denoted by the partition
Employing a more general notation we may write
Xπ1
p1 Xπ2
p2 Xπ3
p3 ... =
ΣPxσ1
s1 xσ2
s2 xσ3
s3 ...
and then P is the distribution function of objects into parcels
(pπ1
1 pπ2
2 pπ3
3 ...),
the distributions being such as to have the specification
.
Multiplying out P so as to exhibit it as a sum
of monomials, we get a result—
Xπ1
p1 Xπ2
p2 Xπ3
p3 ... =
ΣΣθ (λl1
1 λl2
2 λl3
3 ...)
xσ1
s1 xσ2
s2 xσ3
s3 ...
indicating that for distributions of specification
.
there are θ ways of distributing n objects denoted by
(λl1
1 λl2
2 λl3
3 ...)
amongst n parcels denoted by
(pπ11 pπ22 pπ33 ...),
one object in each parcel. Now
observe that as before we may interchange parcel and object, and
that this operation leaves the specification of the distribution unchanged.
Hence the number of distributions must be the same,
and if
p1 Xπ2
p2 Xπ3
p3 ... ... = ... + θ (λl1
1 λl2
2 λl3
3 ...) xσ1
s1 xσ2
s2 xσ3
s3 ... + ...
then also
Xl1λ1 Xl2λ2 Xl3λ3 ... =
... + θ (pπ11 pπ22 pπ33 ...)
xσ1
s1 xσ2
s2 xσ3
s3 ... + ...
This extensive theorem of algebraic reciprocity includes many known theorems of symmetry in the theory of Symmetric Functions.
The whole of the theory has been extended to include symmetric functions symbolized by partitions which contain as well zero and negative parts.
2. The Compositions of Multipartite Numbers. Parcels denoted by (Im).—There are here no similarities between the parcels.
Case II.
Let (π1 π2 π3) be a partition of m.
(pπ1
1 pπ2
2 pπ3
3 ...) a partition of n.
Of the whole number of distributions of the n objects, there will be a
certain number such that n1 parcels each contain p1 objects, and in
general πs parcels each contain ps objects, where s = 1, 2, 3, ...
Consider the product hπ1
p1 hπ2
p2 hπ3
p3 ... which can be permuted in
m!π1!π2!π3! ...
ways. For each of these ways hπ1
p1 hπ2
p2 hπ3
p3 ...
will be a distribution function for distributions of the specified type. Hence,
regarding all the permutations, the distribution function is
m! | hπ1 p1 hπ2 p2 hπ3 p3 ... |
π1!π2!π3! ... |
and regarding, as well, all the partitions of n into exactly m parts, the desired distribution function is
Σ | m! | hπ1 p1 hπ2 p2 hπ3 p3 ... [Σπ = m, Σπp = n], |
π1!π2!π3! ... |
that is, it is the coefficient of xn in (h1x + h2x² + h3x³ + ... )m. The value of A(pπ11 pπ22 pπ33 ...), (1m) is the coefficient of (pπ11 pπ22 pπ33 ...)xn in the development of the above expression, and is easily shown to have the value
( | p1 + m − 1 | ) | π1 | ( | p2 + m − 1 | ) | π2 | ( | p3 + m − 1 | ) | π3 | ... | ||||
p1 | p2 | p3 | ||||||||||||||
− | ( | m | ) | ( | p1 + m − 2 | ) | π1 | ( | p2 + m − 2 | ) | π2 | ( | p3 + m − 2 | ) | π3 | ... |
1 | p1 | p2 | p3 | |||||||||||||
+ | ( | m | ) | ( | p1 + m − 3 | ) | π1 | ( | p2 + m − 3 | ) | π2 | ( | p3 + m − 3 | ) | π3 | ... |
2 | p1 | p2 | p3 | |||||||||||||
− ... to m terms. |
Observe that when p1 = p2 = p3 = ... = π1 = π2 = π3 ... = 1 this expression reduces to the mth divided differences of 0n. The expression gives the compositions of the multipartite number pπ11 pπ22 pπ33 ... into m parts. Summing the distribution function from m = 1 to m = ∞ and putting x = 1, as we may without detriment, we find that the totality of the compositions is given by h1 + h2 + h3 + ... 1 − h1 − h2 − h3 + ... which may be given the form a1 − a2 + a3 − ...1 − 2(a1 − a2 + a3 − ...). Adding 12 we bring this to the still more convenient form
12 | 1 | . |
1 − 2(a1 − a2 + a3 − ...) |
Let F (pπ11 pπ22 pπ33 ... ) denote the total number of compositions of the multipartite pπ11 pπ22 pπ33 .... Then 12 11 − 2a = 12 + Σ F(p)αp, and thence F(p) = 2p − 1. Again 12 · 11 − 2(α + β − αβ) = Σ F(p1p2) αp1βp2, and expanding the left-hand side we easily find
F(p1p2) = 2p1 + p2 − 1 | (p1 + p2)! | − 2p1 + p2 − 2 | (p1 + p2 − 1)! | + 2p1 + p2 − 3 | (p1 + p2 − 2)! | − ... |
0! p1! p2! | 1! (p1 − 1)! (p2 − 1)! | 2! (p1 − 2)! (p2 − 2)! |
We have found that the number of compositions of the multipartite
p1p2p3 ... ps
(p1p2p3 ... ps)
or of the single term
αp1
1 αp2
2 αp3
3 ... αps
s
in the development according to ascending powers of the algebraic fraction
12 · | 1 | . |
1 − 2 (Σα1 − Σα1α2 + Σα1α2α3 − ... + (−)s + 1 α1α2α3 ... αs |
This result can be thrown into another suggestive form, for it can be proved that this portion of the expanded fraction
12 · | 1 | , |
{1 − t1 (2α1 + α2 + ... + αs)} {1 − t2 (2α1 + 2α2 + ... + αs)} ... {1 − ts (2α1 + 2α2 + ... + 2αs)} |
which is composed entirely of powers of
has the expression
12 · | 1 | , |
1 − 2 (Σt1α1 − Σt1t2α1α2 + Σt1t2t3α1α2α3 − ... + (−)s + 1t1t2 ... tsα1α2 ... αs) |
and therefore the coefficient of αp11 αp22 ... αpss in the latter fraction, when t1, t2, &c., are put equal to unity, is equal to the coefficient of the same term in the product
12 (2α1 + α2 + ... + αs)p1 (2α1 + 2α2 + ... + αs)p2 ... (2α1 + 2α2 + ... + 2αs)ps.
This result gives a direct connexion between the number of compositions
and the permutations of the letters in the product
αp1
1 αp2
2 ... αps
s .
Selecting any permutation, suppose that the letter ar occurs qr times
in the last pr + pr+1 + ... + ps places of the permutation; the coefficient
in question may be represented by 12 Σ2q1+q2+ ... +qs,
the summation being for every permutation, and since q1 = p1 this may be written
Ex. Gr.—For the bipartite 22, p1 = p2 = 2, and we have the following scheme:—
α1 | α1 | α2 | α2 | q2 = 2 |
α1 | α2 | α1 | α2 | = 1 |
α1 | α2 | α2 | α1 | = 1 |
α2 | α1 | α1 | α2 | = 1 |
α2 | α1 | α2 | α1 | = 1 |
α2 | α2 | α1 | α1 | = 0 |
Hence
F(22) = 2 (22 + 2 + 2 + 2 + 2 + 20) = 26.
We may regard the fraction
1 | , | |
12 · | {1 − t1 (2α1 + α2 + ... + αs)} {1 − t2 (2α1 + 2α2 + ... + αs)} ... {1 − ts (2α1 + 2α2 + ... + 2αs)} |
as a redundant generating function, the enumeration of the compositions being given by the coefficient of
(t1α1)p1 (t2α2)p2 ... (tsαs)ps.
The transformation of the pure generating function into a factorized redundant form supplies the key to the solution of a large number of questions in the theory of ordinary permutations, as will be seen later.
[The transformation of the last section involves a comprehensive theory of Permutations, which it is convenient to discuss shortly The theory of permutations.here.
If X1, X2, X3, ... Xn be linear functions given by the matricular relation
(X1, X2, X3, ... Xn) = | (a11 | a12 | ... | a1n) | (x1, x2, ... xn) |
a21 | a22 | ... | a2n | ||
. | . | ... | . | ||
. | . | ... | . | ||
an1 | an2 | ... | ann |
that portion of the algebraic fraction,
1 | , |
(1 − s1X1) (1 − s2X2) ... (1 − snXn) |
which is a function of the products s1x1, s2x2, s3x3, ... snxn only is
1 |
|(1 − a11s1x1) (1 − a22s2x2) (1 − a33s3x3) ... (1 − annsnxn)| |
where the denominator is in a symbolic form and denotes on expansion
1 − Σ |a11|s1x1 + Σ |a11a22|s1s2x1x2 − ... + (–)n |a11a22a33 ... ann|
s1s2 ... snx1x2 ... xn,where |a11|, |a11a22|, ... |a11a22, ... ann| denote the several co-axial minors of the determinant
of the matrix. (For the proof of this theorem see MacMahon, “A certain Class of Generating Functions in the Theory of Numbers,” Phil. Trans. R. S. vol. clxxxv. A, 1894). It follows that the coefficient of
xξ1
1 xξ2
2 xξn
n