. the number of
partitions Partition may refer to: Computing Hardware * Disk partitioning, the division of a hard disk drive * Memory partition, a subdivision of a computer's memory, usually for use by a single job Software * Partition (database), the division of a ...
of a set of size ''i''.


Limiting probability distribution

As the size of the permuted set grows, we get :\lim_ = . This is just the probability that a Poisson-distributed
random variable A random variable (also called random quantity, aleatory variable, or stochastic variable) is a mathematical formalization of a quantity or object which depends on random events. It is a mapping or a function from possible outcomes (e.g., the po ...
with expected value 1 is equal to ''k''. In other words, as ''n'' grows, the probability distribution of the number of fixed points of a random permutation of a set of size ''n'' approaches the
Poisson distribution In probability theory and statistics, the Poisson distribution is a discrete probability distribution that expresses the probability of a given number of events occurring in a fixed interval of time or space if these events occur with a known co ...
with expected value 1.


See also

*
Oberwolfach problem The Oberwolfach problem is an unsolved problem in mathematics that may be formulated either as a problem of scheduling seating assignments for diners, or more abstractly as a problem in graph theory, on the edge cycle covers of complete graphs. I ...
, a different mathematical problem involving the arrangement of diners at tables * Problème des ménages, a similar problem involving partial derangements


References

* Riordan, John, ''An Introduction to Combinatorial Analysis'', New York, Wiley, 1958, pages 57, 58, and 65. * {{ProbDistributions, discrete-finite Permutations Discrete distributions Fixed points (mathematics) Triangles of numbers Theory of probability distributions