In mathematics, a real-valued function is a
function whose
values are
real number
In mathematics, a real number is a number that can be used to measurement, measure a ''continuous'' one-dimensional quantity such as a distance, time, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small var ...
s. In other words, it is a function that assigns a real number to each member of its
domain.
Real-valued
functions of a real variable (commonly called ''real functions'') and real-valued
functions of several real variables are the main object of study of
calculus
Calculus, originally called infinitesimal calculus or "the calculus of infinitesimals", is the mathematics, mathematical study of continuous change, in the same way that geometry is the study of shape, and algebra is the study of generalizati ...
and, more generally,
real analysis. In particular, many
function spaces consist of real-valued functions.
Algebraic structure
Let
be the set of all functions from a
set to real numbers
. Because
is a
field,
may be turned into a
vector space
In mathematics and physics, a vector space (also called a linear space) is a set whose elements, often called '' vectors'', may be added together and multiplied ("scaled") by numbers called '' scalars''. Scalars are often real numbers, but ...
and a
commutative algebra
Commutative algebra, first known as ideal theory, is the branch of algebra that studies commutative rings, their ideals, and modules over such rings. Both algebraic geometry and algebraic number theory build on commutative algebra. Promi ...
over the reals with the following operations:
*
–
vector addition
*
–
additive identity
*
–
scalar multiplication
*
–
pointwise multiplication
These operations extend to
partial functions from to
with the restriction that the partial functions and are defined only if the
domains of and have a nonempty intersection; in this case, their domain is the intersection of the domains of and .
Also, since
is an ordered set, there is a
partial order
In mathematics, especially order theory, a partially ordered set (also poset) formalizes and generalizes the intuitive concept of an ordering, sequencing, or arrangement of the elements of a set. A poset consists of a set together with a binary ...
*
on
which makes
a
partially ordered ring.
Measurable
The
σ-algebra of
Borel sets is an important structure on real numbers. If has its σ-algebra and a function is such that the
preimage of any Borel set belongs to that σ-algebra, then is said to be
measurable. Measurable functions also form a vector space and an algebra as explained above in .
Moreover, a set (family) of real-valued functions on can actually ''define'' a σ-algebra on generated by all preimages of all Borel sets (or of
intervals only, it is not important). This is the way how σ-algebras arise in (
Kolmogorov's)
probability theory
Probability theory is the branch of mathematics concerned with probability. Although there are several different probability interpretations, probability theory treats the concept in a rigorous mathematical manner by expressing it through a set o ...
, where real-valued functions on the
sample space are real-valued
random variable
A random variable (also called random quantity, aleatory variable, or stochastic variable) is a mathematical formalization of a quantity or object which depends on random events. It is a mapping or a function from possible outcomes (e.g., the p ...
s.
Continuous
Real numbers form a
topological space
In mathematics, a topological space is, roughly speaking, a geometrical space in which closeness is defined but cannot necessarily be measured by a numeric distance. More specifically, a topological space is a set whose elements are called po ...
and a
complete metric space
In mathematical analysis, a metric space is called complete (or a Cauchy space) if every Cauchy sequence of points in has a limit that is also in .
Intuitively, a space is complete if there are no "points missing" from it (inside or at the bo ...
.
Continuous real-valued functions (which implies that is a topological space) are important in theories
of topological spaces and
of metric spaces. The
extreme value theorem states that for any real continuous function on a
compact space
In mathematics, specifically general topology, compactness is a property that seeks to generalize the notion of a closed and bounded subset of Euclidean space by making precise the idea of a space having no "punctures" or "missing endpoints", i ...
its global
maximum and minimum
In mathematical analysis, the maxima and minima (the respective plurals of maximum and minimum) of a function, known collectively as extrema (the plural of extremum), are the largest and smallest value of the function, either within a given ran ...
exist.
The concept of
metric space
In mathematics, a metric space is a set together with a notion of '' distance'' between its elements, usually called points. The distance is measured by a function called a metric or distance function. Metric spaces are the most general sett ...
itself is defined with a real-valued function of two variables, the ''
metric'', which is continuous. The space of
continuous functions on a compact Hausdorff space has a particular importance.
Convergent sequences also can be considered as real-valued continuous functions on a special topological space.
Continuous functions also form a vector space and an algebra as explained above in , and are a subclass of
measurable functions because any topological space has the σ-algebra generated by open (or closed) sets.
Smooth
Real numbers are used as the codomain to define smooth functions. A domain of a real smooth function can be the
real coordinate space (which yields a
real multivariable function), a
topological vector space, an
open subset of them, or a
smooth manifold
In mathematics, a differentiable manifold (also differential manifold) is a type of manifold that is locally similar enough to a vector space to allow one to apply calculus. Any manifold can be described by a collection of charts (atlas). One m ...
.
Spaces of smooth functions also are vector spaces and algebras as explained above in and are subspaces of the space of
continuous functions.
Appearances in measure theory
A
measure on a set is a
non-negative real-valued functional on a σ-algebra of subsets.
[Actually, a measure may have values in : see ]extended real number line
In mathematics, the affinely extended real number system is obtained from the real number system \R by adding two infinity elements: +\infty and -\infty, where the infinities are treated as actual numbers. It is useful in describing the algebra o ...
. L''p'' spaces on sets with a measure are defined from aforementioned
real-valued measurable functions, although they are actually
quotient space
Quotient space may refer to a quotient set when the sets under consideration are considered as spaces. In particular:
*Quotient space (topology), in case of topological spaces
* Quotient space (linear algebra), in case of vector spaces
*Quotient ...
s. More precisely, whereas a function satisfying an appropriate
summability condition defines an element of L
''p'' space, in the opposite direction for any and which is not an
atom
Every atom is composed of a nucleus and one or more electrons bound to the nucleus. The nucleus is made of one or more protons and a number of neutrons. Only the most common variety of hydrogen has no neutrons.
Every solid, liquid, gas ...
, the value is
undefined. Though, real-valued L
''p'' spaces still have some of the structure described above in . Each of L
''p'' spaces is a vector space and have a partial order, and there exists a pointwise multiplication of "functions" which changes , namely
:
For example, pointwise product of two L
2 functions belongs to L
1.
Other appearances
Other contexts where real-valued functions and their special properties are used include
monotonic functions (on
ordered sets),
convex functions (on vector and
affine spaces),
harmonic and
subharmonic functions (on
Riemannian manifold
In differential geometry, a Riemannian manifold or Riemannian space , so called after the German mathematician Bernhard Riemann, is a real, smooth manifold ''M'' equipped with a positive-definite inner product ''g'p'' on the tangent spac ...
s),
analytic function
In mathematics, an analytic function is a function that is locally given by a convergent power series. There exist both real analytic functions and complex analytic functions. Functions of each type are infinitely differentiable, but complex ...
s (usually of one or more real variables),
algebraic functions (on real
algebraic varieties
Algebraic varieties are the central objects of study in algebraic geometry, a sub-field of mathematics. Classically, an algebraic variety is defined as the set of solutions of a system of polynomial equations over the real or complex number
...
), and
polynomial
In mathematics, a polynomial is an expression consisting of indeterminates (also called variables) and coefficients, that involves only the operations of addition, subtraction, multiplication, and positive-integer powers of variables. An ex ...
s (of one or more real variables).
See also
*
Real analysis
*
Partial differential equations, a major user of real-valued functions
*
Norm (mathematics)
In mathematics, a norm is a function from a real or complex vector space to the non-negative real numbers that behaves in certain ways like the distance from the origin: it commutes with scaling, obeys a form of the triangle inequality, and ...
*
Scalar (mathematics)
A scalar is an element of a field which is used to define a '' vector space''.
In linear algebra, real numbers or generally elements of a field are called scalars and relate to vectors in an associated vector space through the operation of s ...
Footnotes
References
*
*
Gerald Folland
Gerald Budge Folland is an American mathematician and a professor of mathematics at the University of Washington.
He is the author of several textbooks on mathematical analysis. His areas of interest include harmonic analysis (on both Euclid ...
, Real Analysis: Modern Techniques and Their Applications, Second Edition, John Wiley & Sons, Inc., 1999, .
*
External links
{{MathWorld , title=Real Function , id=RealFunction
Mathematical analysis
Types of functions
General topology
Metric geometry
Vector spaces
Measure theory