1. Introduction
The study of simple relationships between the main intrinsic and extrinsic invariants of submanifolds is a fundamental problem in submanifold theory [
1]. Recent research shows a growing trend in approaching this fascinating problem through an approach that proves some types of geometric inequalities (see, e.g., [
2,
3,
4,
5,
6,
7,
8,
9,
10]).
The interest in such inequalities goes back in 1993, when B.-Y. Chen introduced the intrinsic
δ-invariants, now called
Chen invariants, satisfying optimal inequalities for submanifolds in real space forms [
11]. Later, the notion of normalized
δ-Casorati curvatures (extrinsic invariants) was defined in [
12,
13], giving rise to new inequalities. Unlike the Gauss and mean curvature, F. Casorati in 1890 proposed to measure the curvature of a surface at a point according to common intuition of curvature [
14]. Currently, this measure is named the
Casorati curvature, defined by
, where
and
are the principal curvatures of the surface in
. L. Verstraelen geometrically modeled the perception as the Casorati curvature of sensation in the context of early human vision [
15]. The Casorati curvature is also assessed as a natural measure or a measure of the normal deviations from planarity in some models of computer vision [
16,
17]. In mechanics and modern computer science, the Casorati curvature has become known as
bending energy [
17].
The topic of
-Casorati curvatures will appeal to more geometers focused on finding new solutions of the above problem. In this respect, some recent developments are devoted to inequalities on various submanifolds of a
statistical manifold, notion defined by Amari [
18] in 1985 in the realm of information geometry [
3,
4,
5,
6,
7,
8,
9,
10]. In this setting, the Fisher information metric is one of the most important metrics that can be considered on statistical models [
19]. Actually, it is known that modulo rescaling is the only Riemannian metric invariant under sufficient statistics and it is seen as an infinitesimal form of the relative entropy [
20]. In particular, Fisher information metrics play a key role in the multiple linear regressions by maximizing the likelihood [
21]. Statistical manifolds are also applied in fields such as physics, machine learning, statistics, etc. There is a natural relationship between statistical manifolds and entropy. For example, P. Pessoa et al. studied the entropic dynamics on the statistical manifolds of Gibbs distributions in [
22]. Since each point of the space is a probability distribution, a statistical manifold has a profound effect on the dynamics.
Initiated by K. Kenmotsu in 1972 [
23] as a branch of contact geometry,
Kenmotsu geometry has generated a wide range of applications in physics (thermodynamics, classical mechanics, geometrical optics, geometric quantization, classical mechanics) and control theory [
24]. The
Kenmotsu statistical manifold, defined by H. Furuhata in [
25], is obtained locally as a warped product between a holomorphic statistical manifold and a real line. In [
8], the authors established some Casorati inequalities for Kenmotsu statistical manifolds of constant
-sectional curvature.
The concept of
semi-symmetric metric connection on a Riemannian manifold was introduced by H.A. Hayden in [
26]. Later, interesting properties of a Riemannian manifold with semi-symmetric metric connection were obtained by K. Yano in [
27] and T. Imai in [
28]. In addition, T. Imai investigated hypersurfaces of a Riemannian manifold with semi-symmetric metric connection [
29]. Z. Nakao generalized Imai’s approach of hypersurfaces by studying submanifolds of a Riemannian manifold with semi-symmetric metric connection [
30]. The geometric inequalities on submanifolds in various manifolds with semi-symmetric metric connection have been extensively proven (see, e.g., [
31,
32,
33,
34,
35,
36,
37]). However, only a few results are dedicated to the ambient of statistical manifolds endowed with semi-symmetric metric connection. S. Kazan and A. Kazan obtained some geometric properties of Sasakian statistical manifolds with a semi-symmetric metric connection [
38]. Furthermore, M.B.K. Balgeshir and S. Salahvarzi studied new curvature properties and equations of statistical manifolds with a semi-symmetric metric connection as well as their submanifolds [
39].
In this article, we establish some basic inequalities between the normalized -Casorati curvatures (that are known to be extrinsic invariants) and the scalar curvature (a fundamental intrinsic invariant) of statistical submanifolds in Kenmotsu statistical manifolds having a constant -sectional curvature, which are endowed with semi-symmetric metric connection. Moreover, we investigated the equality cases of such inequalities. A nontrivial example is also constructed in the last part of the article.
2. Preliminaries
Let (
,
g) be a Riemannian manifold, with
g a Riemannian metric on
and
an affine connection on
. A triplet (
,
g,
) is called a
statistical manifold if the torsion tensor field of
vanishes and
is symmetric [
40]. With other words, the pair (
,
g) is a statistical structure on
. Let
be an affine connection of
defined by
for any
X,
Y,
Z, where
is the set of smooth tangent vector fields on
.
Then
is named the
dual connection of
with respect to
g. Clearly,
. Moreover, the Levi-Civita connection on
is given by
[
41]. If
,
g,
is a statistical manifold, then it is known that
,
g,
is too.
Let M be a submanifold of a statistical manifold , g, with g the induced metric on M, and ∇ the induced connection on M. Then is a statistical manifold as well.
Denote by
h and
the
imbedding curvature tensor of
M in
with respect to
and
, respectively. Then Gauss’s formulas [
40] are expressed by:
for any
.
Furthermore, denote by
R,
,
and
the
-
curvature tensors for the connections ∇,
,
and
, respectively. Thus, the
Gauss equations for the connections
and
, respectively, hold as follows [
41]:
and
for any
.
We can define now the
statistical curvature tensor field [
40] on
M and
, denoted by
S and
, respectively:
for any
, and
for any
.
Set a tensor field
by:
Then
has the properties:
Next, we consider
a
-dimensional Kenmotsu manifold defined as an almost contact metric manifold
which satisfies for any
the relations:
where
,
,
is a 1-form on
with
.
A Kenmotsu manifold
with a statistical structure
is called a Kenmotsu statistical manifold [
25] if the following formula holds for any
:
where
is the tensor field defined in (
5),
A Kenmotsu statistical manifold (
) is said to be of constant
-sectional curvature
c if and only if [
25]:
for any
.
On the other hand, assume that
is a linear connection on
. Then
is called a
semi-symmetric connection if the torsion tensor
of
defined by
satisfies for any
the relation:
where
is a 1-form. Moreover, the connection
is called a
semi-symmetric metric connection on
if we have
(see [
27]).
Next, we will denote by
the
-tensor field defined by
Let
be a statistical manifold endowed with a semi-symmetric metric connection
. Then
satisfies for any
[
39]:
where
U is a vector field such that
,
is the difference tensor field defined in (
5).
Let
M be an
-dimensional submanifold of a statistical manifold
endowed with a semi-symmetric metric connection
. Denote
the induced connection and
the second fundamental form on
M with respect to
. Then the Gauss formula with respect to
is:
In addition, the Gauss equation with respect to
is [
39]:
where
and
are the curvature tensor fields associated with the connections
and
, respectively.
We notice that
coincides with the second fundamental form of the Levi-Civita connection (see, e.g., [
39]). Thus,
becomes:
According to Kazan et al. [
38], the relations between the curvature tensor
of
and the curvature tensors
and
of the connections
and
are as follows:
and
for any
.
On the other hand, since the induced connection
of the semi-symmetric metric connection
is also semi-symmetric metric connection [
39], then the Gauss formula (
10) becomes:
where
and
R is the curvature tensor of the induced statistical connection ∇ on the submanifold
M.
Similarly, we can obtain the Gauss formula involving the curvature tensor
of the induced statistical connection
on
M as follows:
If
and
is a non-degenerate 2-plane, then the
sectional curvature is defined as [
40]:
where
is a basis of
.
The
scalar curvature of
at a point
is defined by:
where
is an orthonormal basis at
x. On the other hand, the normalized scalar curvature
of
at a point
is given by
The
mean curvature vector fields of
M are defined by, respectively:
It follows that we have and , where and are the second fundamental form and the mean curvature field of M, respectively, with respect to the Levi–Civita connection on M.
Then, the
squared mean curvatures of the submanifold
M in
are given by:
where
and
, for
,
.
The
Casorati curvatures of the submanifold
M in
are defined by the squared norms of
h and
over the dimension
, denoted by
and
, respectively, as follows:
where
and
are defined above.
Let
L be an
s-dimensional subspace of
,
and let
be an orthonormal basis of
L. Then the Casorati curvatures
and
of
L are given by:
The
normalized δ-Casorati curvatures and
of the submanifold
M are given by:
and
Furthermore, the
dual normalized -Casorati curvatures and
of the submanifold
M in
are defined as follows:
and
The
generalized normalized δ-Casorati curvatures and
of
M in
are defined in [
13] by:
if
, and
if
, where
is set as
for any positive real number
r, different from
.
Moreover, the
dual generalized normalized -Casorati curvatures and
of the submanifold
M in
are given by:
if
, and
if
, where
is expressed above.
Next, we consider the following constrained extremum problem
where
M is a submanifold of a Riemannian manifold
, and
is a function of differentiability class
. In this setting, we recall the following result which we will use later.
Theorem 1 ([
42])
. If the Riemannian submanifold M is complete and connected, for a point , and the bilinear form defined by:is positive definite in , then is the optimal solution of the problem (
20)
, where is the second fundamental form of M. Remark 1. If the bilinear form defined by (
21)
is positive semi-definite on the submanifold M, then the critical points of are global optimal solutions of the problem (
20)
. For more details see ([
43],
Remark 3.2). 3. Main Inequalities
Theorem 2. Let () be a -dimensional Kenmotsu statistical manifold of constant ϕ-sectional curvature c, endowed with a semi-symmetric metric connection . Suppose M is an -dimensional statistical submanifold of () such that ξ is a tangent vector field on M. Then the generalized normalized δ-Casorati curvatures fulfill the following inequalities:
- (i)
for any with , where is defined by , and - (ii)
for any with , where is defined by
Furthermore, the case of equality of any of the inequalities (
22)
and (
23)
holds at all points if and only if: Proof. From Equations (
13) and (
14), we obtain:
Moreover, using the definition (
5), the formula (
24) becomes:
Next, the relation (
25) implies:
for any
, where
is expressed by:
On the other hand, from the formula (
6), we obtain:
for any
.
For
, let
and
be orthonormal bases of
and
, respectively. Suppose
and
(
, with
) in the relations (
26) and (
27), then we obtain:
On the other hand, from the Gauss formulas (
15) and (
16) we obtain:
for any
, where
has the following expression:
with
. Now, we can easily see that we have
for any
.
For
and
, from (
29) we have:
Next, from (
28) and (
30) it follows that:
We remind that any vector field
admits a unique decomposition into its tangent and normal components
and
, respectively, as follows:
Next, by summation over
, Equation (
31) becomes:
where
is the squared norm of
P expressed by
Let
be a quadratic polynomial in the components of the second fundamental form given by:
We will prove that .
Consider, without loss of generality, that
L is spanned by
. Then, the expression of
in (
33) becomes:
Moreover, the above relation implies:
Furthermore,
given by (
34) can be written as:
The latter equation implies:
Now, suppose that
is a quadratic form expressed by
, for
:
Our aim is to investigate the constrained extremum problem
under the constraint
where
is a real constant. In this respect, we establish the following first order partial derivatives system:
for all
,
.
By using the constraint
Q defined by (
35), the above system provides the critical point:
for all
,
.
For
Q, we define the 2-form
by:
where
denotes the second fundamental form of
Q in
and
stands for the standard inner product on
.
We achieve also the Hessian matrix of
with the expression:
where
is a real constant set as
.
Assume that
is a tangent vector field to the hyperplane
Q at
x such that
. Then we have:
By using
in (
36), it follows that:
By virtue of the Remark 1, the critical point
is the global minimum point of the problem. In particular, we have
. As a result, we obtain the inequality
, namely represented by the inequalities (
22) and (
23), related to the infimum and supremum, respectively, over all tangent hyperplanes
L of
.
Finally, we pursue the equality cases of the inequalities (
22) and (
23). For this purpose, we reveal the critical points of
, i.e., the solutions of following equations system:
Since
is a Kenmotsu statistical manifold, then we obtain the solution
, for all
and
. Moreover, due to
and
, then
has a minimum point
indicated above. In conclusion, the case of equality of any of the inequalities (
22) and (
23) holds if and only if
for
,
. □
As a consequence of Theorem 2, we can derive the following inequalities involving the normalized -Casorati curvatures and , the dual normalized -Casorati curvatures and , as well as the normalized scalar curvature of the submanifold.
Theorem 3. Let () be a -dimensional Kenmotsu statistical manifold of constant ϕ-sectional curvature c, endowed with a semi-symmetric metric connection . Suppose M is an -dimensional statistical submanifold of () such that ξ is a tangent vector field on M. Then the normalized δ-Casorati curvatures fulfill the following inequalities:
- (i)
where is defined by , and - (ii)
where is defined by .
Furthermore, the case of equality in any of the inequalities (
38)
and (
39)
holds at all points if and only if: Proof. The inequality (
38) follows replacing
in (
22), by using (
19) and remarking that we have the relation
Similarly, we obtain inequality (
39) replacing
in (
23), by taking account of (
19) and
□
Remark 2. As proved in Theorems 2 and 3, the equality case of any of the inequalities (
22), (
23), (
38)
and (
39)
is attained for those statistical submanifolds for which the imbedding curvature tensors h and are related by . Note that, in view of (
12),
this condition implies the vanishing of the second fundamental form of the semi-symmetric metric connection. Hence, the equality case of any of the inequalities (
22), (
23), (
38)
and (
39)
holds at all points only for statistical submanifolds that are totally geodesic with respect to the semi-symmetric metric connection, or equivalently with respect to the Levi-Civita connection. This is a consequence of a result recently stated in [
39]
(see Corollary 4.4), where it was proved that for a statistical submanifold of a statistical manifold equipped with a semi-symmetric metric connection , the second fundamental form of the Levi-Civita connection coincides with the second fundamental form of . 4. Example
Let us consider the
-dimensional Kenmotsu statistical manifold
constructed in [
25] (for details see Examples 3.3 and 3.10 in the above referenced article). For the sake of simplicity, we will limit to the case of dimension 5, but the example we are going to build can be extended to any odd dimension. We remind that
and the structure tensors
are defined by
and
Denote by
and
the dual connections on
such that
. We obtain:
For any
, we assume that the
-tensor field
is given by:
where
and
is the 1-form on
dual to
, that is
.
Thus, it is known that
is a Kenmotsu statistical manifold with constant
-sectional curvature
(see ([
25]).
Next, we prove that
admits a semi-symmetric metric connection. First, we assume that
is an affine connection defined as follows:
Then the torsion tensor
of
satisfies the relations:
for all
.
It follows that
is a semi-symmetric connection satisfying (
7) with
. Furthermore, the relation
holds, which implies that
is a semi-symmetric metric connection on the Kenmotsu statistical manifold
of constant
-sectional curvature
.
Let
M be a 3-dimensional submanifold of the Kenmotsu statistical manifold
with coordinates
given by:
Consider the following bases in the tangent bundle
and normal bundle
, respectively:
and
Then we obtain:
and it follows immediately that the submanifold
M is totally geodesic with respect to the semi-symmetric metric connection
. Moreover, we conclude that the inequalities (
22), (
23), (
38) and (
39) are all satisfied with equality sign.