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Functional analysis



 
 
For functional analysis as used in psychology, see the functional analysis (psychology)
Functional analysis (psychology)

Functional analysis in behavioral psychology is the application of the laws of operant conditioning to establish the relationships between stimuli and responses....
 article.


Functional analysis is the branch of mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, and specifically of analysis
Mathematical analysis

Mathematical analysis, which mathematicians refer to simply as analysis, has its beginnings in the rigorous formulation of calculus. It is the branch of mathematics most explicitly concerned with the notion of a limit , whether the limit of a sequence or the limit of a function....
, concerned with the study of vector space
Vector space

File:Vector addition ans scaling.pngA vector space is a mathematical structure formed by a collection of vectors: objects that may be Vector addition together and Scalar multiplication by numbers, called scalar s in this context....
s and operator
Operator

In mathematics, an operator is a function which operates on another function. Often, an "operator" is a function which acts on functions to produce other functions ; or it may be a generalization of such a function, as in linear algebra, where some of the terminology reflects the origin of the subject in operations on the functions which ar...
s acting upon them. It has its historical roots in the study of functional spaces, in particular transformations of functions
Function (mathematics)

The mathematical concept of a function expresses dependence between two quantities, one of which is known and the other which is produced. A function associates a single output to each input element drawn from a fixed Set , such as the real numbers , although different inputs may have the same output....
, such as the Fourier transform
Fourier transform

In mathematics, Fourier analysis is a subject area which grew out of the study of Fourier series. The subject began with trying to understand when it was possible to represent general functions by sums of simpler trigonometric functions....
, as well as in the study of differential and integral equations. This usage of the word functional
Functional (mathematics)

In mathematics, a functional is traditionally a map from a vector space to the Field underlying the vector space, which is usually the real numbers....
 goes back to the calculus of variations
Calculus of variations

Calculus of variations is a field of mathematics that deals with functional , as opposed to ordinary calculus which deals with function . Such functionals can for example be formed as integrals involving an unknown function and its derivatives....
, implying a function whose argument is a function.






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For functional analysis as used in psychology, see the functional analysis (psychology)
Functional analysis (psychology)

Functional analysis in behavioral psychology is the application of the laws of operant conditioning to establish the relationships between stimuli and responses....
 article.


Functional analysis is the branch of mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, and specifically of analysis
Mathematical analysis

Mathematical analysis, which mathematicians refer to simply as analysis, has its beginnings in the rigorous formulation of calculus. It is the branch of mathematics most explicitly concerned with the notion of a limit , whether the limit of a sequence or the limit of a function....
, concerned with the study of vector space
Vector space

File:Vector addition ans scaling.pngA vector space is a mathematical structure formed by a collection of vectors: objects that may be Vector addition together and Scalar multiplication by numbers, called scalar s in this context....
s and operator
Operator

In mathematics, an operator is a function which operates on another function. Often, an "operator" is a function which acts on functions to produce other functions ; or it may be a generalization of such a function, as in linear algebra, where some of the terminology reflects the origin of the subject in operations on the functions which ar...
s acting upon them. It has its historical roots in the study of functional spaces, in particular transformations of functions
Function (mathematics)

The mathematical concept of a function expresses dependence between two quantities, one of which is known and the other which is produced. A function associates a single output to each input element drawn from a fixed Set , such as the real numbers , although different inputs may have the same output....
, such as the Fourier transform
Fourier transform

In mathematics, Fourier analysis is a subject area which grew out of the study of Fourier series. The subject began with trying to understand when it was possible to represent general functions by sums of simpler trigonometric functions....
, as well as in the study of differential and integral equations. This usage of the word functional
Functional (mathematics)

In mathematics, a functional is traditionally a map from a vector space to the Field underlying the vector space, which is usually the real numbers....
 goes back to the calculus of variations
Calculus of variations

Calculus of variations is a field of mathematics that deals with functional , as opposed to ordinary calculus which deals with function . Such functionals can for example be formed as integrals involving an unknown function and its derivatives....
, implying a function whose argument is a function. Its use in general has been attributed to mathematician and physicist Vito Volterra
Vito Volterra

Vito Volterra was an Italy mathematician and physicist, best known for his contributions to mathematical biology.Born in Ancona, then part of the Papal States, into a very poor Jewish family , Volterra showed early promise in mathematics before attending the University of Pisa, where he fell under the influence of Enrico Betti, and where...
 and its founding is largely attributed to mathematician Stefan Banach
Stefan Banach

Stefan Banach was a Polish mathematician who worked in Second Polish Republic and in Soviet Ukraine.A self-taught mathematics Child prodigy, Banach was the founder of modern functional analysis and a founder of the Lw?w School of Mathematics....
.

Normed vector spaces

In the modern view, functional analysis is seen as the study of complete
Complete space

In mathematical analysis, a metric space M is said to be complete if every Cauchy sequence of points in M has a limit that is also in M or alternatively if every Cauchy sequence in M converges in M....
 normed vector space
Normed vector space

In mathematics, with 2- or 3-dimensional Vector s with real number-valued entries, the idea of the "length" of a vector is intuitive and can easily be extended to any Vector space Rn....
s over the real
Real number

In mathematics, the real numbers may be described informally in several different ways. The real numbers include both rational numbers, such as 42 and −23/129, and irrational numbers, such as pi and the square root of two; or, a real number can be given by an infinite decimal representation, such as 2.4871773339...., where the digits co...
 or complex
Complex number

In mathematics, the complex numbers are an extension of the real numbers obtained by adjoining an imaginary unit, denoted i, which satisfies:...
 numbers. Such spaces are called Banach space
Banach space

In mathematics, Banach spaces are one of the central objects of study in functional analysis. They are topological vector spaces that have many interesting properties associated with them....
s. An important example is a Hilbert space
Hilbert space

The mathematics concept of a Hilbert space, named after David Hilbert, generalizes the notion of Euclidean space. It extends the methods of vector algebra from the two-dimensional plane and three-dimensional space to infinite-dimensional spaces....
, where the norm
Norm (mathematics)

In linear algebra, functional analysis and related areas of mathematics, a norm is a function that assigns a strictly positive length or size to all vectors in a vector space, other than the zero vector....
 arises from an inner product
Inner product space

In mathematics, an inner product space is a vector space with the additional Mathematical structure of inner product. This additional structure associates each pair of vectors in the space with a Scalar quantity known as the inner product of the vectors....
. These spaces are of fundamental importance in many areas, including the mathematical formulation of quantum mechanics
Quantum mechanics

Quantum mechanics is a set of principles underlying the most fundamental known description of all physical systems at the microscopic scale . Notable amongst these principles are both a dual wave-like and particle-like behavior of matter and radiation, and prediction of probabilities in situations where classical physics predicts certaintie...
. More generally, functional analysis includes the study of Fréchet space
Fréchet space

In functional analysis and related areas of mathematics, Fr?chet spaces or Frechet spaces, named after Maurice Fr?chet, are special topological vector spaces....
s and other topological vector space
Topological vector space

In mathematics, a topological vector space is one of the basic structures investigated in functional analysis. As the name suggests the space blends a topology with the algebraic concept of a vector space....
s not endowed with a norm.

An important object of study in functional analysis are the continuous
Continuous function (topology)

In topology and related areas of mathematics a continuous function is a morphism between topological spaces. Intuitively, this is a function f where a set of points near f always contain the of a set of points near x....
 linear operators
Linear transformation

In mathematics, a linear map is a function between two vector spaces that preserves the operations of vector addition and scalar multiplication....
 defined on Banach and Hilbert spaces. These lead naturally to the definition of C*-algebra
C*-algebra

C*-algebras are an important area of research in functional analysis, a branch of mathematics. The prototypical example of a C*-algebra is a complex number algebra over a field A of linear operators on a complex number Hilbert space with two additional properties:...
s and other operator algebra
Operator algebra

In functional analysis, an operator algebra is an algebra over a field of continuous function linear operators on a topological vector space with the multiplication given by the composition of mappings....
s.

Hilbert spaces

Hilbert space
Hilbert space

The mathematics concept of a Hilbert space, named after David Hilbert, generalizes the notion of Euclidean space. It extends the methods of vector algebra from the two-dimensional plane and three-dimensional space to infinite-dimensional spaces....
s can be completely classified: there is a unique Hilbert space up to isomorphism
Isomorphism

In abstract algebra, an isomorphism is a bijection map f such that both f and its inverse function f −1 are homomorphisms, i.e., structure-preserving mappings....
 for every cardinality
Cardinal number

In mathematics, cardinal numbers, or cardinals for short, are a generalization of the natural numbers used to measure the cardinality of Set ....
 of the base. Since finite-dimensional Hilbert spaces are fully understood in linear algebra
Linear algebra

Linear algebra is the branch of mathematics concerned with the study of Euclidean vectors, vector spaces , linear maps , and system of linear equations....
, and since morphisms of Hilbert spaces can always be divided into morphisms of spaces with Aleph-null (?0) dimensionality, functional analysis of Hilbert spaces mostly deals with the unique Hilbert space of dimensionality Aleph-null, and its morphisms. One of the open problems in functional analysis is to prove that every operator on a Hilbert space has a proper invariant subspace
Invariant subspace

In mathematics, an invariant subspace of a linear mappingfrom some vector space V to itself is a linear subspace W of V such that T is contained in W....
. Many special cases have already been proven.

Banach spaces

General Banach space
Banach space

In mathematics, Banach spaces are one of the central objects of study in functional analysis. They are topological vector spaces that have many interesting properties associated with them....
s are more complicated. There is no clear definition of what would constitute a base, for example.

For any real number p = 1, an example of a Banach space is given by "all Lebesgue-measurable functions whose absolute value
Absolute value

In mathematics, the absolute value of a real number is its numerical value without regard to its Negative and non-negative numbers. So, for example, 3 is the absolute value of both 3 and -3....
's p-th power has finite integral" (see Lp spaces
Lp space

In mathematics, the Lp and lp spaces are spaces of p-integrable function, and corresponding sequence spaces....
).

In Banach spaces, a large part of the study involves the dual space
Dual space

In mathematics, any vector space, V, has a corresponding dual vector space consisting of all linear functionals on V. Dual vector spaces defined on finite-dimensional vector spaces can be used for defining tensors which are studied in tensor algebra....
: the space of all continuous
Continuous function (topology)

In topology and related areas of mathematics a continuous function is a morphism between topological spaces. Intuitively, this is a function f where a set of points near f always contain the of a set of points near x....
 linear functionals. The dual of the dual is not always isomorphic to the original space, but there is always a natural monomorphism
Monomorphism

In the context of abstract algebra or universal algebra, a monomorphism is an Injective function homomorphism. A monomorphism from X to Y is often denoted with the notation ....
 from a space into its dual's dual. This is explained in the dual space
Dual space

In mathematics, any vector space, V, has a corresponding dual vector space consisting of all linear functionals on V. Dual vector spaces defined on finite-dimensional vector spaces can be used for defining tensors which are studied in tensor algebra....
 article.

Also, the notion of derivative
Derivative

In calculus, a branch of mathematics, the derivative is a measure of how a function changes as its input changes. Loosely speaking, a derivative can be thought of as how much a quantity is changing at a given point....
 can be extended to arbitrary functions between Banach spaces. See, for instance, the Fréchet derivative
Fréchet derivative

In mathematics, the Fr?chet derivative is a derivative defined on Banach spaces. Named after Maurice Fr?chet, it is commonly used to formalize the concept of the functional derivative used widely in mathematical analysis, especially functional analysis....
 article.

Major and foundational results

Important results of functional analysis include:
  • The uniform boundedness principle
    Uniform boundedness principle

    In mathematics, the uniform boundedness principle or Banach-Steinhaus theorem is one of the fundamental results in functional analysis. Together with the Hahn-Banach theorem and the open mapping theorem , it is considered one of the cornerstones of the field....
     (also known as Banach-Steinhaus theorem) applies to sets of operators with uniform bounds.
  • One of the spectral theorem
    Spectral theorem

    In mathematics, particularly linear algebra and functional analysis, the spectral theorem is any of a number of results about linear operators or about matrix_....
    s (there are indeed more than one) gives an integral formula for the normal operators on a Hilbert space. This theorem is of central importance for the mathematical formulation of quantum mechanics
    Quantum mechanics

    Quantum mechanics is a set of principles underlying the most fundamental known description of all physical systems at the microscopic scale . Notable amongst these principles are both a dual wave-like and particle-like behavior of matter and radiation, and prediction of probabilities in situations where classical physics predicts certaintie...
    .
  • The Hahn-Banach theorem extends functionals from a subspace to the full space, in a norm-preserving fashion. An implication is the non-triviality of dual spaces.
  • The open mapping theorem
    Open mapping theorem (functional analysis)

    In functional analysis, the open mapping theorem, also known as the Banach?Schauder theorem, is a fundamental result which states that if a continuous function linear operator between Banach spaces is surjective then it is an open map....
     and closed graph theorem
    Closed graph theorem

    In mathematics, the closed graph theorem is a basic result in functional analysis which characterizes continuous linear operators between Banach spaces in terms of the operator graph of a function....
    .


See also: List of functional analysis topics
List of functional analysis topics

This is a list of functional analysis topics, by Wikipedia page....
.

Foundations of mathematics considerations

Most spaces considered in functional analysis have infinite dimension. To show the existence of a vector space basis for such spaces may require Zorn's lemma
Zorn's lemma

Zorn's lemma, also known as the Kuratowski?Zorn lemma, is a proposition of set theory that states:Every partially ordered set in which every Total order has an upper bound contains at least one maximal element....
. Many very important theorems require the Hahn-Banach theorem, usually proved using axiom of choice
Axiom of choice

In mathematics, the axiom of choice, or AC, is an axiom of set theory. Informally put, the axiom of choice says that given any collection of bins, each containing at least one object, it is possible to make a selection of exactly one object from each bin, even if there are infinite set many bins and there is no "rule" for which object t...
, although the strictly weaker Boolean prime ideal theorem
Boolean prime ideal theorem

In mathematics, a prime ideal theorem guarantees the existence of certain types of subsets in a given abstract algebra. A common example is the Boolean prime ideal theorem, which states that ideal in a Boolean algebra can be extended to ideal ....
 suffices.

Points of view

Functional analysis in its includes the following tendencies:
  • Soft analysis. An approach to analysis based on topological group
    Topological group

    In mathematics, a topological group is a group G together with a topological space on G such that the group's binary operation and the group's inverse function are continuous function ....
    s, topological ring
    Topological ring

    In mathematics, a topological ring is a ring R which is also a topological space such that both the addition and the multiplication are continuity as maps...
    s, and topological vector space
    Topological vector space

    In mathematics, a topological vector space is one of the basic structures investigated in functional analysis. As the name suggests the space blends a topology with the algebraic concept of a vector space....
    s;
  • Geometry of Banach space
    Banach space

    In mathematics, Banach spaces are one of the central objects of study in functional analysis. They are topological vector spaces that have many interesting properties associated with them....
    s
    . A combinatorial approach primarily due to Jean Bourgain
    Jean Bourgain

    Jean Bourgain is a Belgian mathematician, noted as a prolific problem-solver. He has been a faculty member at the University of Illinois, Urbana-Champaign and now at the Institute for Advanced Study in Princeton, New Jersey....
    ;
  • Noncommutative geometry
    Noncommutative geometry

    Noncommutative geometry, or NCG, is a branch of mathematics concerned with the possible spatial interpretations of algebraic structures for which the commutative law fails, that is, for which xy does not always equal yx....
    . Developed by Alain Connes
    Alain Connes

    Alain Connes is a France mathematician, currently Professor at the College de France, IH?S and Vanderbilt University....
    , partly building on earlier notions, such as George Mackey
    George Mackey

    George Whitelaw Mackey was an American mathematician. Mackey earned his bachelor of arts at Rice University in 1938 and obtained his Doctor of Philosophy at Harvard University in 1942 under the direction of Marshall H....
    's approach to ergodic theory
    Ergodic theory

    Ergodic theory is a branch of mathematics that studies dynamical systemswith an invariant measure and related problems. Its initial development was motivated by problems of statistical physics....
    ;
  • Connection with quantum mechanics
    Quantum mechanics

    Quantum mechanics is a set of principles underlying the most fundamental known description of all physical systems at the microscopic scale . Notable amongst these principles are both a dual wave-like and particle-like behavior of matter and radiation, and prediction of probabilities in situations where classical physics predicts certaintie...
    . Either narrowly defined as in mathematical physics
    Mathematical physics

    Mathematical physics is the scientific discipline concerned with the interface of mathematics and physics. There is no real consensus about what does or does not constitute mathematical physics....
    , or broadly interpreted by, e.g. Israel Gelfand
    Israel Gelfand

    Isra?l Moiseevich Gelfand is a mathematician who has contributed substantially in different branches including Group Theory, Representation Theory, Linear Algebra etc....
    , to include most types of representation theory
    Representation theory

    Representation theory is a branch of mathematics that studies abstract algebra algebraic structures by representing their element as linear transformations of vector spaces....
    .


External links

  • by Gerald Teschl, University of Vienna.
  • by Yevgeny Vilensky, New York University.