1. Introduction
We work over an algebraically closed field
such that
, e.g.,
(see
Section 5 for the real case). We fix a system of homogeneous coordinates
of
, i.e., we take
with its usual coordinates. For all vectors
and
of
, their Hadamard product is the vector
(coordinate-wise product).
If
for some
i and
for some
j, then the points
and
are defined. If
for some
h, then the Hadamard product
is defined. Let
and
be integral projective varieties. In the classical case, one defines the join of
X and
Y, the secant varieties of
X, and the
X-ranks of the points of
. These very classical notions have been heavily used and studied for their applications in multilinear algebra and complexity theory [
1,
2,
3]. The interested reader may see in [
4] the motivations for defining Hadamard product of two varieties
([
5,
6,
7,
8]). After [
4], and stimulated by this book, many real-life applications were presented (n-body quantum potential scattering [
9], neural networks [
10], peptides [
11]). Packages have been built for practical use in commutative algebra [
12].
However, there are deep differences with respect to the classical case of secant varieties.
Let
be the projective variety. Taking iterated Hadamard products
,
, one would like to send (or receive) the entire screen
. This is not always possible, because there are varieties
X such that
for all
and hence the Hadamard powers of
X only cover a very small part,
X, of the screen
. Among these non-coverings
X, there are those used in multilinear algebra: all toric varieties and in particular the multiprojective spaces used to define the tensor rank (see
Section 5). D. Antolini, G. Montúfar, and A. Oneto classified all such non-covering varieties
X ([
13], Cor. 3.40) and proved that the classical secant varieties of toric varieties cover the screen
taking Hadamard powers ([
13], Cor. 3.9).
In the classical case, the secant varieties of
X may be defined using the
X-ranks of the points of
([
1], Ch. 2). In the Hadamard setup, the Hadamard rank of the variety
X was only defined in 2025, by D. Antolini, G. Montúfar, and A. Oneto. The Hadamard rank of
is the minimal positive integer
x such that
P is the Hadamard product of
x elements of
X, with the convention that it is ∞ if there is no such
x ([
13], Def. 2.1). They also classified the varieties
X such that a general
has Hadamard rank ∞ ([
13], Cor. 3.40). In [
14], Th. 1.1, there is a characterization of the varieties
X such that all
have finite Hadamard rank with respect to
X. They are called
strongly concise. By definition, an embedded variety
is said to be strongly concise if for all
there is
such that
and
for all
. Thus, strongly concise varieties are good for describing all
using Hadamard products of points of
X. Many example of strongly concise varieties are known ([
14]).
However, the notion of strong conciseness depends on the coordinate system. What happens if a different coordinate system is used? It is easy to see that often a strongly concise variety in not strongly concise in another system (Examples 1–3). Let
or
denote the group of all linear automorphisms of
. We say that
X is
invariantly strongly concise if
is strongly concise for all
. This seems to be a geometrically important notion ([
15]). On the applied side, only if
X is invariantly strongly concise may we use
X for all possible choices of coordinates to fill the screens. One person has
X and then somebody else chooses the coordinates. If
X is invariantly strongly concise, no enemy can choose bad coordinates. Also, the notion of Hadamard rank is only well behaved for small modifications of the point
P and the variety
X if
P has finite Hadamard rank with respect to
X. The invariantly strongly concise varieties have all these good properties. Invariance for any coordinate system may be useful in practical application to allow the choice of another, better, coordinate system.
Do they exist? Here, we construct many of them. We show that all smooth projective varieties X may be embedded in , as an invariantly strongly concise variety (Theorem 1). However, we also prove that it may be embedded as a variety which is not strongly concise (Theorem 2 and Remark 1).
Theorem 1. Fix a smooth and connected projective variety Y of dimension m. Take an integer . Then, there is an embedding of Y in whose image X has the property that is strongly concise for all .
See Theorem 3 for an extension of Theorem 1 to the case of singular varieties Y such that .
Theorem 2. Let be an integral and non-degenerate variety. Let be a positive integer such that X is scheme-theoretically cut out by forms of degree at most . Fix an integer . Let , be the order-d Veronese embedding of . Let denote the linear span of . Then, there is such that is contained in a binomial hypersurface.
Remark 1. Take as in Theorem 2. By [13] (Cor. 3.40), the generic has infinite Hadamard rank with respect to and hence is not strongly concise. Section 5 is divided into four parts. First, we discuss the classical varieties, e.g., the toric variety, and give three open questions. Then, we describe the modifications needed to handle Hadamard products over the real numbers and give an open question. Then, as in [
13,
14], we suggest tackling what happens in the Hadamard products without taking the Zariski closure. Then, we discuss the decomposition of an embedded variety as the Hadamard product of two lower-dimensional varieties (Remark 2). This is an important topic for the Hadamard products of matrices ([
16]).
In the last section, we discuss how our paper is related to the previous literature (
Section 6).
We thank the referees for crucial observations.
4. Proof of Theorems 1 and 2
In this section we prove Theorems 1 and 2 and the following extension of it (Theorem 3) for all normal varieties and, more generally, for all varieties non-singular in codimension 1.
Theorem 3. Let Y be an integral projective variety. Set and assume the inequality . For each , let denote the set of all such that the Zariski tangent space of X at p has dimension x. Let κ be the maximum of all integers for some such that . Fix an integer . Then, there is an embedding of Y in whose image X has the property that is strongly concise for all .
Remark 3. Let be an integral projective variety. Since X is integral, X is not concise if and only if for some . Since acts transitively on the set of all hyperplanes of , is concise for all if and only if X spans .
Lemma 1. Let be an integral projective variety. There is such that is not strongly concise if and only if there is a hyperplane such that H is not spanned by the set .
Proof. First, assume the existence of such that H is not spanned by the set . Take a hyperplane such that . Since acts transitively on the set of all complete flags of , there is such that and .
Conversely, assume for some . Take . □
Remark 4. For all integers and , let denote the Grassmannian of all a-dimensional linear subspaces of . The set is a connected and smooth projective variety of dimension . The linear groups and act transitively on . We use the convention . Fix integers and . Let denote the set of all such that . If , then . Now, assume that . The set is an irreducible subvariety of of dimension ([19] (p. 66), [20]). The set is called a Schubert cycle. Take another . Since acts transitively on , . Remark 5. Let , be the order-d Veronese embedding of . Let be a zero-dimensional scheme. Set . If , then the scheme is linearly independent.
Lemma 2. Let be a smooth, connected, and non-degenerate projective curve. Fix an integer and an integer . Let denote the linear span of . We have . Let be a general linear subspace of dimension . We have . Let denote the linear projection from V. Set . The map is an isomorphism and is strongly concise for all .
Proof. We have . Hence, . We have , because and V is general. The assumption on n gives that is an isomorphism. Every zero-dimensional scheme of degree at most is linearly independent. Since we are in characteristic 0, for each integer the variety X has order of contact with the i-th osculating space of X at a general . For each and , let denote the osculating space of X at o. Let be the order of contact of X with at o.
Claim 1: We have for all and .
Proof of Claim 1: By the definition of osculating space, we have . Let u be the smooth point of Y such that . Set , where x is a positive integer. Since , we have for all . We have if and only if . Since has dimension at most , and V is general, for all . We have if and only if either (in this case ) or is a point. Since C has dimension 1 and V is general, we get Claim 1.
Claim 2: Every codimension-2 linear subspace of contains at most points of X.
Proof of Claim 2: Take . Since , we have .
The set
is contained in a codimension-2 linear subspace of
if and only if
. Since
,
has dimension
. We consider the Schubert cycle
described in Remark 4. For this Schubert cycle we have
,
and
. By Remark 4, the Schubert cycle
has dimension
Since
and
V is general, we get Claim 2.
Assume that is not strongly concise for some . By Lemma 1, there are linearly independent hyperplanes such that , where . By Claim 2, we have for all . By Claim 1, each connected component of the scheme-theoretic intersection has at most degree . Since , we get a contradiction and conclude the proof of the lemma. □
Proof of Theorem 1. The case is true by Lemma 2.
Assume . We fix a non-degenerate embedding for some r and an integer . Let , denote the order-d Veronese embedding of . Let be the intersection of Y with general hypersurfaces of degree . The theorem of Bertini gives that is a smooth and connected non-degenerate curve. Let denote the linear span of . Since C is cut out by Y and hypersurfaces of degree , spans . Note that and in particular . Let be a general linear subspace of dimension . Since , we have . Let denote the linear projection from V. Since , is a morphism. Set ). Since , and V is general, ℓ induces an embedding of . Hence, . By Lemma 2, is invariantly strongly concise in . Since , X is invariantly strongly concise in . □
Proof of Theorem 3. Since the case Y is smooth is true by Theorem 1, we may assume . Since we assumed that Y is smooth in codimension 1, we have . We fix a non-degenerate embedding for some r. Fix an integer . Let , denote the order-d Veronese embedding of . Let denote the linear of . Let be the intersection of Y with general hypersurfaces of degree . Since , the theorem of Bertini gives that is a smooth and connected non-degenerate curve. We take d, N, and ℓ as in the proof of Theorem 1. Since , ℓ induces an embedding. Since is invariantly strongly concise and , X is invariantly strongly concise. □
Proof of Theorem 2. Set . Since X is scheme-theoretically cut out by forms of degree at most , it is scheme-theoretically cut out by forms of degree d. Since is the linear span of Y in , Y is scheme-theoretically cut out by and a system of generators of in .
We fix homogeneous coordinates of . For each , let denote the monomial . The integer is the degree of the monomial . Let E denote the set of all such that . We have and the elements , are the variables of . Let F be the set of all such that and .
Take
. Since we work over a commutative field,
vanishes identically on
. The homogeneous ideal of
in
is generated by the quadratic forms
for all
([
21], (p. 52)). The rank of this quadratic form is the integer
. Hence,
Y is scheme-theoretically cut out by the restriction to
of the quadric hypersurfaces
,
. Since
spans
and it is scheme-theoretically defined by these quadric hypersurfaces, there is one such quadric hypersurface
such that
. The rank does not increase when restricting a quadric hypersurface to a linear subspace, because the rank of a quadratic form does not depend on the choice of coordinate system and we may extend a base of a linear subspace to a base of the ambient space. Thus,
Q has rank at most 4. By construction
. Since
Q has rank at most 4, there are homogeneous coordinates
of
for which
Q is binomial in the sense of [
4], Ch. 7. Choosing such a coordinate system, we obtain that
for all
([
4], Proposition 7.1, [
22], Proposition 4.7). Hence, in this coordinate system a general
has infinite Hadamard rank with respect to
W. Since
, a general
has infinite Hadamard rank with respect to
Y. If
is equipped with homogeneous coordinates
with
for some
i, then this is equivalent to using
instead of
Y for some
such that
for all
i, concluding the proof of the theorem. □
5. Concluding Remarks and Open Questions
We divide this section into three subsections. The first one describes classical embedded varieties, e.g., toric varieties, and their secant varieties. We explain why their Hadamard cousins have very different properties.
In the second subsection we explain the case of real varieties.
Then, we ask what happens before we take the Zariski closure to get the Hadamard product of two varieties.
5.1. Classical Examples and Their Secant Varieties
A very rough analogy is non-degenerate varieties (classical side) and concise varieties (the Hadamard side), joins and secant varieties (classical side) and Hadamard products and powers,
X-ranks (classical) and Hadamard ranks ([
13]). The classical case inspired several topics, results, and techniques on the Hadamard side. However, there are key differences. First of all, there are concise varieties
such that iterating the Hadamard powers we do not get all
, and for them the general Hadamard rank is infinite. These examples are not pathological: all toric varieties have this bad property ([
4], Proposition 7.1, [
22], Proposition 4.7). Antolini, Montúfar, and Oneto proved that for all
the classical
r-secant varieties of a toric variety have finite Hadamard ranks ([
13], Example 3.8) and applied it to the Segre–Veronese embeddings ([
13], Cor. 3.9). The case of toric varieties inspired the statement of Theorem 2 and its proof.
Question 1: Are all Hadamard ranks between the minimum and the maximum (or ∞) possible? Is it true at least if X is strongly concise?
If the generic Hadamard rank is finite, say z, the definition of Hadamard powers gives that all integers between 1 and z are Hadamard ranks of some .
In the classical case, Question 1 is true ([
23], Theorem 3.1). Note that [
23], Th. 3.1, says more: if
x is the generic
X-rank,
y is the maximum
X-rank, and
, then it gives that the set of all
with
X-rank
c has larger dimension than the set of all
with
X-rank
.
Question 2: Is this true for the Hadamard ranks of strongly concise varieties? For a non-degenerate is it true for all with g general in ?
It would be nice to compute in interesting cases the maximum Hadamard rank. Blekherman and Titler proved an upper bound of the maximum rank in terms of the generic rank [
24]. Antolini, Montúfar, and Oneto adapted the ideas in [
24] to the Hadamard ranks of all
([
13], Prop. 3.11). Is their bound (twice the generic Hadamard rank) true for all
if
X is strongly concise?
Let be integral and non-degenerate. Let F be the set of all . The algebraic group is irreducible. Hence, saying that is strongly concise for a general means that E contains a nonempty Zariski-open subset of . Since in the definition of strict conciseness we only need to check finitely many hyperplanes, the coordinate hyperplanes, it is easy to see that E is Zariski-open in . Compute in interesting cases. The set is sent into itself by the action of the abelian group G.
Question 3: Let and be non-degenerate and strongly concise subvarieties. Thus, for all there are and with all coordinates, except the i-th one, non-zero. The points , , show that is strongly concise. Now, assume that X and Y are invariantly strongly concise. Under what assumptions is invariantly strongly concise?
5.2. Hadamard Products over the Real
The book [
4] considers the complex numbers, but of course many real-life applications use and need the real numbers. Let
be an integral projective variety defined over
and whose embedding is defined over
, i.e.,
X is scheme-theoretically cut out by homogeneous polynomials with real coefficients. We use both the Euclidean and the Zariski topology on
,
,
, and
. Since the embedding of
X is defined over
, we have
. For several reasons we assume that the smooth locus
of
X contains at least one real point, i.e.,
. This assumption is equivalent to the assumption that the real algebraic set
has dimension
. It is also equivalent to the reasonable assumption that
is Zariski-dense in
, and hence it is sufficient to detect the equations defining
inside
. With this assumption for each
, the real
X-rank of
p is defined ([
24]), which is finite for all
p and lower-bounded by the
-rank of
p. As in [
13], Def. 2.2, we may define the real Hadamard rank of
p as the minimum positive integer
x such that
with
for all
i, or ∞ if there is no such integer
x. We say that
X is
strongly concise over if for each
there is
such that
and
for all
. We say that
X is
s-concise over if for each
there is
such that
and
for all
. We add
invariantly to these two definitions if they are true for the real varieties
for all
. Since the Veronese embedding
is defined over
, our proofs in this paper work for invariantly strong conciseness over
.
However, the classical side over
has many differences with the classical case over
, and we now explain a crucial one. In the classical case, over
there is a generic
X-rank, say
z, and this is true also for Hadamard powers, although it may be ∞. In the classical case over
there is the notion of typical ranks ([
25,
26,
27]). They are the integers
t with the property that there is a nonempty Euclidean open subset
U of
such that all
have real rank
t. Easy examples (even the rational normal curves) give that
X may have several different typical ranks [
25,
26]. If the generic Hadamard rank is finite, say
w, then this definition with
instead of
gives finitely many integers and, perhaps, even ∞ with
w as the smallest of these integers.
Question 4: Assume that the generic complex Hadamard rank of X is finite, w. Let z be the maximum typical rank. Are all integers t such that typical?
In the classical case for real ranks, the answer is yes ([
27], Th. 1.1).
In [
28], we considered and handled (again, inspired by classical constructions) a completely different problem: why, when using Hadamard products of elements of
, we may get large subsets of
not covered by Hadamard products of elements of
.
5.3. The True Image of the Hadamard Products
Take subvarieties
X and
Y of
. Even in the classical case the definition of the join of
X and
Y involves a Zariski closure. The definition of the Hadamard product involves a Zariski closure, i.e., we add to a well-known quasi-projective variety
all unknown points of
. Ref. [
14] gives several examples in which
, and this equality is easily a priori checked. An earlier example is [
4], Th. 2.1, which was used to prove [
13], Prop. 3.11. These cases were used to construct important examples and handle some steps in the proof of general theorems. It would be very important to describe
in many other cases. For
m powers of the same variety
X, this is equivalent (with the notation of [
13]) between
and the set of all
with Hadamard rank at most
m. This set is constructible, i.e., a finite union of locally closed subsets for the Zariski topology of
([
29], Ex. II.3.18 and Ex.3.19). Thus, the integer
is well defined.
6. Discussion
The Hadamard product of a projective space depends on the choice of a fixed coordinate system, while most definitions and results in algebraic geometry and projective algebraic geometry do not depend on it, and hence they allow a change of coordinate to put a system in a simpler form. Since the beginning of the field ([
5,
6,
7,
8]), the challenge has been not only to guess and prove theorems on the Hadamard products of varieties, but also to use them. Since the beginning of the field, classical algebraic geometry has been used to define the Hadamard product of two subvarieties, as explained in [
4]. Let
be an irreducible variety. Earlier this year, the necessary and sufficient condition for the finiteness of all Hadamard
X-rank ([
14]) was obtained, and
X was called
strongly concise if it satisfies this condition. We say that
X is
invariantly strong concise if
X is strongly concise with respect to all changes of coordinates.
In this paper we prove that for each , every m-dimensional smooth projective variety may be embedded in as an invariantly strongly concise variety. We also prove this for varieties with mild singularities. We also prove that there are many embeddings of Y which are not invariantly strongly concise, and we provide a way to produce these embeddings.
In the last section we outline a few open problems, for instance, on the maximum Hadamard rank and on the case over the real numbers. We also give suggestions for further research.