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In mathematics, Sard's theorem, also known as Sard's lemma or the Morse–Sard theorem, is a result in
mathematical analysis Analysis is the branch of mathematics dealing with continuous functions, limit (mathematics), limits, and related theories, such as Derivative, differentiation, Integral, integration, measure (mathematics), measure, infinite sequences, series (m ...
that asserts that the set of
critical value Critical value may refer to: *In differential topology, a critical value of a differentiable function between differentiable manifolds is the image (value of) ƒ(''x'') in ''N'' of a critical point ''x'' in ''M''. *In statistical hypothesis ...
s (that is, the image of the set of critical points) of a smooth function ''f'' from one
Euclidean space Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are Euclidean ...
or manifold to another is a null set, i.e., it has Lebesgue measure 0. This makes the set of critical values "small" in the sense of a
generic property In mathematics, properties that hold for "typical" examples are called generic properties. For instance, a generic property of a class of functions is one that is true of "almost all" of those functions, as in the statements, "A generic polynom ...
. The theorem is named for
Anthony Morse Anthony Perry Morse (21 August 1911 – 6 March 1984) was an American mathematician who worked in both analysis, especially measure theory, and in the foundations of mathematics. He is best known as the co-creator, together with John L. Kelle ...
and Arthur Sard.


Statement

More explicitly, let :f\colon \mathbb^n \rightarrow \mathbb^m be C^k, (that is, k times continuously differentiable), where k\geq \max\. Let X \subset \mathbb R^n denote the ''
critical set Critical or Critically may refer to: *Critical, or critical but stable, medical states **Critical, or intensive care medicine *Critical juncture, a discontinuous change studied in the social sciences. *Critical Software, a company specializing in ...
'' of f, which is the set of points x\in \mathbb^n at which the Jacobian matrix of f has
rank Rank is the relative position, value, worth, complexity, power, importance, authority, level, etc. of a person or object within a ranking, such as: Level or position in a hierarchical organization * Academic rank * Diplomatic rank * Hierarchy * ...
. Then the image f(X) has Lebesgue measure 0 in \mathbb^m. Intuitively speaking, this means that although X may be large, its image must be small in the sense of Lebesgue measure: while f may have many critical ''points'' in the domain \mathbb^n, it must have few critical ''values'' in the image \mathbb^m. More generally, the result also holds for mappings between differentiable manifolds M and N of dimensions m and n, respectively. The critical set X of a C^k function :f:N\rightarrow M consists of those points at which the differential :df:TN\rightarrow TM has rank less than m as a linear transformation. If k\geq \max\, then Sard's theorem asserts that the image of X has measure zero as a subset of M. This formulation of the result follows from the version for Euclidean spaces by taking a countable set of coordinate patches. The conclusion of the theorem is a local statement, since a countable union of sets of measure zero is a set of measure zero, and the property of a subset of a coordinate patch having zero measure is invariant under
diffeomorphism In mathematics, a diffeomorphism is an isomorphism of smooth manifolds. It is an invertible function that maps one differentiable manifold to another such that both the function and its inverse are differentiable. Definition Given two ...
.


Variants

There are many variants of this lemma, which plays a basic role in
singularity theory In mathematics, singularity theory studies spaces that are almost manifolds, but not quite. A string can serve as an example of a one-dimensional manifold, if one neglects its thickness. A singularity can be made by balling it up, dropping it ...
among other fields. The case m=1 was proven by Anthony P. Morse in 1939, and the general case by Arthur Sard in 1942. A version for infinite-dimensional
Banach manifold In mathematics, a Banach manifold is a manifold modeled on Banach spaces. Thus it is a topological space in which each point has a neighbourhood homeomorphic to an open set in a Banach space (a more involved and formal definition is given below) ...
s was proven by Stephen Smale. The statement is quite powerful, and the proof involves analysis. In
topology In mathematics, topology (from the Greek words , and ) is concerned with the properties of a geometric object that are preserved under continuous deformations, such as stretching, twisting, crumpling, and bending; that is, without closing ...
it is often quoted — as in the
Brouwer fixed-point theorem Brouwer's fixed-point theorem is a fixed-point theorem in topology, named after L. E. J. (Bertus) Brouwer. It states that for any continuous function f mapping a compact convex set to itself there is a point x_0 such that f(x_0)=x_0. The simples ...
and some applications in
Morse theory In mathematics, specifically in differential topology, Morse theory enables one to analyze the topology of a manifold by studying differentiable functions on that manifold. According to the basic insights of Marston Morse, a typical differentiab ...
— in order to prove the weaker corollary that “a non-constant smooth map has at least one regular value”. In 1965 Sard further generalized his theorem to state that if f:N\rightarrow M is C^k for k\geq \max\ and if A_r\subseteq N is the set of points x\in N such that df_x has rank strictly less than r, then the ''r''-dimensional
Hausdorff measure In mathematics, Hausdorff measure is a generalization of the traditional notions of area and volume to non-integer dimensions, specifically fractals and their Hausdorff dimensions. It is a type of outer measure, named for Felix Hausdorff, that as ...
of f(A_r) is zero. In particular the
Hausdorff dimension In mathematics, Hausdorff dimension is a measure of ''roughness'', or more specifically, fractal dimension, that was first introduced in 1918 by mathematician Felix Hausdorff. For instance, the Hausdorff dimension of a single point is zero, of ...
of f(A_r) is at most ''r''. Caveat: The Hausdorff dimension of f(A_r) can be arbitrarily close to ''r''.


See also

*
Generic property In mathematics, properties that hold for "typical" examples are called generic properties. For instance, a generic property of a class of functions is one that is true of "almost all" of those functions, as in the statements, "A generic polynom ...


References


Further reading

* * {{Measure theory Lemmas in analysis Smooth functions Multivariable calculus Singularity theory Theorems in analysis Theorems in differential geometry Theorems in measure theory