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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 ( ...
, and applications in
geometry Geometry (; ) is a branch of mathematics concerned with properties of space such as the distance, shape, size, and relative position of figures. Geometry is, along with arithmetic, one of the oldest branches of mathematics. A mathematician w ...
,
applied mathematics Applied mathematics is the application of mathematics, mathematical methods by different fields such as physics, engineering, medicine, biology, finance, business, computer science, and Industrial sector, industry. Thus, applied mathematics is a ...
,
engineering Engineering is the practice of using natural science, mathematics, and the engineering design process to Problem solving#Engineering, solve problems within technology, increase efficiency and productivity, and improve Systems engineering, s ...
, and
natural science Natural science or empirical science is one of the branches of science concerned with the description, understanding and prediction of natural phenomena, based on empirical evidence from observation and experimentation. Mechanisms such as peer ...
s, a function of a real variable is a function whose domain is the
real number In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s \mathbb, or a
subset In mathematics, a Set (mathematics), set ''A'' is a subset of a set ''B'' if all Element (mathematics), elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they a ...
of \mathbb that contains an interval of positive length. Most real functions that are considered and studied are differentiable in some interval. The most widely considered such functions are the real functions, which are the real-valued functions of a real variable, that is, the functions of a real variable whose
codomain In mathematics, a codomain, counter-domain, or set of destination of a function is a set into which all of the output of the function is constrained to fall. It is the set in the notation . The term '' range'' is sometimes ambiguously used to ...
is the set of real numbers. Nevertheless, the codomain of a function of a real variable may be any set. However, it is often assumed to have a structure of \mathbb-
vector space In mathematics and physics, a vector space (also called a linear space) is a set (mathematics), set whose elements, often called vector (mathematics and physics), ''vectors'', can be added together and multiplied ("scaled") by numbers called sc ...
over the reals. That is, the codomain may be a
Euclidean space Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces ...
, a coordinate vector, the set of matrices of real numbers of a given size, or an \mathbb-
algebra Algebra is a branch of mathematics that deals with abstract systems, known as algebraic structures, and the manipulation of expressions within those systems. It is a generalization of arithmetic that introduces variables and algebraic ope ...
, such as the
complex number In mathematics, a complex number is an element of a number system that extends the real numbers with a specific element denoted , called the imaginary unit and satisfying the equation i^= -1; every complex number can be expressed in the for ...
s or the
quaternion In mathematics, the quaternion number system extends the complex numbers. Quaternions were first described by the Irish mathematician William Rowan Hamilton in 1843 and applied to mechanics in three-dimensional space. The algebra of quater ...
s. The structure \mathbb-vector space of the codomain induces a structure of \mathbb-vector space on the functions. If the codomain has a structure of \mathbb-algebra, the same is true for the functions. The
image An image or picture is a visual representation. An image can be Two-dimensional space, two-dimensional, such as a drawing, painting, or photograph, or Three-dimensional space, three-dimensional, such as a carving or sculpture. Images may be di ...
of a function of a real variable is a
curve In mathematics, a curve (also called a curved line in older texts) is an object similar to a line, but that does not have to be straight. Intuitively, a curve may be thought of as the trace left by a moving point. This is the definition that ...
in the codomain. In this context, a function that defines curve is called a
parametric equation In mathematics, a parametric equation expresses several quantities, such as the coordinates of a point (mathematics), point, as Function (mathematics), functions of one or several variable (mathematics), variables called parameters. In the case ...
of the curve. When the codomain of a function of a real variable is a finite-dimensional vector space, the function may be viewed as a sequence of real functions. This is often used in applications.


Real function

A real function is a function from a subset of \mathbb R to \mathbb R, where \mathbb R denotes as usual the set of
real number In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
s. That is, the domain of a real function is a subset \mathbb R, and its
codomain In mathematics, a codomain, counter-domain, or set of destination of a function is a set into which all of the output of the function is constrained to fall. It is the set in the notation . The term '' range'' is sometimes ambiguously used to ...
is \mathbb R. It is generally assumed that the domain contains an interval of positive length.


Basic examples

For many commonly used real functions, the domain is the whole set of real numbers, and the function is continuous and differentiable at every point of the domain. One says that these functions are defined, continuous and differentiable everywhere. This is the case of: * All polynomial functions, including constant functions and linear functions * Sine and
cosine In mathematics, sine and cosine are trigonometric functions of an angle. The sine and cosine of an acute angle are defined in the context of a right triangle: for the specified angle, its sine is the ratio of the length of the side opposite that ...
functions * Exponential function Some functions are defined everywhere, but not continuous at some points. For example * The Heaviside step function is defined everywhere, but not continuous at zero. Some functions are defined and continuous everywhere, but not everywhere differentiable. For example * The
absolute value In mathematics, the absolute value or modulus of a real number x, is the non-negative value without regard to its sign. Namely, , x, =x if x is a positive number, and , x, =-x if x is negative (in which case negating x makes -x positive), ...
is defined and continuous everywhere, and is differentiable everywhere, except for zero. * The cubic root is defined and continuous everywhere, and is differentiable everywhere, except for zero. Many common functions are not defined everywhere, but are continuous and differentiable everywhere where they are defined. For example: * A
rational function In mathematics, a rational function is any function that can be defined by a rational fraction, which is an algebraic fraction such that both the numerator and the denominator are polynomials. The coefficients of the polynomials need not be ...
is a quotient of two polynomial functions, and is not defined at the zeros of the denominator. * The tangent function is not defined for \frac\pi 2 + k\pi, where is any integer. * The logarithm function is defined only for positive values of the variable. Some functions are continuous in their whole domain, and not differentiable at some points. This is the case of: *The
square root In mathematics, a square root of a number is a number such that y^2 = x; in other words, a number whose ''square'' (the result of multiplying the number by itself, or y \cdot y) is . For example, 4 and −4 are square roots of 16 because 4 ...
is defined only for nonnegative values of the variable, and not differentiable at 0 (it is differentiable for all positive values of the variable).


General definition

A real-valued function of a real variable is a function that takes as input a
real number In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
, commonly represented by the variable ''x'', for producing another real number, the ''value'' of the function, commonly denoted ''f''(''x''). For simplicity, in this article a real-valued function of a real variable will be simply called a function. To avoid any ambiguity, the other types of functions that may occur will be explicitly specified. Some functions are defined for all real values of the variables (one says that they are everywhere defined), but some other functions are defined only if the value of the variable is taken in a subset ''X'' of \mathbb, the domain of the function, which is always supposed to contain an interval of positive length. In other words, a real-valued function of a real variable is a function :f: X \to \R such that its domain ''X'' is a subset of \mathbb that contains an interval of positive length. A simple example of a function in one variable could be: : f : X \to \R : X = \ : f(x) = \sqrt which is the
square root In mathematics, a square root of a number is a number such that y^2 = x; in other words, a number whose ''square'' (the result of multiplying the number by itself, or y \cdot y) is . For example, 4 and −4 are square roots of 16 because 4 ...
of ''x''.


Image

The
image An image or picture is a visual representation. An image can be Two-dimensional space, two-dimensional, such as a drawing, painting, or photograph, or Three-dimensional space, three-dimensional, such as a carving or sculpture. Images may be di ...
of a function f(x) is the set of all values of when the variable ''x'' runs in the whole domain of . For a continuous (see below for a definition) real-valued function with a connected domain, the image is either an interval or a single value. In the latter case, the function is a constant function. The preimage of a given real number ''y'' is the set of the solutions of the
equation In mathematics, an equation is a mathematical formula that expresses the equality of two expressions, by connecting them with the equals sign . The word ''equation'' and its cognates in other languages may have subtly different meanings; for ...
.


Domain

The domain of a function of several real variables is a subset of \mathbb that is sometimes explicitly defined. In fact, if one restricts the domain ''X'' of a function ''f'' to a subset ''Y'' ⊂ ''X'', one gets formally a different function, the ''restriction'' of ''f'' to ''Y'', which is denoted ''f'', ''Y''. In practice, it is often not harmful to identify ''f'' and ''f'', ''Y'', and to omit the subscript , ''Y''. Conversely, it is sometimes possible to enlarge naturally the domain of a given function, for example by continuity or by analytic continuation. This means that it is not worthy to explicitly define the domain of a function of a real variable.


Algebraic structure

The arithmetic operations may be applied to the functions in the following way: * For every real number ''r'', the constant function (x)\mapsto r, is everywhere defined. * For every real number ''r'' and every function ''f'', the function rf:(x)\mapsto rf(x) has the same domain as ''f'' (or is everywhere defined if ''r'' = 0). * If ''f'' and ''g'' are two functions of respective domains ''X'' and ''Y'' such that contains an open subset of \mathbb, then f+g:(x)\mapsto f(x)+g(x) and f\,g:(x)\mapsto f(x)\,g(x) are functions that have a domain containing . It follows that the functions of ''n'' variables that are everywhere defined and the functions of ''n'' variables that are defined in some
neighbourhood A neighbourhood (Commonwealth English) or neighborhood (American English) is a geographically localized community within a larger town, city, suburb or rural area, sometimes consisting of a single street and the buildings lining it. Neighbourh ...
of a given point both form commutative algebras over the reals (\mathbb-algebras). One may similarly define 1/f:(x)\mapsto 1/f(x), which is a function only if the set of the points in the domain of ''f'' such that contains an open subset of \mathbb. This constraint implies that the above two algebras are not fields.


Continuity and limit

Until the second part of 19th century, only
continuous function In mathematics, a continuous function is a function such that a small variation of the argument induces a small variation of the value of the function. This implies there are no abrupt changes in value, known as '' discontinuities''. More preci ...
s were considered by mathematicians. At that time, the notion of continuity was elaborated for the functions of one or several real variables a rather long time before the formal definition of a
topological space In mathematics, a topological space is, roughly speaking, a Geometry, geometrical space in which Closeness (mathematics), closeness is defined but cannot necessarily be measured by a numeric Distance (mathematics), distance. More specifically, a to ...
and a continuous map between topological spaces. As continuous functions of a real variable are ubiquitous in mathematics, it is worth defining this notion without reference to the general notion of continuous maps between topological space. For defining the continuity, it is useful to consider the distance function of \mathbb, which is an everywhere defined function of 2 real variables: d(x,y)=, x-y, A function ''f'' is continuous at a point a which is interior to its domain, if, for every positive real number , there is a positive real number such that , f(x)-f(a), < \varepsilon for all x such that d(x,a)<\varphi. In other words, may be chosen small enough for having the image by ''f'' of the interval of radius centered at a contained in the interval of length centered at f(a). A function is continuous if it is continuous at every point of its domain. The limit of a real-valued function of a real variable is as follows. Let ''a'' be a point in topological closure of the domain ''X'' of the function ''f''. The function, ''f'' has a limit ''L'' when ''x'' tends toward ''a'', denoted :L = \lim_ f(x), if the following condition is satisfied: For every positive real number ''ε'' > 0, there is a positive real number ''δ'' > 0 such that :, f(x) - L, < \varepsilon for all ''x'' in the domain such that :d(x, a)< \delta. If the limit exists, it is unique. If ''a'' is in the interior of the domain, the limit exists if and only if the function is continuous at ''a''. In this case, we have :f(a) = \lim_ f(x). When ''a'' is in the boundary of the domain of ''f'', and if ''f'' has a limit at ''a'', the latter formula allows to "extend by continuity" the domain of ''f'' to ''a''.


Calculus

One can collect a number of functions each of a real variable, say :y_1 = f_1(x)\,,\quad y_2 = f_2(x)\,,\ldots, y_n = f_n(x) into a vector parametrized by ''x'': :\mathbf = (y_1, y_2, \ldots, y_n) = _1(x), f_2(x) ,\ldots, f_n(x) The derivative of the vector y is the vector derivatives of ''fi''(''x'') for ''i'' = 1, 2, ..., ''n'': :\frac = \left(\frac, \frac, \ldots, \frac\right) One can also perform
line integral In mathematics, a line integral is an integral where the function (mathematics), function to be integrated is evaluated along a curve. The terms ''path integral'', ''curve integral'', and ''curvilinear integral'' are also used; ''contour integr ...
s along a space curve parametrized by ''x'', with position vector r = r(''x''), by integrating with respect to the variable ''x'': :\int_a^b \mathbf(x) \cdot d\mathbf = \int_a^b \mathbf(x) \cdot \frac dx where · is the
dot product In mathematics, the dot product or scalar productThe term ''scalar product'' means literally "product with a Scalar (mathematics), scalar as a result". It is also used for other symmetric bilinear forms, for example in a pseudo-Euclidean space. N ...
, and ''x'' = ''a'' and ''x'' = ''b'' are the start and endpoints of the curve.


Theorems

With the definitions of integration and derivatives, key theorems can be formulated, including the fundamental theorem of calculus,
integration by parts In calculus, and more generally in mathematical analysis, integration by parts or partial integration is a process that finds the integral of a product of functions in terms of the integral of the product of their derivative and antiderivati ...
, and Taylor's theorem. Evaluating a mixture of integrals and derivatives can be done by using theorem differentiation under the integral sign.


Implicit functions

A real-valued implicit function of a real variable is not written in the form "''y'' = ''f''(''x'')". Instead, the mapping is from the space \mathbb2 to the zero element in \mathbb (just the ordinary zero 0): :\phi: \R^2 \to \ and :\phi(x,y) = 0 is an equation in the variables. Implicit functions are a more general way to represent functions, since if: :y=f(x) then we can always define: : \phi(x, y) = y - f(x) = 0 but the converse is not always possible, i.e. not all implicit functions have the form of this equation.


One-dimensional space curves in \mathbb''n''


Formulation

Given the functions , , ..., all of a common variable ''t'', so that: :\begin r_1 : \mathbb \rightarrow \mathbb & \quad r_2 : \mathbb \rightarrow \mathbb & \cdots & \quad r_n : \mathbb \rightarrow \mathbb \\ r_1 = r_1(t) & \quad r_2 = r_2(t) & \cdots & \quad r_n = r_n(t) \\ \end or taken together: :\mathbf : \mathbb \rightarrow \mathbb^n \,,\quad \mathbf = \mathbf(t) then the parametrized ''n''-tuple, :\mathbf(t) = _1(t), r_2(t), \ldots , r_n(t) describes a one-dimensional space curve.


Tangent line to curve

At a point for some constant ''t'' = ''c'', the equations of the one-dimensional tangent line to the curve at that point are given in terms of the
ordinary derivative In mathematics, the derivative is a fundamental tool that quantifies the sensitivity to change of a Function (mathematics), function's output with respect to its input. The derivative of a function of a single variable at a chosen input valu ...
s of ''r''1(''t''), ''r''2(''t''), ..., ''r''''n''(''t''), and ''r'' with respect to ''t'': :\frac = \frac = \cdots = \frac


Normal plane to curve

The equation of the ''n''-dimensional
hyperplane In geometry, a hyperplane is a generalization of a two-dimensional plane in three-dimensional space to mathematical spaces of arbitrary dimension. Like a plane in space, a hyperplane is a flat hypersurface, a subspace whose dimension is ...
normal to the tangent line at r = a is: :(p_1 - a_1)\frac + (p_2 - a_2)\frac + \cdots + (p_n - a_n)\frac = 0 or in terms of the
dot product In mathematics, the dot product or scalar productThe term ''scalar product'' means literally "product with a Scalar (mathematics), scalar as a result". It is also used for other symmetric bilinear forms, for example in a pseudo-Euclidean space. N ...
: :(\mathbf - \mathbf)\cdot \frac = 0 where are points ''in the plane'', not on the space curve.


Relation to kinematics

The physical and geometric interpretation of ''d''r(''t'')/''dt'' is the "
velocity Velocity is a measurement of speed in a certain direction of motion. It is a fundamental concept in kinematics, the branch of classical mechanics that describes the motion of physical objects. Velocity is a vector (geometry), vector Physical q ...
" of a point-like
particle In the physical sciences, a particle (or corpuscle in older texts) is a small localized object which can be described by several physical or chemical properties, such as volume, density, or mass. They vary greatly in size or quantity, from s ...
moving along the path r(''t''), treating r as the spatial position vector coordinates parametrized by time ''t'', and is a vector tangent to the space curve for all ''t'' in the instantaneous direction of motion. At ''t'' = ''c'', the space curve has a tangent vector , and the hyperplane normal to the space curve at ''t'' = ''c'' is also normal to the tangent at ''t'' = ''c''. Any vector in this plane (p − a) must be normal to . Similarly, ''d''2r(''t'')/''dt''2 is the "
acceleration In mechanics, acceleration is the Rate (mathematics), rate of change of the velocity of an object with respect to time. Acceleration is one of several components of kinematics, the study of motion. Accelerations are Euclidean vector, vector ...
" of the particle, and is a vector normal to the curve directed along the radius of curvature.


Matrix valued functions

A matrix can also be a function of a single variable. For example, the
rotation matrix In linear algebra, a rotation matrix is a transformation matrix that is used to perform a rotation (mathematics), rotation in Euclidean space. For example, using the convention below, the matrix :R = \begin \cos \theta & -\sin \theta \\ \sin \t ...
in 2d: : R(\theta) = \begin \cos \theta & -\sin \theta \\ \sin \theta & \cos \theta \\ \end is a matrix valued function of rotation angle of about the origin. Similarly, in
special relativity In physics, the special theory of relativity, or special relativity for short, is a scientific theory of the relationship between Spacetime, space and time. In Albert Einstein's 1905 paper, Annus Mirabilis papers#Special relativity, "On the Ele ...
, the Lorentz transformation matrix for a pure boost (without rotations): : \Lambda(\beta) = \begin \frac & -\frac & 0 & 0 \\ -\frac & \frac & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 1 \\ \end is a function of the boost parameter ''β'' = ''v''/''c'', in which ''v'' is the relative velocity between the frames of reference (a continuous variable), and ''c'' is the
speed of light The speed of light in vacuum, commonly denoted , is a universal physical constant exactly equal to ). It is exact because, by international agreement, a metre is defined as the length of the path travelled by light in vacuum during a time i ...
, a constant.


Banach and Hilbert spaces and quantum mechanics

Generalizing the previous section, the output of a function of a real variable can also lie in a
Banach space In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
or a
Hilbert space In mathematics, a Hilbert space is a real number, real or complex number, complex inner product space that is also a complete metric space with respect to the metric induced by the inner product. It generalizes the notion of Euclidean space. The ...
. In these spaces, division and multiplication and limits are all defined, so notions such as derivative and integral still apply. This occurs especially often in quantum mechanics, where one takes the derivative of a ket or an operator. This occurs, for instance, in the general time-dependent
Schrödinger equation The Schrödinger equation is a partial differential equation that governs the wave function of a non-relativistic quantum-mechanical system. Its discovery was a significant landmark in the development of quantum mechanics. It is named after E ...
: :i \hbar \frac\Psi = \hat H \Psi where one takes the derivative of a wave function, which can be an element of several different Hilbert spaces.


Complex-valued function of a real variable

A complex-valued function of a real variable may be defined by relaxing, in the definition of the real-valued functions, the restriction of the codomain to the real numbers, and allowing
complex Complex commonly refers to: * Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe ** Complex system, a system composed of many components which may interact with each ...
values. If is such a complex valued function, it may be decomposed as : = + , where and are real-valued functions. In other words, the study of the complex valued functions reduces easily to the study of the pairs of real valued functions.


Cardinality of sets of functions of a real variable

The
cardinality The thumb is the first digit of the hand, next to the index finger. When a person is standing in the medical anatomical position (where the palm is facing to the front), the thumb is the outermost digit. The Medical Latin English noun for thum ...
of the set of real-valued functions of a real variable, \mathbb^\mathbb=\, is \beth_2=2^\mathfrak, which is strictly larger than the cardinality of the continuum (i.e., set of all real numbers). This fact is easily verified by cardinal arithmetic: \mathrm(\R^\R)=\mathrm(\R)^= \mathfrak^\mathfrak=(2^)^\mathfrak=2^=2^\mathfrak. Furthermore, if X is a set such that 2\leq\mathrm(X)\leq\mathfrak, then the cardinality of the set X^\mathbb=\ is also 2^\mathfrak, since 2^\mathfrak=\mathrm(2^\R)\leq\mathrm(X^\R)\leq\mathrm(\R^ \R)=2^\mathfrak. However, the set of
continuous function In mathematics, a continuous function is a function such that a small variation of the argument induces a small variation of the value of the function. This implies there are no abrupt changes in value, known as '' discontinuities''. More preci ...
s C^0(\mathbb)=\ has a strictly smaller cardinality, the cardinality of the continuum, \mathfrak. This follows from the fact that a continuous function is completely determined by its value on a dense subset of its domain. Thus, the cardinality of the set of continuous real-valued functions on the reals is no greater than the cardinality of the set of real-valued functions of a rational variable. By cardinal arithmetic: \mathrm(C^0(\R))\leq\mathrm(\R^\Q)=(2^)^=2^= 2^=\mathfrak. On the other hand, since there is a clear
bijection In mathematics, a bijection, bijective function, or one-to-one correspondence is a function between two sets such that each element of the second set (the codomain) is the image of exactly one element of the first set (the domain). Equival ...
between \R and the set of constant functions \, which forms a subset of C^0(\R), \mathrm(C^0(\R)) \geq \mathfrak must also hold. Hence, \mathrm(C^0(\R)) = \mathfrak.


See also

*
Real analysis In mathematics, the branch of real analysis studies the behavior of real numbers, sequences and series of real numbers, and real functions. Some particular properties of real-valued sequences and functions that real analysis studies include co ...
* Function of several real variables *
Complex analysis Complex analysis, traditionally known as the theory of functions of a complex variable, is the branch of mathematical analysis that investigates functions of complex numbers. It is helpful in many branches of mathematics, including algebraic ...
* Function of several complex variables


References

* * *


External links


''Multivariable Calculus''L. A. Talman (2007) ''Differentiability for Multivariable Functions''
{{Authority control Mathematical analysis Real numbers Multivariable calculus