the gss conjecturecraicu/posters/gss.pdf · gss conjecture. the ideal of the variety...

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The GSS Conjecture Claudiu Raicu Department of Mathematics, University of California, Berkeley Introduction The projectivization of the space of matrices of rank one coincides with the image of the Segre embedding of a product of two projective spaces. Its variety of secant (r - 1)–planes is the space of matrices of rank at most r , whose equations are given by the (r +1) × (r + 1) minors of a generic matrix. A fundamental problem, with applications in complexity theory and algebraic statistics, is to understand rank varieties of higher order tensors. This is a very complicated problem in general, even for the relatively small case of σ 4 (P 3 × P 3 × P 3 ), the variety of secant 3–planes to the Segre product of three projective 3–spaces (also known as the Salmon Problem). Inspired by experiments related to Bayesian networks, Garcia, Stillman and Sturmfels ([GSS05]) gave a conjectural description of the ideal of the variety of secant lines to a Segre product of projective spaces. The case of an n–factor Segre product has been obtained for n 5 in a series of papers ([LM04],[LW07],[AR08]). We have proved the general case of the conjecture in ([Rai10]). Flattenings and the GSS Conjecture For a field K of characteristic zero and K –vector spaces V 1 , ··· ,V n , we consider the Segre embedding Seg : PV * 1 ×···× PV * n P(V * 1 ⊗···⊗ V * n ), given by ([ e 1 ], ··· , [ e n ]) [ e 1 ⊗···⊗ e n ]. We write X for the image of this map. Its k –th secant variety is the closure of the set Σ k i=0 c i · v 1 i ⊗···⊗ v n i : c i K, v j i V * j in P(V * 1 ⊗···⊗ V * n ), which we denote by σ k +1 (X ). For a partition I J = {1, ··· ,n} =: [ n], we write V I = iI V i ,V J = j J V j , so that any tensor in V 1 ⊗···⊗ V n can be flattened to a 2–tensor, i.e. a matrix, in V I V J . We get σ k (X ) σ k (Seg(PV * I × PV * J )), so the (k + 1) × (k + 1) minors of the generic matrix in V I V J give some of the equations for σ k (X ). GSS Conjecture. The ideal of the variety of secant lines to X is generated by 3 × 3 mi- nors of flattenings. Equations for σ k (X ) The coordinate ring of P(V * 1 ⊗···⊗ V * n ) is the poly- nomial ring R := Sym(V 1 ⊗· · ·⊗V n )= K [ z α ], where z α = x a 1 ,1 ⊗···⊗ x a n ,n for some bases B j = {x ij } i of V j , α =(a 1 , ··· ,a n ) Z n 0 . The ideal of σ k (X ) is a GL(V ) := GL(V 1 ) ×···× GL(V n )– subrepresentation of R. The irreducible GL(V )-re- presentations that will concern us will have the form S λ V := S λ 1 V 1 ⊗···⊗ S λ n V n , for λ i partitions of some d, where S λ i are Schur functors. We write λ n d. Theorem A. The GSS conjecture holds and K [ σ 2 (X )] d = λ n d (S λ V ) m λ for d 0, where m λ is as follows. Consider b = max {λ 1 2 , ··· n 2 } and e = λ 1 2 + ··· + λ n 2 . If some λ i has more than two parts, or e< 2b, then m λ =0. If e d - 1, then m λ = d/2- b +1, unless e is odd and d is even, in which case m λ = d/2- b. If e<d - 1 and e 2b, then m λ = (e + 1)/2- b +1, unless e is odd, in which case m λ = (e + 1)/2- b. For a partition μ =(μ 1 , ··· t ) of d> 0, written μ d, we consider the set P μ of all partitions A of [ d] of shape μ, i.e. A = {A 1 , ··· ,A t } with |A i | = μ i and t i=1 A i =[ d]. We write μ =(μ i 1 1 ··· μ i s s ) with μ i = μ j , and consider the map π μ : R d -→ s j =1 S (i j ) (S (μ j ) V 1 ⊗···⊗ S (μ j ) V n ), given by z 1 ··· z d Σ A∈P μ s j =1 Π B A |B |=μ j m(z i : i B ), where m denotes the usual multiplication map m :(V 1 ⊗···⊗ V n ) μ j -→ S (μ j ) V 1 ⊗···⊗ S (μ j ) V n . The intersection of the kernels of the maps π μ , for μ d with at most k parts, gives all the equations of degree d of σ k (X ) ([Rai10], Prop. 3.3). If n = 3, μ = (2, 1), z 1 = z (1,1,1) , z 2 = z (1,2,1) and z 3 = z (2,1,2) , then π μ (z 1 · z 2 · z 3 )= z ({1,1},{1,2},{1,1}) · z (2,1,2) + z ({1,2},{1,1},{1,2}) · z (1,2,1) + z ({1,2},{1,2},{1,2}) · z (1,1,1) , where z ({1,1},{1,2},{1,1}) = x 2 11 x 12 x 22 x 2 13 etc. The “Generic” Case The induced representation U n d := Ind S n d S d (1), with 1 the trivial representation of the symmetric group S d , and S d included in S n d diagonally, has a ba- sis of monomials m = z (a 11 ,··· ,a 1n ) ··· z (a d1 ,··· ,a dn ) , with {a 1j , ··· ,a dj } =[ d] for each j . S n d acts on U n d by letting the j –th copy of S d act on {a 1j , ··· ,a dj }. For fixed λ, we identify m with an n–tableau T = T 1 ⊗···⊗ T n of shape λ, where the a ij –th box of T j has entry i. We identify two n-tableaux if their entries differ by a permutation of [ d]. E.g. z (1,1,2) · z (2,3,1) · z (3,2,3) 1 2 3 1 3 2 2 1 3 z (3,2,3) · z (1,1,2) · z (2,3,1) 2 3 1 2 1 3 3 2 1 For μ =(a b) d, we consider the space U n μ spanned by monomials z (A 1 ,··· ,A n ) · z (B 1 ,··· ,B n ) , where A i B i =[ d], with |A i | = a, |B i | = b. We define the map π μ : U n d U n μ by π μ (m)= Π {A,B }∈P μ ,|A|=a,|B |=b A j ={a ij :iA},B j ={a ij :iB } z (A 1 ,··· ,A n ) · z (B 1 ,··· ,B n ) , For m = z (1,1,2) · z (2,3,1) · z (3,2,3) and μ = (2, 1) π μ (m)= z ({1,2},{1,3},{1,2}) · z (3,2,3) + z ({1,3},{1,2},{2,3}) · z (2,3,1) + z ({2,3},{2,3},{1,3}) · z (1,1,2) . For I J =[ n], F I,J U n d denotes the “ideal” of 3 × 3 minors of generic (I,J )–flattenings F I,J = Span([ α 1 2 3 |β 1 2 3 ] · z γ 4 ··· z γ d ), where [ α 1 2 3 |β 1 2 3 ] = det(z α i +β j ), α i = (a ij ) n j =1 , β i =(b ij ) n j =1 , γ i =(c ij ) n j =1 , with a ij =0 for i J and b ij = 0 for i I , and for each j , i {a ij ,b ij ,c ij } = {0, 1, ··· ,d}. For n = d = 3, [(1, 1, 0), (2, 3, 0), (3, 2, 0)|(0, 0, 2), (0, 0, 1), (0, 0, 3)] = z (1,1,2) z (1,1,1) z (1,1,3) z (2,3,2) z (2,3,1) z (2,3,3) z (3,2,2) z (3,2,1) z (3,2,3) . We let F n d := ΣF I,J be the space of all generic flat- tenings and I n d := μ Ker(π μ ) for μ =(a b) d. Generic GSS Theorem A follows by a specialization argument from its generic analogue below (V λ denotes the irre- ducible S n d –representation corresponding to λ n d) Theorem B. F n d = I n d and U n d /I n d = λ n d V m λ λ for d 0, where m λ is as in Theorem A. Let c λ be the Young symmetrizer corresponding to λ. If some λ i 3 > 0, Q λ := c λ · (U n d /F n d ) = 0. Other- wise, we associate to an n–tableau T of shape λ a graph G: for each column x y of some T i , G has an edge (x, y ) of color i. If we write G = [ c λ · T Q λ , _^]\ XYZ[ 1 2 1 * * * * * * * * * * * * * * * * * * * * * * c λ · 1 2 3 1 3 2 2 1 3 = _^]\ XYZ[ 2 3 // _^]\ XYZ[ 3 G = 0 if it contains an odd cycle, or if it has a bipartition (a, a), an odd number of edges, and is connected. G 1 = ±G 2 if they are connected and bipartite, with the same bipartition (a b). We get from G 1 to G 2 by a sequence of basic operations: A set B of nonzero G’s, which are connected and bi- partite with distinct bipartitions, generates Q λ and its image via μ π μ is a linearly independent set, hence F n d = I n d , and B is a basis of Q λ . References [AR08] E. S. Allman, J. A. Rhodes, Phylogenetic Ideals and Varieties for the General Markov Model, Adv. in Appl. Math. 40, no. 2: 127–148, 2008. [GSS05] L. D. Garcia, M. Stillman, B. Sturmfels, Algebraic Geometry of Bayesian Networks, J. Symbolic Comput. 39, no. 3-4:331–355, 2005. [LM04] J. M. Landsberg, L. Manivel, On the Ideals of Secant Varieties of Segre Varieties, Found. Comput. Math. 4, no.4:397–422, 2004. [LW07] J. M. Landsberg, J. Weyman, On the Ideals and Singularities of Secant Varieties of Segre Varieties, Bull. Lond. Math. Soc. 39, no.4:685–697, 2007. [Rai10] C. Raicu, The GSS Conjecture, in preparation.

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Page 1: The GSS Conjecturecraicu/posters/gss.pdf · GSS Conjecture. The ideal of the variety ofsecantlinestoXisgeneratedby3 ×3 mi-norsofflattenings. Equationsfor

The GSS ConjectureClaudiu Raicu

Department of Mathematics, University of California, Berkeley

Introduction

The projectivization of the space of matrices of rankone coincides with the image of the Segre embeddingof a product of two projective spaces. Its variety ofsecant (r−1)–planes is the space of matrices of rankat most r, whose equations are given by the (r+1)×(r + 1) minors of a generic matrix. A fundamentalproblem, with applications in complexity theory andalgebraic statistics, is to understand rank varietiesof higher order tensors. This is a very complicatedproblem in general, even for the relatively small caseof σ4(P3 × P3 × P3), the variety of secant 3–planesto the Segre product of three projective 3–spaces(also known as the Salmon Problem). Inspired byexperiments related to Bayesian networks, Garcia,Stillman and Sturmfels ([GSS05]) gave a conjecturaldescription of the ideal of the variety of secant linesto a Segre product of projective spaces. The caseof an n–factor Segre product has been obtained forn ≤ 5 in a series of papers ([LM04],[LW07],[AR08]).We have proved the general case of the conjecturein ([Rai10]).

Flattenings and the GSS Conjecture

For a field K of characteristic zero and K–vectorspaces V1, · · · , Vn, we consider the Segre embedding

Seg : PV ∗1 × · · · × PV ∗n → P(V ∗1 ⊗ · · · ⊗ V ∗n ),given by ([e1], · · · , [en]) 7→ [e1 ⊗ · · · ⊗ en]. Wewrite X for the image of this map. Its k–th secantvariety is the closure of the set

Σk

i=0ci · v1i ⊗ · · · ⊗ vni

: ci ∈ K, vji ∈ V ∗j

in P(V ∗1 ⊗ · · · ⊗ V ∗n ), which we denote by σk+1(X).For a partition I t J = {1, · · · , n} =: [n], we writeVI = ⊗i∈IVi, VJ = ⊗j∈JVj, so that any tensor inV1⊗ · · · ⊗ Vn can be flattened to a 2–tensor, i.e. amatrix, in VI ⊗ VJ . We get

σk(X) ⊂ σk(Seg(PV ∗I × PV ∗J )),so the (k+ 1)× (k+ 1) minors of the generic matrixin VI ⊗ VJ give some of the equations for σk(X).

GSS Conjecture. The ideal of the varietyof secant lines to X is generated by 3× 3 mi-nors of flattenings.

Equations for σk(X)

The coordinate ring of P(V ∗1 ⊗· · ·⊗V ∗n ) is the poly-nomial ringR := Sym(V1⊗· · ·⊗Vn) = K[zα], wherezα = xa1,1 ⊗ · · · ⊗ xan,n for some bases Bj = {xij}iof Vj, α = (a1, · · · , an) ∈ Zn

≥0. The ideal ofσk(X) is a GL(V ) := GL(V1) × · · · × GL(Vn)–subrepresentation of R. The irreducible GL(V )-re-presentations that will concern us will have the formSλV := Sλ1V1⊗· · ·⊗SλnVn, for λi partitions of somed, where Sλi are Schur functors. We write λ `n d.

Theorem A. The GSS conjecture holds andK[σ2(X)]d = ⊕

λ`nd(SλV )mλ for d ≥ 0,

where mλ is as follows. Considerb = max{λ1

2, · · · , λn2} and e = λ12 + · · · + λn2 .

If some λi has more than two parts, or e < 2b,then mλ = 0. If e ≥ d− 1, then mλ = bd/2c−b + 1, unless e is odd and d is even, in whichcase mλ = bd/2c− b. If e < d− 1 and e ≥ 2b,then mλ = b(e+ 1)/2c− b+ 1, unless e is odd,in which case mλ = b(e + 1)/2c − b.

For a partition µ = (µ1, · · · , µt) of d > 0, writtenµ ` d, we consider the set Pµ of all partitions A of[d] of shape µ, i.e. A = {A1, · · · , At} with |Ai| =µi and tti=1Ai = [d]. We write µ = (µi11 · · ·µiss ) withµi 6= µj, and consider the map

πµ : Rd −→s⊗j=1S(ij)(S(µj)V1 ⊗ · · · ⊗ S(µj)Vn),

given byz1 · · · zd 7→ Σ

A∈Pµ

s⊗j=1

ΠB∈A|B|=µj

m(zi : i ∈ B),

where m denotes the usual multiplication mapm : (V1⊗ · · · ⊗ Vn)⊗µj −→ S(µj)V1⊗ · · · ⊗ S(µj)Vn.

The intersection of the kernels of the maps πµ, forµ ` d with at most k parts, gives all the equationsof degree d of σk(X) ([Rai10], Prop. 3.3).

If n = 3, µ = (2, 1), z1 = z(1,1,1), z2 = z(1,2,1) andz3 = z(2,1,2), then

πµ(z1 · z2 · z3) = z({1,1},{1,2},{1,1}) · z(2,1,2)+z({1,2},{1,1},{1,2}) · z(1,2,1) + z({1,2},{1,2},{1,2}) · z(1,1,1),

where z({1,1},{1,2},{1,1}) = x211 ⊗ x12x22 ⊗ x2

13 etc.

The “Generic” Case

The induced representation Und := IndS

ndSd(1), with 1

the trivial representation of the symmetric groupSd, and Sd included in Snd diagonally, has a ba-sis of monomials m = z(a11,··· ,a1n) · · · z(ad1,··· ,adn), with{a1j, · · · , adj} = [d] for each j. Snd acts on Un

d byletting the j–th copy of Sd act on {a1j, · · · , adj}.For fixed λ, we identify m with an n–tableau T =T 1 ⊗ · · · ⊗ T n of shape λ, where the aij–th box ofT j has entry i. We identify two n-tableaux if theirentries differ by a permutation of [d]. E.g.

z(1,1,2) · z(2,3,1) · z(3,2,3) 1 23 ⊗ 1 3

2 ⊗ 2 13

z(3,2,3) · z(1,1,2) · z(2,3,1) 2 31 ⊗ 2 1

3 ⊗ 3 21

For µ = (a ≥ b) ` d, we consider the space Unµ

spanned by monomials z(A1,··· ,An) · z(B1,··· ,Bn), whereAi t Bi = [d], with |Ai| = a, |Bi| = b. We definethe map π′µ : Un

d → Unµ by

π′µ(m) = Π{A,B}∈Pµ,|A|=a,|B|=b

Aj={aij:i∈A},Bj={aij:i∈B}

z(A1,··· ,An) · z(B1,··· ,Bn),

For m = z(1,1,2) · z(2,3,1) · z(3,2,3) and µ = (2, 1)π′µ(m) = z({1,2},{1,3},{1,2}) · z(3,2,3)+

z({1,3},{1,2},{2,3}) · z(2,3,1) + z({2,3},{2,3},{1,3}) · z(1,1,2).

For I t J = [n], FI,J ⊂ Und denotes the “ideal” of

3× 3 minors of generic (I, J)–flatteningsFI,J = Span([α1, α2, α3|β1, β2, β3] · zγ4 · · · zγd),

where [α1, α2, α3|β1, β2, β3] = det(zαi+βj), αi =(aij)nj=1, βi = (bij)nj=1, γi = (cij)nj=1, with aij = 0for i ∈ J and bij = 0 for i ∈ I , and for each j,∪i{aij, bij, cij} = {0, 1, · · · , d}. For n = d = 3,

[(1, 1, 0), (2, 3, 0),(3, 2, 0)|(0, 0, 2),(0, 0, 1), (0, 0, 3)]

=

∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣

z(1,1,2) z(1,1,1) z(1,1,3)z(2,3,2) z(2,3,1) z(2,3,3)z(3,2,2) z(3,2,1) z(3,2,3)

∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣∣

.

We let F nd := ΣFI,J be the space of all generic flat-

tenings and Ind := ∩µKer(π′µ) for µ = (a ≥ b) ` d.

Generic GSS

Theorem A follows by a specialization argumentfrom its generic analogue below (Vλ denotes the irre-ducible Snd–representation corresponding to λ `n d)

Theorem B. F nd = Ind and

Und /I

nd = ⊕

λ`ndV mλλ for d ≥ 0,

where mλ is as in Theorem A.

Let cλ be the Young symmetrizer corresponding toλ. If some λi3 > 0, Qλ := cλ · (Un

d /Fnd ) = 0. Other-

wise, we associate to an n–tableau T of shape λ agraph G: for each column x

yof some T i, G has an

edge (x, y) of color i. If we write G = cλ · T ∈ Qλ,_^]\XYZ[1

2

����������������������

1

��**********************

cλ · 1 23 ⊗ 1 3

2 ⊗ 2 13 =

_^]\XYZ[2 3//_^]\XYZ[3

G = 0 if it contains an odd cycle, or if it has abipartition (a, a), an odd number of edges, and isconnected. G1 = ±G2 if they are connected andbipartite, with the same bipartition (a ≥ b). Weget fromG1 toG2 by a sequence of basic operations:

A set B of nonzero G’s, which are connected and bi-partite with distinct bipartitions, generates Qλ andits image via ⊕µπ′µ is a linearly independent set,hence F n

d = Ind , and B is a basis of Qλ.

References

[AR08] E. S. Allman, J. A. Rhodes, Phylogenetic Ideals and Varietiesfor the General Markov Model, Adv. in Appl. Math. 40, no. 2:127–148, 2008.

[GSS05] L. D. Garcia, M. Stillman, B. Sturmfels, Algebraic Geometry ofBayesian Networks, J. Symbolic Comput. 39, no. 3-4:331–355,2005.

[LM04] J. M. Landsberg, L. Manivel, On the Ideals of Secant Varietiesof Segre Varieties, Found. Comput. Math. 4, no.4:397–422, 2004.

[LW07] J. M. Landsberg, J. Weyman, On the Ideals and Singularitiesof Secant Varieties of Segre Varieties, Bull. Lond. Math. Soc.39, no.4:685–697, 2007.

[Rai10] C. Raicu, The GSS Conjecture, in preparation.