Schuette–Nesbitt Formula
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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, the Schuette–Nesbitt formula is a generalization of the
inclusion–exclusion principle In combinatorics, the inclusion–exclusion principle is a counting technique which generalizes the familiar method of obtaining the number of elements in the union (set theory), union of two finite sets; symbolically expressed as : , A \cup B, ...
. It is named after Donald R. Schuette and Cecil J. Nesbitt. The
probabilistic Probability is a branch of mathematics and statistics concerning events and numerical descriptions of how likely they are to occur. The probability of an event is a number between 0 and 1; the larger the probability, the more likely an e ...
version of the Schuette–Nesbitt
formula In science, a formula is a concise way of expressing information symbolically, as in a mathematical formula or a ''chemical formula''. The informal use of the term ''formula'' in science refers to the general construct of a relationship betwe ...
has practical applications in
actuarial science Actuarial science is the discipline that applies mathematics, mathematical and statistics, statistical methods to Risk assessment, assess risk in insurance, pension, finance, investment and other industries and professions. Actuary, Actuaries a ...
, where it is used to calculate the net single premium for life annuities and
life insurance Life insurance (or life assurance, especially in the Commonwealth of Nations) is a contract A contract is an agreement that specifies certain legally enforceable rights and obligations pertaining to two or more parties. A contract typical ...
s based on the general symmetric status.


Combinatorial versions

Consider a
set Set, The Set, SET or SETS may refer to: Science, technology, and mathematics Mathematics *Set (mathematics), a collection of elements *Category of sets, the category whose objects and morphisms are sets and total functions, respectively Electro ...
and
subsets In mathematics, a set ''A'' is a subset of a set ''B'' if all elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they are unequal, then ''A'' is a proper subse ...
. Let denote the number of subsets to which belongs, where we use the
indicator function In mathematics, an indicator function or a characteristic function of a subset of a set is a function that maps elements of the subset to one, and all other elements to zero. That is, if is a subset of some set , then the indicator functio ...
s of the sets . Furthermore, for each , let denote the number of intersections of exactly sets out of , to which belongs, where the intersection over the empty index set is defined as , hence . Let denote a
vector space In mathematics and physics, a vector space (also called a linear space) is a set (mathematics), set whose elements, often called vector (mathematics and physics), ''vectors'', can be added together and multiplied ("scaled") by numbers called sc ...
over a
field Field may refer to: Expanses of open ground * Field (agriculture), an area of land used for agricultural purposes * Airfield, an aerodrome that lacks the infrastructure of an airport * Battlefield * Lawn, an area of mowed grass * Meadow, a grass ...
such as the
real Real may refer to: Currencies * Argentine real * Brazilian real (R$) * Central American Republic real * Mexican real * Portuguese real * Spanish real * Spanish colonial real Nature and science * Reality, the state of things as they exist, rathe ...
or
complex number In mathematics, a complex number is an element of a number system that extends the real numbers with a specific element denoted , called the imaginary unit and satisfying the equation i^= -1; every complex number can be expressed in the for ...
s (or more generally a module over a
ring (The) Ring(s) may refer to: * Ring (jewellery), a round band, usually made of metal, worn as ornamental jewelry * To make a sound with a bell, and the sound made by a bell Arts, entertainment, and media Film and TV * ''The Ring'' (franchise), a ...
with
multiplicative identity In mathematics, an identity element or neutral element of a binary operation is an element that leaves unchanged every element when the operation is applied. For example, 0 is an identity element of the addition of real numbers. This concept is use ...
). Then, for every choice of , where denotes the indicator function of the set of all with , and \textstyle\binom kl is a
binomial coefficient In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
. Equality () says that the two -valued functions defined on are the same.


Proof of ()

We prove that () holds pointwise. Take and define . Then the left-hand side of () equals . Let denote the set of all those indices such that , hence contains exactly indices. Given with elements, then belongs to the intersection if and only if is a subset of . By the combinatorial interpretation of the
binomial coefficient In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
, there are \textstyle\binom nk such subsets (the binomial coefficient is zero for ). Therefore the right-hand side of () evaluated at equals :\sum_^m \binom nk\sum_^k (-1)^\binom klc_l =\sum_^m\underbrace_ c_l, where we used that the first binomial coefficient is zero for . Note that the sum (*) is empty and therefore defined as zero for . Using the factorial formula for the binomial coefficients, it follows that : \begin (*) &=\sum_^n (-1)^\frac\,\frac\\ &=\underbrace_\underbrace_\\ \end Rewriting (**) with the summation index und using the
binomial formula In elementary algebra, the binomial theorem (or binomial expansion) describes the algebraic expansion of powers of a binomial. According to the theorem, the power expands into a polynomial with terms of the form , where the exponents and a ...
for the third equality shows that : \begin (**) &=\sum_^ (-1)^\frac\\ &=\sum_^ (-1)^\binom =(1-1)^ =\delta_, \end which is the
Kronecker delta In mathematics, the Kronecker delta (named after Leopold Kronecker) is a function of two variables, usually just non-negative integers. The function is 1 if the variables are equal, and 0 otherwise: \delta_ = \begin 0 &\text i \neq j, \\ 1 &\ ...
. Substituting this result into the above formula and noting that choose equals for , it follows that the right-hand side of () evaluated at also reduces to .


Representation in the polynomial ring

As a special case, take for the
polynomial ring In mathematics, especially in the field of algebra, a polynomial ring or polynomial algebra is a ring formed from the set of polynomials in one or more indeterminates (traditionally also called variables) with coefficients in another ring, ...
with the indeterminate . Then () can be rewritten in a more compact way as This is an identity for two
polynomial In mathematics, a polynomial is a Expression (mathematics), mathematical expression consisting of indeterminate (variable), indeterminates (also called variable (mathematics), variables) and coefficients, that involves only the operations of addit ...
s whose coefficients depend on , which is implicit in the notation. Proof of () using (): Substituting for into () and using the
binomial formula In elementary algebra, the binomial theorem (or binomial expansion) describes the algebraic expansion of powers of a binomial. According to the theorem, the power expands into a polynomial with terms of the form , where the exponents and a ...
shows that : \sum_^m 1_x^n =\sum_^m N_k\underbrace_, which proves ().


Representation with shift and difference operators

Consider the
linear In mathematics, the term ''linear'' is used in two distinct senses for two different properties: * linearity of a '' function'' (or '' mapping''); * linearity of a '' polynomial''. An example of a linear function is the function defined by f(x) ...
shift operator In mathematics, and in particular functional analysis, the shift operator, also known as the translation operator, is an operator that takes a function to its translation . In time series analysis, the shift operator is called the '' lag opera ...
and the linear
difference operator In mathematics, a recurrence relation is an equation according to which the nth term of a sequence of numbers is equal to some combination of the previous terms. Often, only k previous terms of the sequence appear in the equation, for a parameter ...
, which we define here on the
sequence space In functional analysis and related areas of mathematics, a sequence space is a vector space whose elements are infinite sequences of real or complex numbers. Equivalently, it is a function space whose elements are functions from the natural num ...
of by :\begin E:V^&\to V^,\\ E(c_0,c_1,c_2,c_3,\ldots)&\mapsto(c_1,c_2,c_3,\ldots),\\ \end and :\begin \Delta:V^&\to V^,\\ \Delta(c_0,c_1,c_2,c_3\ldots)&\mapsto(c_1-c_0,c_2-c_1,c_3-c_2,\ldots).\\ \end Substituting in () shows that where we used that with denoting the
identity operator Graph of the identity function on the real numbers In mathematics, an identity function, also called an identity relation, identity map or identity transformation, is a function that always returns the value that was used as its argument, unc ...
. Note that and equal the identity operator  on the sequence space, and denote the -fold
composition Composition or Compositions may refer to: Arts and literature *Composition (dance), practice and teaching of choreography * Composition (language), in literature and rhetoric, producing a work in spoken tradition and written discourse, to include ...
. Let denote the 0th
component Component may refer to: In engineering, science, and technology Generic systems *System components, an entity with discrete structure, such as an assembly or software module, within a system considered at a particular level of analysis * Lumped e ...
of the -fold
composition Composition or Compositions may refer to: Arts and literature *Composition (dance), practice and teaching of choreography * Composition (language), in literature and rhetoric, producing a work in spoken tradition and written discourse, to include ...
applied to , where denotes the identity. Then () can be rewritten in a more compact way as


Probabilistic versions

Consider arbitrary
events Event may refer to: Gatherings of people * Ceremony, an event of ritual significance, performed on a special occasion * Convention (meeting), a gathering of individuals engaged in some common interest * Event management, the organization of eve ...
in a
probability space In probability theory, a probability space or a probability triple (\Omega, \mathcal, P) is a mathematical construct that provides a formal model of a random process or "experiment". For example, one can define a probability space which models ...
and let denote the
expectation operator In probability theory, the expected value (also called expectation, expectancy, expectation operator, mathematical expectation, mean, expectation value, or first moment) is a generalization of the weighted average. Informally, the expected val ...
. Then from () is the
random number A random number is generated by a random (stochastic) process such as throwing dice. Individual numbers cannot be predicted, but the likely result of generating a large quantity of numbers can be predicted by specific mathematical series and st ...
of these events which occur simultaneously. Using from (), define where the intersection over the empty index set is again defined as , hence . If the ring is also an
algebra Algebra is a branch of mathematics that deals with abstract systems, known as algebraic structures, and the manipulation of expressions within those systems. It is a generalization of arithmetic that introduces variables and algebraic ope ...
over the real or complex numbers, then taking the expectation of the coefficients in () and using the notation from (), in . If is the
field Field may refer to: Expanses of open ground * Field (agriculture), an area of land used for agricultural purposes * Airfield, an aerodrome that lacks the infrastructure of an airport * Battlefield * Lawn, an area of mowed grass * Meadow, a grass ...
of real numbers, then this is the
probability-generating function In probability theory, the probability generating function of a discrete random variable is a power series representation (the generating function) of the probability mass function of the random variable. Probability generating functions are often ...
of the
probability distribution In probability theory and statistics, a probability distribution is a Function (mathematics), function that gives the probabilities of occurrence of possible events for an Experiment (probability theory), experiment. It is a mathematical descri ...
of . Similarly, () and () yield and, for every sequence , The quantity on the left-hand side of () is the expected value of .


Remarks

#In
actuarial science Actuarial science is the discipline that applies mathematics, mathematical and statistics, statistical methods to Risk assessment, assess risk in insurance, pension, finance, investment and other industries and professions. Actuary, Actuaries a ...
, the name ''Schuette–Nesbitt formula'' refers to equation (), where denotes the set of real numbers. #The left-hand side of equation () is a
convex combination In convex geometry and Vector space, vector algebra, a convex combination is a linear combination of point (geometry), points (which can be vector (geometric), vectors, scalar (mathematics), scalars, or more generally points in an affine sp ...
of the powers of the shift operator , it can be seen as the
expected value In probability theory, the expected value (also called expectation, expectancy, expectation operator, mathematical expectation, mean, expectation value, or first Moment (mathematics), moment) is a generalization of the weighted average. Informa ...
of random operator . Accordingly, the left-hand side of equation () is the expected value of random component . Note that both have a
discrete probability distribution In probability theory and statistics, a probability distribution is a function that gives the probabilities of occurrence of possible events for an experiment. It is a mathematical description of a random phenomenon in terms of its sample spa ...
with finite
support Support may refer to: Arts, entertainment, and media * Supporting character * Support (art), a solid surface upon which a painting is executed Business and finance * Support (technical analysis) * Child support * Customer support * Income Su ...
, hence expectations are just the well-defined finite sums. #The probabilistic version of the
inclusion–exclusion principle In combinatorics, the inclusion–exclusion principle is a counting technique which generalizes the familiar method of obtaining the number of elements in the union (set theory), union of two finite sets; symbolically expressed as : , A \cup B, ...
can be derived from equation () by choosing the sequence : the left-hand side reduces to the probability of the event , which is the union of , and the right-hand side is , because and for . #Equations (), (), () and () are also true when the shift operator and the difference operator are considered on a subspace like the  spaces. #If desired, the formulae (), (), () and () can be considered in finite dimensions, because only the first components of the sequences matter. Hence, represent the linear shift operator and the linear difference operator as mappings of the -dimensional
Euclidean space Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces ...
into itself, given by the -
matrices Matrix (: matrices or matrixes) or MATRIX may refer to: Science and mathematics * Matrix (mathematics), a rectangular array of numbers, symbols or expressions * Matrix (logic), part of a formula in prenex normal form * Matrix (biology), the ...
:::E=\begin 0&1&0&\cdots&0\\ 0&0&1&\ddots&\vdots\\ \vdots&\ddots&\ddots&\ddots&0\\ 0&\cdots&0&0&1\\ 0&\cdots&0&0&0 \end, \qquad \Delta=\begin -1&1&0&\cdots&0\\ 0&-1&1&\ddots&\vdots\\ \vdots&\ddots&\ddots&\ddots&0\\ 0&\cdots&0&-1&1\\ 0&\cdots&0&0&-1 \end, ::and let denote the -dimensional
identity matrix In linear algebra, the identity matrix of size n is the n\times n square matrix with ones on the main diagonal and zeros elsewhere. It has unique properties, for example when the identity matrix represents a geometric transformation, the obje ...
. Then () and () hold for every
vector Vector most often refers to: * Euclidean vector, a quantity with a magnitude and a direction * Disease vector, an agent that carries and transmits an infectious pathogen into another living organism Vector may also refer to: Mathematics a ...
in -dimensional Euclidean space, where the exponent in the definition of denotes the
transpose In linear algebra, the transpose of a Matrix (mathematics), matrix is an operator which flips a matrix over its diagonal; that is, it switches the row and column indices of the matrix by producing another matrix, often denoted by (among other ...
. #Equations () and () hold for an arbitrary linear operator as long as is the difference of and the identity operator . #The probabilistic versions (), () and () can be generalized to every finite measure space. For textbook presentations of the probabilistic Schuette–Nesbitt formula () and their applications to actuarial science, cf. . Chapter 8, or , Chapter 18 and the Appendix, pp. 577–578.


History

For
independent Independent or Independents may refer to: Arts, entertainment, and media Artist groups * Independents (artist group), a group of modernist painters based in Pennsylvania, United States * Independentes (English: Independents), a Portuguese artist ...
events, the formula () appeared in a discussion of Robert P. White and T.N.E. Greville's paper by Donald R. Schuette and Cecil J. Nesbitt, see . In the two-page note , Hans U. Gerber, called it Schuette–Nesbitt formula and generalized it to arbitrary events. Christian Buchta, see , noticed the combinatorial nature of the formula and published the elementary
combinatorial proof In mathematics, the term ''combinatorial proof'' is often used to mean either of two types of mathematical proof: * A proof by double counting. A combinatorial identity is proven by counting the number of elements of some carefully chosen set in ...
of (). Cecil J. Nesbitt,
PhD A Doctor of Philosophy (PhD, DPhil; or ) is a terminal degree that usually denotes the highest level of academic achievement in a given discipline and is awarded following a course of graduate study and original research. The name of the deg ...
, F.S.A., M.A.A.A., received his
mathematical education In contemporary education, mathematics education—known in Europe as the didactics or pedagogy of mathematics—is the practice of teaching, learning, and carrying out scholarly research into the transfer of mathematical knowledge. Although r ...
at the
University of Toronto The University of Toronto (UToronto or U of T) is a public university, public research university whose main campus is located on the grounds that surround Queen's Park (Toronto), Queen's Park in Toronto, Ontario, Canada. It was founded by ...
and the
Institute for Advanced Study The Institute for Advanced Study (IAS) is an independent center for theoretical research and intellectual inquiry located in Princeton, New Jersey. It has served as the academic home of internationally preeminent scholars, including Albert Ein ...
in
Princeton Princeton University is a private Ivy League research university in Princeton, New Jersey, United States. Founded in 1746 in Elizabeth as the College of New Jersey, Princeton is the fourth-oldest institution of higher education in the Unit ...
. He taught
actuarial mathematics Actuarial science is the discipline that applies mathematical and statistical methods to assess risk in insurance, pension, finance, investment and other industries and professions. Actuaries are professionals trained in this discipline. In ma ...
at the
University of Michigan The University of Michigan (U-M, U of M, or Michigan) is a public university, public research university in Ann Arbor, Michigan, United States. Founded in 1817, it is the oldest institution of higher education in the state. The University of Mi ...
from 1938 to 1980. He served the
Society of Actuaries The Society of Actuaries (SOA) is a global professional organization for actuaries. It was founded in 1949 as the merger of two major actuarial organizations in the United States: the Actuarial Society of America and the American Institute of A ...
from 1985 to 1987 as Vice-President for Research and Studies. Professor Nesbitt died in 2001. (Short CV taken from , page xv.) Donald Richard Schuette was a PhD student of C. Nesbitt, he later became professor at the
University of Wisconsin–Madison The University of Wisconsin–Madison (University of Wisconsin, Wisconsin, UW, UW–Madison, or simply Madison) is a public land-grant research university in Madison, Wisconsin, United States. It was founded in 1848 when Wisconsin achieved st ...
. The probabilistic version of the Schuette–Nesbitt formula () generalizes much older formulae of
Waring Waring is an English surname with two derivation hypotheses: from the Frankish ''Warin'', meaning 'guard,' via Norman French ''Guarin,'' or from the Anglo-Saxon ''Wæring'', meaning 'confederate' or, more literally, 'oath companion.' Both hypothes ...
, which express the probability of the events and in terms of , , ..., . More precisely, with \textstyle\binom kn denoting the
binomial coefficient In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
, and see , Sections IV.3 and IV.5, respectively. To see that these formulae are special cases of the probabilistic version of the Schuette–Nesbitt formula, note that by the
binomial theorem In elementary algebra, the binomial theorem (or binomial expansion) describes the algebraic expansion of powers of a binomial. According to the theorem, the power expands into a polynomial with terms of the form , where the exponents and a ...
:\Delta^k=(E-I)^k=\sum_^k\binom kj (-1)^E^j,\qquad k\in\mathbb_0. Applying this operator identity to the sequence with leading zeros and noting that if and otherwise, the formula () for follows from (). Applying the identity to with leading zeros and noting that if and otherwise, equation () implies that :\mathbb(N\ge n)=\sum_^m S_k\sum_^k\binom kj(-1)^. Expanding using the binomial theorem and using equation (11) of the formulas involving binomial coefficients, we obtain :\sum_^k\binom kj(-1)^ =-\sum_^\binom kj(-1)^ =(-1)^\binom. Hence, we have the formula () for .


Applications


In actuarial science

Problem: Suppose there are persons aged with remaining random (but independent) lifetimes . Suppose the group signs a life insurance contract which pays them after years the amount if exactly persons out of are still alive after years. How high is the expected payout of this insurance contract in years? Solution: Let denote the event that person survives years, which means that . In
actuarial notation Actuarial notation is a shorthand method to allow actuaries to record mathematical formulas that deal with interest rates and life tables. Traditional notation uses a halo system, where symbols are placed as superscript or subscript before ...
the probability of this event is denoted by and can be taken from a
life table In actuarial science and demography, a life table (also called a mortality table or actuarial table) is a table which shows, for each age, the probability that a person of that age will die before their next birthday ("probability of death"). In ...
. Use independence to calculate the probability of intersections. Calculate and use the probabilistic version of the Schuette–Nesbitt formula () to calculate the expected value of .


In probability theory

Let be a
random permutation A random permutation is a sequence where any order of its items is equally likely at random, that is, it is a permutation-valued random variable of a set of objects. The use of random permutations is common in games of chance and in randomized alg ...
of the set and let denote the event that is a fixed point of , meaning that . When the numbers in , which is a subset of , are fixed points, then there are ways to permute the remaining numbers, hence :\mathbb\biggl(\bigcap_A_j\biggr)=\frac. By the combinatorical interpretation of the
binomial coefficient In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
, there are \textstyle\binom mk different choices of a subset of with elements, hence () simplifies to :S_k=\binom mk \frac=\frac1. Therefore, using (), the
probability-generating function In probability theory, the probability generating function of a discrete random variable is a power series representation (the generating function) of the probability mass function of the random variable. Probability generating functions are often ...
of the number of fixed points is given by :\mathbb ^N\sum_^m\frac,\qquad x\in\mathbb. This is the
partial sum In mathematics, a series is, roughly speaking, an addition of infinitely many terms, one after the other. The study of series is a major part of calculus and its generalization, mathematical analysis. Series are used in most areas of mathemati ...
of the infinite series giving the exponential function at , which in turn is the
probability-generating function In probability theory, the probability generating function of a discrete random variable is a power series representation (the generating function) of the probability mass function of the random variable. Probability generating functions are often ...
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 if these events occur with a known const ...
with parameter . Therefore, as tends to
infinity Infinity is something which is boundless, endless, or larger than any natural number. It is denoted by \infty, called the infinity symbol. From the time of the Ancient Greek mathematics, ancient Greeks, the Infinity (philosophy), philosophic ...
, the distribution of converges to the Poisson distribution with parameter .


See also

*
Rencontres numbers In combinatorics, the rencontres numbers are a triangular array of integers that enumerate permutations of the set with specified numbers of fixed points: in other words, partial derangements. (''Rencontre'' is French for ''encounter''. By some ...


References

* * * * * *


External links

* * {{DEFAULTSORT:Schuette-Nesbitt formula Enumerative combinatorics Theorems in probability theory Theorems in statistics Articles containing proofs