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Proceedings of the National Academy of Sciences of the United States of America logoLink to Proceedings of the National Academy of Sciences of the United States of America
. 2001 Mar 27;98(8):4313–4316. doi: 10.1073/pnas.071043398

A positivity result in the theory of Macdonald polynomials

A M Garsia 1, J Haglund 1,
PMCID: PMC31831  PMID: 11274351

Abstract

We outline here a proof that a certain rational function Cn(q, t), which has come to be known as the “q, t-Catalan,” is in fact a polynomial with positive integer coefficients. This has been an open problem since 1994. Because Cn(q, t) evaluates to the Catalan number at t = q = 1, it has also been an open problem to find a pair of statistics a, b on the collection 𝒟n of Dyck paths Π of length 2n yielding Cn(q, t) = ∑π ta(Π)qb(Π). Our proof is based on a recursion for Cn(q, t) suggested by a pair of statistics recently proposed by J. Haglund. One of the byproducts of our results is a proof of the validity of Haglund's conjecture.

1. Preliminaries

At the 1988 Alghero meeting of the Lotharingian Seminar, Macdonald introduced a two-parameter symmetric function basis {Jμ[X; q, t]}μ that has since proved to be fundamental in the Theory of Symmetric Functions. In recent years the Theory of Symmetric Functions has acquired particular importance because of its relation to the Representation Theory of Hecke algebras and the Symmetric Groups, and has been shown to have applicability in a wide range of scientific and mathematical disciplines. In many of these developments the Macdonald polynomials and some of their specializations have played a central role. In the original paper (1) and in subsequent work (27) a number of conjectures have been formulated that assert that certain rational functions in q, t are in fact polynomials with positive integer coefficients. For a decade these conjectures have resisted several various attempts of proof by a wide range of approaches. Although these conjectures lie squarely within the Theory of Symmetric Functions, the approaches range from diagonal actions of the symmetric group on polynomial rings in two sets of variables (2, 3, 5) to the Algebraic Geometry of Hilbert schemes (8). Efforts to resolve these conjectures within the Theory of Symmetric Functions have led to the discovery of a variety of new methods to deal with symmetric function identities (3, 4, 6, 8). In this paper we outline an argument that yields a purely symmetric function proof of one of these conjectures. To state the result we need some definitions and notational conventions.

A partition μ will always be identified with its Ferrers diagram. The partition conjugate to μ will be denoted μ′. By the French convention, if the parts of μ are μ1 ≥ μ2 ≥ … ≥ μk > 0, the Ferrers diagram has μi lattice cells in the ith row (from the bottom up). Here |μ| and l(μ) denote, respectively, the sum of the parts and the number of nonzero parts of μ. The symbol μ ⊢ n will also be used to indicate that |μ| = n. Following Macdonald, the arm, leg, coarm, and coleg of a lattice square s are the parameters aμ(s), lμ(s), aμ(s), and lμ(s), giving the number of cells of μ that are, respectively, strictly east, north, west, and south of s in μ.

Here and after, for a partition μ = (μ1, μ2, … , μk) we set

graphic file with name M1.gif 1.1
graphic file with name M2.gif

and

graphic file with name M3.gif 1.2
graphic file with name M4.gif

This given we can show

Theorem 1.1. For every n ≥ 1the rational function

graphic file with name M5.gif 1.3

evaluates to a polynomial with positive integer coefficients.

To show how this relates to Macdonald polynomials and to outline our proof, we need to introduce plethystic notation. This is a very powerful notational device that considerably facilitates the manipulation of symmetric function identities. This device can also be easily implemented in software such as maple or mathematica when we express symmetric functions in terms of the power sum sequence {pk}k≥1. To begin with, if E = E[t1, t2, t3, …] is a formal Laurent series in the variables t1, t2, t3, … (which may include the parameters q, t) we set

graphic file with name M6.gif

More generally, if a certain symmetric function F is expressed as the formal power series

graphic file with name M7.gif

then we simply let

graphic file with name M8.gif 1.4

and refer to it as “plethystic substitution” of E into the symmetric function F. We also adopt the convention that inside the plethystic bracket X and Xn stand for X = x1 + x2 + … and Xn = x1 + x2 + … + xn. In particular, a symmetric polynomial P = P(x1, x2, … , xn) may be simply written in the form P = P[Xn]. We should mention that the present breakthrough would not have been possible without the insight provided by this notational device.

This given, we will work here with the modified Macdonald polynomial H̃μ[X; q, t] obtained by setting

graphic file with name M9.gif 1.5
graphic file with name M10.gif

Another important ingredient here is the linear operator ∇ defined by setting for the basis {H̃μ[X; q, t]}μ:

graphic file with name M11.gif 1.6

Now it was shown in ref. 6 that the elementary symmetric function en has the expansion

graphic file with name M12.gif 1.7

so that Eq. 1.6 gives

graphic file with name M13.gif 1.8

Equating coefficients of the Schur function Sλ gives

graphic file with name M14.gif 1.9

where from Eq. 1.5 we derive that K̃λμ(q, t) is related to the Macdonald q, t-Kostka coefficient Kλμ(q, t) by the simple reversion

graphic file with name M15.gif

In particular, it follows from Macdonald's work (9) that (for μ ⊢ n)

graphic file with name M16.gif 1.10

By using this in Eq. 1.9 for λ = 1n, Eq. 1.3 becomes

graphic file with name M17.gif 1.11

Our proof of Theorem 1.1 is based on this identity. The reader is referred to refs. 6 and 7 for several conjectures concerning the expressions in Eq. 1.9.

Here it suffices to know that it was shown in ref. 4 that ∇ acts integrally on Schur functions. This implies that all the expressions in Eq. 1.9, and in particular Cn(q, t), evaluate to polynomials in q, t with integer coefficients. Our proof of Theorem 1.1 gives the positivity of the latter coefficients as well as a combinatorial interpretation of their values. This is obtained by means of a recursion satisfied by the two-parameter family of polynomials

graphic file with name M18.gif 1.12

More precisely we show that

Theorem 1.2. For any pair of integersns ≥ 1 we have

graphic file with name M19.gif 1.13

where [Inline graphic]q = [(q;q)n]/[(q;q)k(q;q)nk]denotes the q-binomial coefficient.

Note that since ∇1 = 1, Eq. 1.12 gives the initial conditions

graphic file with name M21.gif 1.14

It is then easily seen that Eq. 1.13 yields

graphic file with name M22.gif

Moreover, Eqs. 1.12 and 1.13 with nn + 1 and s → 1 give

graphic file with name M23.gif 1.15

A remarkable corollary of Eqs. 1.13 and 1.15 is the combinatorial formula

graphic file with name M24.gif 1.16

where 𝒟n is the collection of all Dyck paths of length 2n, area(Π) denotes the area under the path, and maj(β(Π)) denotes the “major index” of a certain path β(Π) associated to Π. The reader is referred to ref. 6 for a more detailed description of these combinatorial structures.

We must mention that Eq. 1.16 had been previously conjectured by J.H. in an article to appear in the journal Advances in Mathematics and was in fact the starting point of the investigation that led to the present results.

2. Outline of the Argument

Because it can be shown that

graphic file with name M25.gif 2.1

we see that Eq. 1.13 simply states that the equality

graphic file with name M26.gif 2.2

must hold true for z = qs and all pairs m, s ≥ 1. This of course implies (and is, in fact, equivalent to) the equality of the two polynomials on both sides of Eq. 1.2.

Now the polynomials

graphic file with name M27.gif 2.3

have the “Taylor” expansion formula:

graphic file with name M28.gif 2.4

with δq the q-difference operator

graphic file with name M29.gif 2.5

By using Eq. 2.4 we immediately derive that Eq. 1.13 holds true if and only if we have

graphic file with name M30.gif 2.6

This identity is made more amenable to symmetric function manipulations by means of the expansions

graphic file with name M31.gif 2.7

and

graphic file with name M32.gif 2.8
graphic file with name M33.gif

By using these relations we were able to derive from Eq. 2.6 that Theorem 1.1 is equivalent to the following:

Theorem 2.1. For all 1 ≤ km we have

graphic file with name M34.gif 2.9
graphic file with name M35.gif

Note that Eq. 2.9 for k = 1 reduces to

graphic file with name M36.gif 2.10

and for k = 2

graphic file with name M37.gif 2.11
graphic file with name M38.gif
graphic file with name M39.gif

To establish these identities we need a basic mechanism for converting sums over partitions of size m to sums over partitions of smaller size. Now, it develops that this can be achieved by summation formulas involving “Pieri” coefficients. The latter are the rational functions dInline graphic(q, t) occurring in multiplication rules of the form.

graphic file with name M41.gif 2.12

when ν ⊢ k and f[X] is a symmetric function of degree d. Stanley for the Jack symmetric functions case (10) and Macdonald in ref. 1 give explicit formulas for dInline graphic(q, t) when f = hd or f = ed for some d ≥ 1. These formulas may be used to settle Eqs. 2.10 and 2.11. They should also yield what is needed for Eq. 2.9 as well, because in principle the multiplication rules for any f may be obtained by combining successive multiplications by the elementary (or homogeneous) symmetric functions. However, to carry this out in full generality we run into a task of forbidding complexity.

The breakthrough was the discovery that the necessary summation formulas may be directly obtained through the operator ∇. This shows once more that this remarkable operator somehow encodes within its action a great deal of the combinatorial complexity of Macdonald polynomials [see refs. 211] and (ref. 11 available at http://www.emis.de/journals/SLC/). To state our summation formulas we need further notation.

Let us recall that the so called “Hall” scalar product 〈,〉 is defined by setting for the power basis

graphic file with name M43.gif 2.13

where for a partition μ = 1α12α23α3 … we set zμ = 1α1α1!2α2α2!3α3α3! … Our versions of the Macdonald polynomials H̃μ are orthogonal with respect to the scalar product 〈,〉 defined by setting

graphic file with name M44.gif 2.14

To be precise we have

graphic file with name M45.gif 2.15

Now, companions to the Pieri rules in Eq. 2.12 are their dual forms

graphic file with name M46.gif 2.16

where μ ⊢ m, f is any symmetric function of degree d, and f denotes the operator that is the Hall-adjoint of multiplication by f. We should note that the Pieri coefficients and their dual counterparts are related by the identity

graphic file with name M47.gif 2.17

where ω as customary denotes the fundamental involution of symmetric functions and for any symmetric polynomial f we set

graphic file with name M48.gif 2.18

This is an easy consequence of Eq. 2.15 and the definitions in Eqs. 2.12 and 2.16.

This given, our proof of the recursion in Eq. 1.13 is based on the following two remarkable summation formulas.

Theorem 2.2. For g a symmetric polynomial of degree d and μ ⊢ m we have

graphic file with name M49.gif 2.19
graphic file with name M50.gif

with

graphic file with name M51.gif 2.20

Theorem 2.3. For f a symmetric polynomial of degree d and ν ⊢ kwe have

graphic file with name M52.gif 2.21

We should mention that both Eq. 2.19 and Eq. 2.21 are ultimate consequences of the following result (proved in ref. 11):

Theorem 2.4. For a given symmetric function P set

graphic file with name M53.gif

Then for all partitions μ we get

graphic file with name M54.gif

To give an idea of the manner in which Eqs. 2.19 and 2.21 are used to obtain Eq. 2.9, we shall use them to prove Eqs. 2.10 and 2.11.

To begin, the case ωg = h1 of Eq. 2.19 gives

graphic file with name M55.gif

where the symbol ν → μ is to indicate that ν is obtained by removing one of the corners of μ. Substituting this in the left hand side of Eq. 2.10 gives

graphic file with name M56.gif 2.22

Now Eq. 2.21 gives

graphic file with name M57.gif

which when substituted in Eq. 2.22 immediately yields Eq. 2.10.

For Eq. 2.11 we use Eq. 2.19 with

graphic file with name M58.gif

and obtain

graphic file with name M59.gif
graphic file with name M60.gif

where the symbol ν ⊆2 μ means that ν is obtained by removing two corners from μ. Substituting this in the left hand side of Eq. 2.11 gives

graphic file with name M61.gif
graphic file with name M62.gif

with

graphic file with name M63.gif

and Eq. 2.21 gives

graphic file with name M64.gif

and proves Eq. 2.11.

The details of all these calculations and the complete proof of Theorem 1.2 will appear in the proceedings of the September 2000 Montreal Colloquium in Algebraic Combinatorics, which is to be published by Discrete Mathematics.

Acknowledgments

This work was supported by the National Science Foundation.

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