Goals 1-dimensional ridges Genericity Transversality Conclusion
Genericity, Transversality, and Relative Critical
Sets
Dr. Jason Miller
CSU Channel Islands
18 September 2017
Graduate Mathematics Seminar
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
About the Talk
1 Goals
2 1-dimensional ridges
3 Genericity
4 Transversality
5 Conclusion
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Present the idea of transversality of a mapping between
manifolds.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Present the idea of transversality of a mapping between
manifolds.
Present the idea of genericity of a property of functions, and
relate that to some transversailty theorems.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Present the idea of transversality of a mapping between
manifolds.
Present the idea of genericity of a property of functions, and
relate that to some transversailty theorems.
Share the idea of a one-dimensional ridge set, and sketch out
how the above approach is used to establish some of its local
generic properties.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Calc I: use information about the derivative to understand the
geometry of a function.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Calc I: use information about the derivative to understand the
geometry of a function.
Calc II & III: extend that to functions of two variables using x f
and Hx (f ), the Hessian of f , its matrix of second partials. These
give geometric information about f near critical points x of f .
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Calc I: use information about the derivative to understand the
geometry of a function.
Calc II & III: extend that to functions of two variables using x f
and Hx (f ), the Hessian of f , its matrix of second partials. These
give geometric information about f near critical points x of f .
Spcifically: vanishing of x f and signs of the eigenvalues of Hx (f ).
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Calc I: use information about the derivative to understand the
geometry of a function.
Calc II & III: extend that to functions of two variables using x f
and Hx (f ), the Hessian of f , its matrix of second partials. These
give geometric information about f near critical points x of f .
Spcifically: vanishing of x f and signs of the eigenvalues of Hx (f ).
Let f : U ⊂ Rm → R be smooth, λi be the eigenvalues of Hx (f )
with unit eigenvectors ei , and order the eigenvalues λi ≤ λi+1.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Definition (1d Relative Critical Set)
A point x ∈ U is on the 1-dimensional relative critical set of f if
x f · ei = 0 for i ≤ n − 1.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Definition (1d Relative Critical Set)
A point x ∈ U is on the 1-dimensional relative critical set of f if
x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x,
then x is a point in the function’s 1-dimensional (height) ridge.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Definition (1d Relative Critical Set)
A point x ∈ U is on the 1-dimensional relative critical set of f if
x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x,
then x is a point in the function’s 1-dimensional (height) ridge.
Theorem (Structure Theorem for 2-Ridges)
Generically, the closure of the 1-dimensional ridge is
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Definition (1d Relative Critical Set)
A point x ∈ U is on the 1-dimensional relative critical set of f if
x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x,
then x is a point in the function’s 1-dimensional (height) ridge.
Theorem (Structure Theorem for 2-Ridges)
Generically, the closure of the 1-dimensional ridge is
a discrete set of smooth embedded curves, that
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Definition (1d Relative Critical Set)
A point x ∈ U is on the 1-dimensional relative critical set of f if
x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x,
then x is a point in the function’s 1-dimensional (height) ridge.
Theorem (Structure Theorem for 2-Ridges)
Generically, the closure of the 1-dimensional ridge is
a discrete set of smooth embedded curves, that
has boundary points at partial umbilic points (λn−1 = λn) or
at singular points (λn−1 = 0) of the Hessian, and that
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
1-dimensional ridges
Definition (1d Relative Critical Set)
A point x ∈ U is on the 1-dimensional relative critical set of f if
x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x,
then x is a point in the function’s 1-dimensional (height) ridge.
Theorem (Structure Theorem for 2-Ridges)
Generically, the closure of the 1-dimensional ridge is
a discrete set of smooth embedded curves, that
has boundary points at partial umbilic points (λn−1 = λn) or
at singular points (λn−1 = 0) of the Hessian, and that
pass smoothly through critical points of f
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Genericity
Definition (residual)
A residual set is a countable intersection of open dense sets.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Genericity
Definition (residual)
A residual set is a countable intersection of open dense sets.
Residual sets are dense in the space of smooth functions (a Baire
space in the Whitney C∞ topology).
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Genericity
Definition (residual)
A residual set is a countable intersection of open dense sets.
Residual sets are dense in the space of smooth functions (a Baire
space in the Whitney C∞ topology).
Definition (Generic)
A property of a function is generic if the set of functions with the
property contains a residual set in C∞ and all orbits of the
function under diffeomorphism (e.g., change of variables).
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Genericity
Definition (residual)
A residual set is a countable intersection of open dense sets.
Residual sets are dense in the space of smooth functions (a Baire
space in the Whitney C∞ topology).
Definition (Generic)
A property of a function is generic if the set of functions with the
property contains a residual set in C∞ and all orbits of the
function under diffeomorphism (e.g., change of variables).
For us, the set of functions with our properties will be open and
dense. So generic means, if f doesn’t have the property, then an
arbitrarily small perturbation of f will.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality
Definition
Let X and Y be smooth manifolds, W ⊂ Y a smooth
submanifold, and f : X → Y be smooth. Then f intersect W
transversely at x (denoted f − W at x) if either
1 f (x) /∈ W , or
2 f (x) ∈ W and Tf (x)Y = Tf (x)W + dfx (Tx X).
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality
Definition
Let X and Y be smooth manifolds, W ⊂ Y a smooth
submanifold, and f : X → Y be smooth. Then f intersect W
transversely at x (denoted f − W at x) if either
1 f (x) /∈ W , or
2 f (x) ∈ W and Tf (x)Y = Tf (x)W + dfx (Tx X).
If f − W , then W behaves under pullback like a regular value of f .
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality
Definition
Let X and Y be smooth manifolds, W ⊂ Y a smooth
submanifold, and f : X → Y be smooth. Then f intersect W
transversely at x (denoted f − W at x) if either
1 f (x) /∈ W , or
2 f (x) ∈ W and Tf (x)Y = Tf (x)W + dfx (Tx X).
If f − W , then W behaves under pullback like a regular value of f .
Theorem
Let X and Y be smooth manifolds and W ⊂ Y a smooth
submanifold of codimension d. If f : X → Y is smooth and
f − W , then f −1(W ) is a smooth submanifold of X of
codimension d.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality
Definition
For M and N smooth manifolds, Jk(M, N) is the set of k-jet
extensions, or Taylor polynomials of functions from M to N.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality
Definition
For M and N smooth manifolds, Jk(M, N) is the set of k-jet
extensions, or Taylor polynomials of functions from M to N.
Theorem (Thom’s Transversality Theorem)
For M and N smooth manifolds with Γ a submanifold of Jk(M, N),
let
TΓ = {f ∈ C∞
(M, N) | jk
(f ) − Γ}.
Then TΓ is a residual subset of C∞(M, N) in the Whitney
C∞-topology. If Γ is closed, then TΓ is open.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Theorem (Structure Theorem for 1-Ridges)
Generically, the closure of the 1-dimensional ridge is
a discrete set of smooth embedded curves, that
has boundary points at partial umbilic points (λn−1 = λn) or
at singular points (λn−1 = 0) of the Hessian, and that
pass smoothly through critical points of f
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Theorem (Structure Theorem for 1-Ridges)
Generically, the closure of the 1-dimensional ridge is
a discrete set of smooth embedded curves, that
has boundary points at partial umbilic points (λn−1 = λn) or
at singular points (λn−1 = 0) of the Hessian, and that
pass smoothly through critical points of f
This genericity results is established by
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Theorem (Structure Theorem for 1-Ridges)
Generically, the closure of the 1-dimensional ridge is
a discrete set of smooth embedded curves, that
has boundary points at partial umbilic points (λn−1 = λn) or
at singular points (λn−1 = 0) of the Hessian, and that
pass smoothly through critical points of f
This genericity results is established by
using a set of structure mappings,
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Theorem (Structure Theorem for 1-Ridges)
Generically, the closure of the 1-dimensional ridge is
a discrete set of smooth embedded curves, that
has boundary points at partial umbilic points (λn−1 = λn) or
at singular points (λn−1 = 0) of the Hessian, and that
pass smoothly through critical points of f
This genericity results is established by
using a set of structure mappings,
collecting closed submanifolds and stratified sets of jet space,
and then
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Theorem (Structure Theorem for 1-Ridges)
Generically, the closure of the 1-dimensional ridge is
a discrete set of smooth embedded curves, that
has boundary points at partial umbilic points (λn−1 = λn) or
at singular points (λn−1 = 0) of the Hessian, and that
pass smoothly through critical points of f
This genericity results is established by
using a set of structure mappings,
collecting closed submanifolds and stratified sets of jet space,
and then
applying Thom’s Transversality Theorem to get the result.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Structure Maps
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Structure Maps
1 The Hessian map: H(f ) : U → S2Rn by x → H(f )(x)
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Structure Maps
1 The Hessian map: H(f ) : U → S2Rn by x → H(f )(x)
2 The preridge map: p(x) = ( x f · e1, . . . , x f · en−1)
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Structure Maps
1 The Hessian map: H(f ) : U → S2Rn by x → H(f )(x)
2 The preridge map: p(x) = ( x f · e1, . . . , x f · en−1)
3 The Gauss-type map: G(f , 1) : U → Gr(1, n) × Gr(1, n) by
x → ( f (x) , en )
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Structure Maps
1 The Hessian map: H(f ) : U → S2Rn by x → H(f )(x)
2 The preridge map: p(x) = ( x f · e1, . . . , x f · en−1)
3 The Gauss-type map: G(f , 1) : U → Gr(1, n) × Gr(1, n) by
x → ( f (x) , en )
4 The Gauss-Hessian:
(G × H)(f , q) : U → Gr(1, n) × Gr(1, n) × S2Rn
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality Conditions
The Hessian map is transverse to an eigenvalue-based stratication
of S2Rn (e.g., singular matrices, repeated eigenvalues)
Name of Manifold Symbol Codimension
simple matrices S2R4  (S ∪ P) 0
simple, corank 1 matrices S(1) 1
double umbilics P(2) 2
corank 2 matrices S(2) 3
multiumbilics of order (2,2) P(2,2) 4
corank 3 matrices S(3) 6
umbilics Um  {0} 9
zero {0} 10
Table: List of the submanifolds that stratify S2
R4
.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality Conditions
1 The Gauss-like map is transverse to the partial flag manifold
Fn(1, 1) (codim n − 1).
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality Conditions
1 The Gauss-like map is transverse to the partial flag manifold
Fn(1, 1) (codim n − 1).
2 The Gauss-Hessian map is transverse to Fn(1, 1) × S(1)
(codim n).
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality Conditions
1 The Gauss-like map is transverse to the partial flag manifold
Fn(1, 1) (codim n − 1).
2 The Gauss-Hessian map is transverse to Fn(1, 1) × S(1)
(codim n).
Others, for example:
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality Conditions
1 The Gauss-like map is transverse to the partial flag manifold
Fn(1, 1) (codim n − 1).
2 The Gauss-Hessian map is transverse to Fn(1, 1) × S(1)
(codim n).
Others, for example:
1 There is a closed Γi ⊂ J3(U, R) of codimension n + 1 that has
the property if jk(f ) /∈ Γi , then the 1-preridge of f passess
through critical points smoothly. More: the critical points are
Morse critical points, and H(f ) has distinct eigenvalues.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Transversality Conditions
1 The Gauss-like map is transverse to the partial flag manifold
Fn(1, 1) (codim n − 1).
2 The Gauss-Hessian map is transverse to Fn(1, 1) × S(1)
(codim n).
Others, for example:
1 There is a closed Γi ⊂ J3(U, R) of codimension n + 1 that has
the property if jk(f ) /∈ Γi , then the 1-preridge of f passess
through critical points smoothly. More: the critical points are
Morse critical points, and H(f ) has distinct eigenvalues.
2 There is a closed Γi ⊂ J3(U, R) of codimension n + 1 that has
the property if jk(f ) /∈ Γi , then the 1-preridge of f fails to be
regular.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Thus, applying Thom’s Transversailty Theorem to each Γi , we get
an open dense set of f ∈ C∞ with the property described by Γi .
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Thus, applying Thom’s Transversailty Theorem to each Γi , we get
an open dense set of f ∈ C∞ with the property described by Γi .
The intersection of these sets in C∞ is open an dense, hence our
properties are generic.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Thus, applying Thom’s Transversailty Theorem to each Γi , we get
an open dense set of f ∈ C∞ with the property described by Γi .
The intersection of these sets in C∞ is open an dense, hence our
properties are generic.
Technicality: the above holds on U0 = U {critical points and
partial umbilics}. Some finesse is required to ascertain the
structure on the closure.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Thom’s Transversality Theorem is a powerful tool for establishing
genericity of properties of functions.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Thom’s Transversality Theorem is a powerful tool for establishing
genericity of properties of functions.
The generic structure of the d-ridge set of a function is well
understood for small d; how partial umbilics effect ridge structure
is not well understood in higher dimensions.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets
Goals 1-dimensional ridges Genericity Transversality Conclusion
Thom’s Transversality Theorem is a powerful tool for establishing
genericity of properties of functions.
The generic structure of the d-ridge set of a function is well
understood for small d; how partial umbilics effect ridge structure
is not well understood in higher dimensions.
Ridges are one part of a broader family of relative critical sets
(including, e.g., valley sets) that partition a domain. They have
significant potential to describe the geometry of a function.
jason.miller@csuci.edu CSU Channel Islands
Genericity, Transversality, and Relative Critical Sets

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Genericity, Transversality, and Relative Critical Sets

  • 1. Goals 1-dimensional ridges Genericity Transversality Conclusion Genericity, Transversality, and Relative Critical Sets Dr. Jason Miller CSU Channel Islands 18 September 2017 Graduate Mathematics Seminar jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 2. Goals 1-dimensional ridges Genericity Transversality Conclusion About the Talk 1 Goals 2 1-dimensional ridges 3 Genericity 4 Transversality 5 Conclusion jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 3. Goals 1-dimensional ridges Genericity Transversality Conclusion Present the idea of transversality of a mapping between manifolds. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 4. Goals 1-dimensional ridges Genericity Transversality Conclusion Present the idea of transversality of a mapping between manifolds. Present the idea of genericity of a property of functions, and relate that to some transversailty theorems. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 5. Goals 1-dimensional ridges Genericity Transversality Conclusion Present the idea of transversality of a mapping between manifolds. Present the idea of genericity of a property of functions, and relate that to some transversailty theorems. Share the idea of a one-dimensional ridge set, and sketch out how the above approach is used to establish some of its local generic properties. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 6. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Calc I: use information about the derivative to understand the geometry of a function. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 7. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Calc I: use information about the derivative to understand the geometry of a function. Calc II & III: extend that to functions of two variables using x f and Hx (f ), the Hessian of f , its matrix of second partials. These give geometric information about f near critical points x of f . jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 8. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Calc I: use information about the derivative to understand the geometry of a function. Calc II & III: extend that to functions of two variables using x f and Hx (f ), the Hessian of f , its matrix of second partials. These give geometric information about f near critical points x of f . Spcifically: vanishing of x f and signs of the eigenvalues of Hx (f ). jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 9. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Calc I: use information about the derivative to understand the geometry of a function. Calc II & III: extend that to functions of two variables using x f and Hx (f ), the Hessian of f , its matrix of second partials. These give geometric information about f near critical points x of f . Spcifically: vanishing of x f and signs of the eigenvalues of Hx (f ). Let f : U ⊂ Rm → R be smooth, λi be the eigenvalues of Hx (f ) with unit eigenvectors ei , and order the eigenvalues λi ≤ λi+1. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 10. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Definition (1d Relative Critical Set) A point x ∈ U is on the 1-dimensional relative critical set of f if x f · ei = 0 for i ≤ n − 1. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 11. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Definition (1d Relative Critical Set) A point x ∈ U is on the 1-dimensional relative critical set of f if x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x, then x is a point in the function’s 1-dimensional (height) ridge. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 12. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Definition (1d Relative Critical Set) A point x ∈ U is on the 1-dimensional relative critical set of f if x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x, then x is a point in the function’s 1-dimensional (height) ridge. Theorem (Structure Theorem for 2-Ridges) Generically, the closure of the 1-dimensional ridge is jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 13. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Definition (1d Relative Critical Set) A point x ∈ U is on the 1-dimensional relative critical set of f if x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x, then x is a point in the function’s 1-dimensional (height) ridge. Theorem (Structure Theorem for 2-Ridges) Generically, the closure of the 1-dimensional ridge is a discrete set of smooth embedded curves, that jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 14. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Definition (1d Relative Critical Set) A point x ∈ U is on the 1-dimensional relative critical set of f if x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x, then x is a point in the function’s 1-dimensional (height) ridge. Theorem (Structure Theorem for 2-Ridges) Generically, the closure of the 1-dimensional ridge is a discrete set of smooth embedded curves, that has boundary points at partial umbilic points (λn−1 = λn) or at singular points (λn−1 = 0) of the Hessian, and that jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 15. Goals 1-dimensional ridges Genericity Transversality Conclusion 1-dimensional ridges Definition (1d Relative Critical Set) A point x ∈ U is on the 1-dimensional relative critical set of f if x f · ei = 0 for i ≤ n − 1. If we also specify that λn−1 < 0 at x, then x is a point in the function’s 1-dimensional (height) ridge. Theorem (Structure Theorem for 2-Ridges) Generically, the closure of the 1-dimensional ridge is a discrete set of smooth embedded curves, that has boundary points at partial umbilic points (λn−1 = λn) or at singular points (λn−1 = 0) of the Hessian, and that pass smoothly through critical points of f jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 16. Goals 1-dimensional ridges Genericity Transversality Conclusion Genericity Definition (residual) A residual set is a countable intersection of open dense sets. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 17. Goals 1-dimensional ridges Genericity Transversality Conclusion Genericity Definition (residual) A residual set is a countable intersection of open dense sets. Residual sets are dense in the space of smooth functions (a Baire space in the Whitney C∞ topology). jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 18. Goals 1-dimensional ridges Genericity Transversality Conclusion Genericity Definition (residual) A residual set is a countable intersection of open dense sets. Residual sets are dense in the space of smooth functions (a Baire space in the Whitney C∞ topology). Definition (Generic) A property of a function is generic if the set of functions with the property contains a residual set in C∞ and all orbits of the function under diffeomorphism (e.g., change of variables). jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 19. Goals 1-dimensional ridges Genericity Transversality Conclusion Genericity Definition (residual) A residual set is a countable intersection of open dense sets. Residual sets are dense in the space of smooth functions (a Baire space in the Whitney C∞ topology). Definition (Generic) A property of a function is generic if the set of functions with the property contains a residual set in C∞ and all orbits of the function under diffeomorphism (e.g., change of variables). For us, the set of functions with our properties will be open and dense. So generic means, if f doesn’t have the property, then an arbitrarily small perturbation of f will. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 20. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Definition Let X and Y be smooth manifolds, W ⊂ Y a smooth submanifold, and f : X → Y be smooth. Then f intersect W transversely at x (denoted f − W at x) if either 1 f (x) /∈ W , or 2 f (x) ∈ W and Tf (x)Y = Tf (x)W + dfx (Tx X). jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 21. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Definition Let X and Y be smooth manifolds, W ⊂ Y a smooth submanifold, and f : X → Y be smooth. Then f intersect W transversely at x (denoted f − W at x) if either 1 f (x) /∈ W , or 2 f (x) ∈ W and Tf (x)Y = Tf (x)W + dfx (Tx X). If f − W , then W behaves under pullback like a regular value of f . jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 22. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Definition Let X and Y be smooth manifolds, W ⊂ Y a smooth submanifold, and f : X → Y be smooth. Then f intersect W transversely at x (denoted f − W at x) if either 1 f (x) /∈ W , or 2 f (x) ∈ W and Tf (x)Y = Tf (x)W + dfx (Tx X). If f − W , then W behaves under pullback like a regular value of f . Theorem Let X and Y be smooth manifolds and W ⊂ Y a smooth submanifold of codimension d. If f : X → Y is smooth and f − W , then f −1(W ) is a smooth submanifold of X of codimension d. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 23. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Definition For M and N smooth manifolds, Jk(M, N) is the set of k-jet extensions, or Taylor polynomials of functions from M to N. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 24. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Definition For M and N smooth manifolds, Jk(M, N) is the set of k-jet extensions, or Taylor polynomials of functions from M to N. Theorem (Thom’s Transversality Theorem) For M and N smooth manifolds with Γ a submanifold of Jk(M, N), let TΓ = {f ∈ C∞ (M, N) | jk (f ) − Γ}. Then TΓ is a residual subset of C∞(M, N) in the Whitney C∞-topology. If Γ is closed, then TΓ is open. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 25. Goals 1-dimensional ridges Genericity Transversality Conclusion Theorem (Structure Theorem for 1-Ridges) Generically, the closure of the 1-dimensional ridge is a discrete set of smooth embedded curves, that has boundary points at partial umbilic points (λn−1 = λn) or at singular points (λn−1 = 0) of the Hessian, and that pass smoothly through critical points of f jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 26. Goals 1-dimensional ridges Genericity Transversality Conclusion Theorem (Structure Theorem for 1-Ridges) Generically, the closure of the 1-dimensional ridge is a discrete set of smooth embedded curves, that has boundary points at partial umbilic points (λn−1 = λn) or at singular points (λn−1 = 0) of the Hessian, and that pass smoothly through critical points of f This genericity results is established by jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 27. Goals 1-dimensional ridges Genericity Transversality Conclusion Theorem (Structure Theorem for 1-Ridges) Generically, the closure of the 1-dimensional ridge is a discrete set of smooth embedded curves, that has boundary points at partial umbilic points (λn−1 = λn) or at singular points (λn−1 = 0) of the Hessian, and that pass smoothly through critical points of f This genericity results is established by using a set of structure mappings, jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 28. Goals 1-dimensional ridges Genericity Transversality Conclusion Theorem (Structure Theorem for 1-Ridges) Generically, the closure of the 1-dimensional ridge is a discrete set of smooth embedded curves, that has boundary points at partial umbilic points (λn−1 = λn) or at singular points (λn−1 = 0) of the Hessian, and that pass smoothly through critical points of f This genericity results is established by using a set of structure mappings, collecting closed submanifolds and stratified sets of jet space, and then jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 29. Goals 1-dimensional ridges Genericity Transversality Conclusion Theorem (Structure Theorem for 1-Ridges) Generically, the closure of the 1-dimensional ridge is a discrete set of smooth embedded curves, that has boundary points at partial umbilic points (λn−1 = λn) or at singular points (λn−1 = 0) of the Hessian, and that pass smoothly through critical points of f This genericity results is established by using a set of structure mappings, collecting closed submanifolds and stratified sets of jet space, and then applying Thom’s Transversality Theorem to get the result. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 30. Goals 1-dimensional ridges Genericity Transversality Conclusion Structure Maps jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 31. Goals 1-dimensional ridges Genericity Transversality Conclusion Structure Maps 1 The Hessian map: H(f ) : U → S2Rn by x → H(f )(x) jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 32. Goals 1-dimensional ridges Genericity Transversality Conclusion Structure Maps 1 The Hessian map: H(f ) : U → S2Rn by x → H(f )(x) 2 The preridge map: p(x) = ( x f · e1, . . . , x f · en−1) jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 33. Goals 1-dimensional ridges Genericity Transversality Conclusion Structure Maps 1 The Hessian map: H(f ) : U → S2Rn by x → H(f )(x) 2 The preridge map: p(x) = ( x f · e1, . . . , x f · en−1) 3 The Gauss-type map: G(f , 1) : U → Gr(1, n) × Gr(1, n) by x → ( f (x) , en ) jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 34. Goals 1-dimensional ridges Genericity Transversality Conclusion Structure Maps 1 The Hessian map: H(f ) : U → S2Rn by x → H(f )(x) 2 The preridge map: p(x) = ( x f · e1, . . . , x f · en−1) 3 The Gauss-type map: G(f , 1) : U → Gr(1, n) × Gr(1, n) by x → ( f (x) , en ) 4 The Gauss-Hessian: (G × H)(f , q) : U → Gr(1, n) × Gr(1, n) × S2Rn jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 35. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Conditions The Hessian map is transverse to an eigenvalue-based stratication of S2Rn (e.g., singular matrices, repeated eigenvalues) Name of Manifold Symbol Codimension simple matrices S2R4 (S ∪ P) 0 simple, corank 1 matrices S(1) 1 double umbilics P(2) 2 corank 2 matrices S(2) 3 multiumbilics of order (2,2) P(2,2) 4 corank 3 matrices S(3) 6 umbilics Um {0} 9 zero {0} 10 Table: List of the submanifolds that stratify S2 R4 . jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 36. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Conditions 1 The Gauss-like map is transverse to the partial flag manifold Fn(1, 1) (codim n − 1). jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 37. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Conditions 1 The Gauss-like map is transverse to the partial flag manifold Fn(1, 1) (codim n − 1). 2 The Gauss-Hessian map is transverse to Fn(1, 1) × S(1) (codim n). jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 38. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Conditions 1 The Gauss-like map is transverse to the partial flag manifold Fn(1, 1) (codim n − 1). 2 The Gauss-Hessian map is transverse to Fn(1, 1) × S(1) (codim n). Others, for example: jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 39. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Conditions 1 The Gauss-like map is transverse to the partial flag manifold Fn(1, 1) (codim n − 1). 2 The Gauss-Hessian map is transverse to Fn(1, 1) × S(1) (codim n). Others, for example: 1 There is a closed Γi ⊂ J3(U, R) of codimension n + 1 that has the property if jk(f ) /∈ Γi , then the 1-preridge of f passess through critical points smoothly. More: the critical points are Morse critical points, and H(f ) has distinct eigenvalues. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 40. Goals 1-dimensional ridges Genericity Transversality Conclusion Transversality Conditions 1 The Gauss-like map is transverse to the partial flag manifold Fn(1, 1) (codim n − 1). 2 The Gauss-Hessian map is transverse to Fn(1, 1) × S(1) (codim n). Others, for example: 1 There is a closed Γi ⊂ J3(U, R) of codimension n + 1 that has the property if jk(f ) /∈ Γi , then the 1-preridge of f passess through critical points smoothly. More: the critical points are Morse critical points, and H(f ) has distinct eigenvalues. 2 There is a closed Γi ⊂ J3(U, R) of codimension n + 1 that has the property if jk(f ) /∈ Γi , then the 1-preridge of f fails to be regular. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 41. Goals 1-dimensional ridges Genericity Transversality Conclusion Thus, applying Thom’s Transversailty Theorem to each Γi , we get an open dense set of f ∈ C∞ with the property described by Γi . jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 42. Goals 1-dimensional ridges Genericity Transversality Conclusion Thus, applying Thom’s Transversailty Theorem to each Γi , we get an open dense set of f ∈ C∞ with the property described by Γi . The intersection of these sets in C∞ is open an dense, hence our properties are generic. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 43. Goals 1-dimensional ridges Genericity Transversality Conclusion Thus, applying Thom’s Transversailty Theorem to each Γi , we get an open dense set of f ∈ C∞ with the property described by Γi . The intersection of these sets in C∞ is open an dense, hence our properties are generic. Technicality: the above holds on U0 = U {critical points and partial umbilics}. Some finesse is required to ascertain the structure on the closure. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 44. Goals 1-dimensional ridges Genericity Transversality Conclusion jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 45. Goals 1-dimensional ridges Genericity Transversality Conclusion Thom’s Transversality Theorem is a powerful tool for establishing genericity of properties of functions. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 46. Goals 1-dimensional ridges Genericity Transversality Conclusion Thom’s Transversality Theorem is a powerful tool for establishing genericity of properties of functions. The generic structure of the d-ridge set of a function is well understood for small d; how partial umbilics effect ridge structure is not well understood in higher dimensions. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets
  • 47. Goals 1-dimensional ridges Genericity Transversality Conclusion Thom’s Transversality Theorem is a powerful tool for establishing genericity of properties of functions. The generic structure of the d-ridge set of a function is well understood for small d; how partial umbilics effect ridge structure is not well understood in higher dimensions. Ridges are one part of a broader family of relative critical sets (including, e.g., valley sets) that partition a domain. They have significant potential to describe the geometry of a function. jason.miller@csuci.edu CSU Channel Islands Genericity, Transversality, and Relative Critical Sets