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In [[mathematics]], a [[polynomial sequence]], i.e., a sequence of [[polynomial]]s indexed by { 0, 1, 2, 3, ... } in which the index of each polynomial equals its degree, is said to be of '''binomial type''' if it satisfies the sequence of identities
:<math>p_n(x+y)=\sum_{k=0}^n{n \choose k}\, p_k(x)\, p_{n-k}(y).</math>
 
Many such sequences exist.  The set of all such sequences forms a [[Lie group]] under the operation of umbral composition, explained below. Every sequence of binomial type may be expressed in terms of the [[Bell polynomial]]s. Every sequence of binomial type is a [[Sheffer sequence]] (but most Sheffer sequences are not of binomial type).  Polynomial sequences put on firm footing the vague 19th century notions of [[umbral calculus]].
 
==Examples==
* In consequence of this definition the [[binomial theorem]] can be stated by saying that the sequence { ''x''<sup>''n''</sup> : ''n'' = 0, 1, 2, ... } is of binomial type.
 
* The sequence of "[[lower factorial]]s" is defined by
 
::<math>(x)_n=x(x-1)(x-2)\cdot\cdots\cdot(x-n+1).</math>
 
:(In the theory of special functions, this same notation denotes [[upper factorial]]s, but this present usage is universal among [[combinatorics|combinatorialists]].) The product is understood to be 1 if ''n'' = 0, since it is in that case an [[empty product]].  This polynomial sequence is of binomial type.
 
* Similarly the "[[upper factorial]]s"
 
::<math>x^{(n)}=x(x+1)(x+2)\cdot\cdots\cdot(x+n-1)</math>
 
:are a polynomial sequence of binomial type.
 
* The [[Abel polynomials]]
 
::<math>p_n(x)=x(x-an)^{n-1} \,</math>
 
:are a polynomial sequence of binomial type.
 
* The [[Touchard polynomials]]
 
::<math>p_n(x)=\sum_{k=1}^n S(n,k)x^k</math>
 
:where ''S''(''n'', ''k'') is the number of partitions of a set of size ''n'' into ''k'' disjoint non-empty subsets, is a polynomial sequence of binomial type. [[Eric Temple Bell]] called these the "exponential polynomials" and that term is also sometimes seen in the literature. The coefficients ''S''(''n'', ''k'' ) are "[[Stirling number]]s of the second kind".  This sequence has a curious connection with the [[Poisson distribution]]: If ''X'' is a [[random variable]] with a Poisson distribution with expected value &lambda; then E(''X''<sup>''n''</sup>) = ''p''<sub>''n''</sub>(&lambda;).  In particular, when &lambda; = 1, we see that the ''n''th moment of the Poisson distribution with expected value 1 is the number of partitions of a set of size ''n'', called the ''n''th [[Bell numbers|Bell number]]. This fact about the ''n''th moment of that particular Poisson distribution is "[[Bell numbers|Dobinski's formula]]".
 
==Characterization by delta operators==
It can be shown that a polynomial sequence { ''p''<sub>''n''</sub>(x) : ''n'' = 0, 1, 2, ... } is of binomial type if and only if all three of the following conditions hold:
 
* The [[linear transformation]] on the space of polynomials in ''x'' that is characterized by
 
::<math>p_n(x)\mapsto np_{n-1}(x)</math>
 
:is [[shift-equivariant]], and
 
* ''p''<sub>0</sub>(''x'') = 1 for all ''x'', and
 
* ''p''<sub>''n''</sub>(0) = 0 for ''n'' > 0.
 
(The statement that this operator is shift-equivariant is the same as saying that the polynomial sequence is a [[Sheffer sequence]]; the set of sequences of binomial type is properly included within the set of Sheffer sequences.)
 
===Delta operators===
That linear transformation is clearly a [[delta operator]], i.e., a shift-equivariant linear transformation on the space of polynomials in ''x'' that reduces degrees of polynomials by 1.  The most obvious examples of delta operators are [[difference operator]]s and differentiation.  It can be shown that every delta operator can be written as a [[power series]] of the form
:<math>Q=\sum_{n=1}^\infty c_n D^n</math>
where ''D'' is differentiation (note that the lower bound of summation is 1).  Each delta operator ''Q'' has a unique sequence of "basic polynomials", i.e., a polynomial sequence satisfying
#<math>p_0(x)=1, \,</math>
#<math>p_n(0)=0\quad{\rm for\ }n\geq 1,{\rm\ and}</math>
#<math>Qp_n(x)=np_{n-1}(x). \,</math>
It was shown in 1973 by [[Gian-Carlo Rota|Rota]], Kahaner, and [[Andrew Odlyzko|Odlyzko]], that a polynomial sequence is of binomial type if and only if it is the sequence of basic polynomials of some delta operator.  Therefore, this paragraph amounts to a recipe for generating as many polynomial sequences of binomial type as one may wish.
 
==Characterization by Bell polynomials==
For any sequence ''a''<sub>1</sub>, ''a''<sub>2</sub>, ''a''<sub>3</sub>, ... of scalars, let
 
:<math>p_n(x)=\sum_{k=1}^n B_{n,k}(a_1,\dots,a_{n-k+1}) x^k.</math>
 
Where ''B''<sub>''n'',''k''</sub>(''a''<sub>1</sub>, ..., ''a''<sub>''n''&minus;''k''+1</sub>) is the [[Bell polynomials|Bell polynomial]].  Then this polynomial sequence is of binomial type.  Note that for each ''n'' ≥ 1,
 
:<math>p_n'(0)=a_n.\,</math>
 
Here is the main result of this section:
 
'''Theorem:''' All polynomial sequences of binomial type are of this form.
 
A result in Mullin and Rota, repeated in Rota, Kahaner, and Odlyzko (see ''References'' below) states that every polynomial sequence {&nbsp;''p''<sub>''n''</sub>(''x'')&nbsp;}<sub>''n''</sub> of binomial type is determined by the sequence {&nbsp;''p''<sub>''n''</sub>&prime;(0)&nbsp;}<sub>''n''</sub>, but those sources do not mention Bell polynomials.
 
This sequence of scalars is also related to the delta operator.  Let
 
:<math>P(t)=\sum_{n=1}^\infty {a_n \over n!} t^n.</math>
 
Then
 
:<math>P^{-1}\left({d \over dx}\right)\,</math>
 
is the delta operator of this sequence.
 
==Characterization by a convolution identity==
For sequences ''a''<sub>''n''</sub>, ''b''<sub>''n''</sub>, ''n'' = 0, 1, 2, ..., define a sort of [[convolution]] by
 
:<math>(a \diamondsuit b)_n = \sum_{j=0}^n {n \choose j} a_j b_{n-j}.</math>
 
Let <math>a_n^{k\diamondsuit}\,</math> be the ''n''th term of the sequence
 
:<math>\underbrace{a\diamondsuit\cdots\diamondsuit a}_{k\text{ factors}}.\,</math>
 
Then for any sequence ''a''<sub>''i''</sub>, ''i'' = 0, 1, 2, ..., with ''a''<sub>0</sub> = 0, the sequence defined by ''p''<sub>0</sub>(''x'') = 1 and
 
:<math>p_n(x) = \sum_{k=1}^n {a_{n}^{k\diamondsuit} x^k \over k!}\,</math>
 
for ''n'' ≥ 1, is of binomial type, and every sequence of binomial type is of this form.  This result is due to Alessandro di Bucchianico (see '''References''' below).
 
==Characterization by generating functions==
Polynomial sequences of binomial type are precisely those whose [[generating function]]s are formal (not necessarily convergent) [[power series]] of the form
 
:<math>\sum_{n=0}^\infty {p_n(x) \over n!}t^n=e^{xf(t)}</math>
 
where ''f''(''t'') is a formal power series whose [[constant term]] is zero and whose first-degree term is not zero. It can be shown by the use of the power-series version of [[Faà di Bruno's formula]] that
 
:<math>f(t)=\sum_{n=1}^\infty {p_n\,'(0) \over n!}t^n.</math>
 
The delta operator of the sequence is ''f''<sup>&minus;1</sup>(''D''), so that
 
:<math>f^{-1}(D)p_n(x)=np_{n-1}(x).</math>
 
===A way to think about these generating functions===
The coefficients in the product of two formal power series
 
:<math>\sum_{n=0}^\infty {a_n \over n!}t^n</math>
 
and
 
:<math>\sum_{n=0}^\infty {b_n \over n!}t^n</math>
 
are
 
:<math>c_n=\sum_{k=0}^n {n \choose k} a_k b_{n-k}</math>
 
(see also [[Cauchy product]]).  If we think of ''x'' as a parameter indexing a family of such power series, then the binomial identity says in effect that the power series indexed by ''x'' + ''y'' is the product of those indexed by ''x'' and by ''y''. Thus the ''x'' is the argument to a function that maps sums to products: an [[exponential function]]
 
:<math>g(t)^x=e^{x f(t)}</math>
 
where ''f''(''t'') has the form given above.
 
==Umbral composition of polynomial sequences==
The set of all polynomial sequences of binomial type is a [[group (mathematics)|group]] in which the group operation is "umbral composition" of polynomial sequences.  That operation is defined as follows.  Suppose { ''p''<sub>''n''</sub>(''x'') : ''n'' = 0, 1, 2, 3, ... } and { ''q''<sub>''n''</sub>(''x'') : ''n'' = 0, 1, 2, 3, ... } are polynomial sequences, and
 
:<math>p_n(x)=\sum_{k=0}^n a_{n,k}\, x^k.</math>
 
Then the umbral composition ''p'' o ''q'' is the polynomial sequence whose ''n''th term is
 
:<math>(p_n\circ q)(x)=\sum_{k=0}^n a_{n,k}\, q_k(x)</math>
 
(the subscript ''n'' appears in ''p''<sub>''n''</sub>, since this is the ''n'' term of that sequence, but not in ''q'', since this refers to the sequence as a whole rather than one of its terms).
 
With the delta operator defined by a power series in ''D'' as above, the natural bijection between delta operators and polynomial sequences of binomial type, also defined above, is a group isomorphism, in which the group operation on power series is formal composition of formal power series.
 
==Cumulants and moments==
The sequence κ<sub>''n''</sub> of coefficients of the first-degree terms in a polynomial sequence of binomial type may be termed the [[cumulant]]s of the polynomial sequence. It can be shown that the whole polynomial sequence of binomial type is determined by its cumulants, in a way discussed in the article titled ''[[cumulant]]''. Thus
 
:<math> p_n'(0)=\kappa_n= \,</math> the ''n''th cumulant
 
and
 
:<math> p_n(1)=\mu_n'= \,</math> the ''n''th moment.
 
These are "formal" cumulants and "formal" [[moment (mathematics)|moments]], as opposed to cumulants of a [[probability distribution]] and moments of a probability distribution.
 
Let
 
:<math>f(t)=\sum_{n=1}^\infty\frac{\kappa_n}{n!}t^n</math>
 
be the (formal) cumulant-generating function. Then
 
:<math>f^{-1}(D) \,</math>
 
is the delta operator associated with the polynomial sequence, i.e., we have
 
:<math>f^{-1}(D)p_n(x)=np_{n-1}(x). \,</math>
 
==Applications==
The concept of binomial type has applications in [[combinatorics]], [[probability]], [[statistics]], and a variety of other fields.
 
==See also==
* [[List of factorial and binomial topics]]
* [[Binomial-QMF]] (Daubechies wavelet filters)
 
==References==
* [[Gian-Carlo Rota|G.-C. Rota]], D. Kahaner, and [[Andrew Odlyzko|A. Odlyzko]], "Finite Operator Calculus," ''Journal of Mathematical Analysis and its Applications'', vol. 42, no. 3, June 1973.  Reprinted in the book with the same title, Academic Press, New York, 1975.
 
* R. Mullin and G.-C. Rota, "On the Foundations of Combinatorial Theory III: Theory of Binomial Enumeration," in ''Graph Theory and Its Applications'', edited by Bernard Harris, Academic Press, New York, 1970.
 
As the title suggests, the second of the above is explicitly about applications to [[combinatorics|combinatorial]] enumeration.
 
* di Bucchianico, Alessandro.  ''Probabilistic and Analytical Aspects of the Umbral Calculus'', Amsterdam, [[Centrum Wiskunde & Informatica|CWI]], 1997.
 
* {{mathworld|urlname=Binomial-TypeSequence|title=Binomial-Type Sequence}}
 
[[Category:Polynomials]]
[[Category:Factorial and binomial topics]]

Revision as of 04:39, 12 February 2014

Are you always having issues with a PC? Are you constantly searching for ways to heighten PC performance? Then this is the post you're looking for. Here we will discuss a few of the most asked concerns with regards to having you PC serve you well; how could I make my computer quicker for free? How to create my computer run quicker?

Install an anti-virus software. If you already have which on you computer then carry out a full program scan. If it finds any viruses on the computer, delete those. Viruses invade the computer and make it slower. To safeguard the computer from different viruses, it is actually greater to keep the anti-virus software running whenever you use the internet. We might also fix the security settings of your web browser. It may block unknown and risky websites and block off any spyware or malware striving to receive into your computer.

Although this problem affects millions of computer consumers throughout the globe, there is an easy method to fix it. We see, there's 1 reason for a slow loading computer, and that's considering a PC cannot read the files it must run. In a nutshell, this simply signifies which whenever we do anything on Windows, it requires to read up on how to do it. It's traditionally a fairly 'dumb' program, that has to have files to tell it to do everything.

There are strategies to make your slow computer work effective plus quickly. In this particular article, I will tell you only 3 best tricks or techniques to prevent a computer of being slow and instead of which make it quicker and function even much better than before.

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