Exponential function – Wikipedia
Mathematical function, denoted exp(x) or e^x

The exponential function is a mathematical function denoted by
or
x is written as an exponent). Unless otherwise specified, the term generally refers to the positive-valued function of a real variable, although it can be extended to the complex numbers or generalized to other mathematical objects like matrices or Lie algebras. The exponential function originated from the notion of exponentiation (repeated multiplication), but modern definitions (there are several equivalent characterizations) allow it to be rigorously extended to all real arguments, including irrational numbers. Its ubiquitous occurrence in pure and applied mathematics led mathematician Walter Rudin to opine that the exponential function is “the most important function in mathematics”.[1]
(where the argumentThe exponential function satisfies the exponentiation identity
which, along with the definition
, shows that
n, and relates the exponential function to the elementary notion of exponentiation. The base of the exponential function, its value at 1,
for positive integers, is a ubiquitous mathematical constant called Euler’s number.
While other continuous nonzero functions
0 is 1; that is,
that satisfy the exponentiation identity are also known as exponential functions, the exponential function exp is the unique real-valued function of a real variable whose derivative is itself and whose value atx, and
for all realThus, exp is sometimes called the natural exponential function to distinguish it from these other exponential functions, which are the functions of the form
b is a positive real number. The relation
where the baseb and real or complex x establishes a strong relationship between these functions, which explains this ambiguous terminology.
for positiveThe real exponential function can also be defined as a power series. This power series definition is readily extended to complex arguments to allow the complex exponential function
to be defined. The complex exponential function takes on all complex values except for 0 and is closely related to the complex trigonometric functions, as shown by Euler’s formula.
Motivated by more abstract properties and characterizations of the exponential function, the exponential can be generalized to and defined for entirely different kinds of mathematical objects (for example, a square matrix or a Lie algebra).
In applied settings, exponential functions model a relationship in which a constant change in the independent variable gives the same proportional change (that is, percentage increase or decrease) in the dependent variable. This occurs widely in the natural and social sciences, as in a self-reproducing population, a fund accruing compound interest, or a growing body of manufacturing expertise. Thus, the exponential function also appears in a variety of contexts within physics, computer science, chemistry, engineering, mathematical biology, and economics.
The real exponential function is a bijection from
to
.[2] Its inverse function is the natural logarithm, denoted
[nb 1]
[nb 2] or
because of this, some old texts[3] refer to the exponential function as the antilogarithm.
The graph of
x increases.[4] The graph always lies above the x-axis, but becomes arbitrarily close to it for large negative x; thus, the x-axis is a horizontal asymptote. The equation
is upward-sloping, and increases faster asy-coordinate at that point.
means that the slope of the tangent to the graph at each point is equal to itsRelation to more general exponential functions[edit]
The exponential function
b,
is sometimes called the natural exponential function for distinguishing it from the other exponential functions. The study of any exponential function can easily be reduced to that of the natural exponential function, since per definition, for positiveAs functions of a real variable, exponential functions are uniquely characterized by the fact that the derivative of such a function is directly proportional to the value of the function. The constant of proportionality of this relationship is the natural logarithm of the base b:
For b > 1, the function
b = e and b = 2), because
is increasing (as depicted forb = 1/2); and for b = 1 the function is constant.
b < 1, the function is decreasing (as depicted forEuler’s number e = 2.71828… is the unique base for which the constant of proportionality is 1, since
, so that the function is its own derivative:
This function, also denoted as exp x, is called the “natural exponential function”,[5][6] or simply “the exponential function”. Since any exponential function can be written in terms of the natural exponential as
, it is computationally and conceptually convenient to reduce the study of exponential functions to this particular one. The natural exponential is hence denoted by
or
The former notation is commonly used for simpler exponents, while the latter is preferred when the exponent is a complicated expression.
For real numbers c and d, a function of the form
is also an exponential function, since it can be rewritten as
Formal definition[edit]

The real exponential function
can be characterized in a variety of equivalent ways. It is commonly defined by the following power series:[1][7]
Since the radius of convergence of this power series is infinite, this definition is, in fact, applicable to all complex numbers
(see § Complex plane for the extension of
e can then be defined as
to the complex plane). The constant
The term-by-term differentiation of this power series reveals that
x, leading to another common characterization of
for all realas the unique solution of the differential equation
satisfying the initial condition
Based on this characterization, the chain rule shows that its inverse function, the natural logarithm, satisfies
for
This relationship leads to a less common definition of the real exponential function
as the solution
to the equation
By way of the binomial theorem and the power series definition, the exponential function can also be defined as the following limit:[8][7]
It can be shown that every continuous, nonzero solution of the functional equation
is an exponential function,
with
Overview[edit]

The exponential function arises whenever a quantity grows or decays at a rate proportional to its current value. One such situation is continuously compounded interest, and in fact it was this observation that led Jacob Bernoulli in 1683[9] to the number
now known as e. Later, in 1697, Johann Bernoulli studied the calculus of the exponential function.[9]
If a principal amount of 1 earns interest at an annual rate of x compounded monthly, then the interest earned each month is x/12 times the current value, so each month the total value is multiplied by (1 + x/12), and the value at the end of the year is (1 + x/12)12. If instead interest is compounded daily, this becomes (1 + x/365)365. Letting the number of time intervals per year grow without bound leads to the limit definition of the exponential function,
first given by Leonhard Euler.[8]
This is one of a number of characterizations of the exponential function; others involve series or differential equations.
From any of these definitions it can be shown that the exponential function obeys the basic exponentiation identity,
which justifies the notation ex for exp x.
The derivative (rate of change) of the exponential function is the exponential function itself. More generally, a function with a rate of change proportional to the function itself (rather than equal to it) is expressible in terms of the exponential function. This function property leads to exponential growth or exponential decay.
The exponential function extends to an entire function on the complex plane. Euler’s formula relates its values at purely imaginary arguments to trigonometric functions. The exponential function also has analogues for which the argument is a matrix, or even an element of a Banach algebra or a Lie algebra.
Derivatives and differential equations[edit]

The importance of the exponential function in mathematics and the sciences stems mainly from its property as the unique function which is equal to its derivative and is equal to 1 when x = 0. That is,
Functions of the form cex for constant c are the only functions that are equal to their derivative (by the Picard–Lindelöf theorem). Other ways of saying the same thing include:
- The slope of the graph at any point is the height of the function at that point.
- The rate of increase of the function at x is equal to the value of the function at x.
- The function solves the differential equation y′ = y.
- exp is a fixed point of derivative as a functional.
If a variable’s growth or decay rate is proportional to its size—as is the case in unlimited population growth (see Malthusian catastrophe), continuously compounded interest, or radioactive decay—then the variable can be written as a constant times an exponential function of time. Explicitly for any real constant k, a function f: R → R satisfies f′ = kf if and only if f(x) = cekx for some constant c. The constant k is called the decay constant, disintegration constant,[10]rate constant,[11] or transformation constant.[12]
Furthermore, for any differentiable function f, we find, by the chain rule:
Continued fractions for ex[edit]
A continued fraction for ex can be obtained via an identity of Euler:
The following generalized continued fraction for ez converges more quickly:[13]
or, by applying the substitution z = x/y:
with a special case for z = 2:
This formula also converges, though more slowly, for z > 2. For example:
Complex plane[edit]

As in the real case, the exponential function can be defined on the complex plane in several equivalent forms. The most common definition of the complex exponential function parallels the power series definition for real arguments, where the real variable is replaced by a complex one:
Alternatively, the complex exponential function may defined by modelling the limit definition for real arguments, but with the real variable replaced by a complex one:
For the power series definition, term-wise multiplication of two copies of this power series in the Cauchy sense, permitted by Mertens’ theorem, shows that the defining multiplicative property of exponential functions continues to hold for all complex arguments:
The definition of the complex exponential function in turn leads to the appropriate definitions extending the trigonometric functions to complex arguments.
In particular, when z = it (t real), the series definition yields the expansion
In this expansion, the rearrangement of the terms into real and imaginary parts is justified by the absolute convergence of the series. The real and imaginary parts of the above expression in fact correspond to the series expansions of cos t and sin t, respectively.
This correspondence provides motivation for defining cosine and sine for all complex arguments in terms of
and the equivalent power series:[14]
The functions exp, cos, and sin so defined have infinite radii of convergence by the ratio test and are therefore entire functions (that is, holomorphic on
). The range of the exponential function is
, while the ranges of the complex sine and cosine functions are both
in its entirety, in accord with Picard’s theorem, which asserts that the range of a nonconstant entire function is either all of
, or
excluding one lacunary value.
These definitions for the exponential and trigonometric functions lead trivially to Euler’s formula:
We could alternatively define the complex exponential function based on this relationship. If z = x + iy, where x and y are both real, then we could define its exponential as
where exp, cos, and sin on the right-hand side of the definition sign are to be interpreted as functions of a real variable, previously defined by other means.[15]
For
, the relationship
holds, so that
for real
and
2π) to the unit circle in the complex plane. Moreover, going from
maps the real line (modto
, the curve defined by
traces a segment of the unit circle of length
starting from z = 1 in the complex plane and going counterclockwise. Based on these observations and the fact that the measure of an angle in radians is the arc length on the unit circle subtended by the angle, it is easy to see that, restricted to real arguments, the sine and cosine functions as defined above coincide with the sine and cosine functions as introduced in elementary mathematics via geometric notions.
The complex exponential function is periodic with period 2πi and
holds for all
.
When its domain is extended from the real line to the complex plane, the exponential function retains the following properties:
Extending the natural logarithm to complex arguments yields the complex logarithm log z, which is a multivalued function.
We can then define a more general exponentiation:
for all complex numbers z and w. This is also a multivalued function, even when z is real. This distinction is problematic, as the multivalued functions log z and zw are easily confused with their single-valued equivalents when substituting a real number for z. The rule about multiplying exponents for the case of positive real numbers must be modified in a multivalued context:
(ez)w
≠ ezw, but rather (ez)w
= e(z + 2niπ)w multivalued over integers n
See failure of power and logarithm identities for more about problems with combining powers.
The exponential function maps any line in the complex plane to a logarithmic spiral in the complex plane with the center at the origin. Two special cases exist: when the original line is parallel to the real axis, the resulting spiral never closes in on itself; when the original line is parallel to the imaginary axis, the resulting spiral is a circle of some radius.
- 3D-Plots of Real Part, Imaginary Part, and Modulus of the exponential function
-
-
-
Considering the complex exponential function as a function involving four real variables:
the graph of the exponential function is a two-dimensional surface curving through four dimensions.
Starting with a color-coded portion of the
domain, the following are depictions of the graph as variously projected into two or three dimensions.
The second image shows how the domain complex plane is mapped into the range complex plane:
- zero is mapped to 1
- the real axis is mapped to the positive real axis
- the imaginary axis is wrapped around the unit circle at a constant angular rate
- values with negative real parts are mapped inside the unit circle
- values with positive real parts are mapped outside of the unit circle
- values with a constant real part are mapped to circles centered at zero
- values with a constant imaginary part are mapped to rays extending from zero
The third and fourth images show how the graph in the second image extends into one of the other two dimensions not shown in the second image.
The third image shows the graph extended along the real
axis. It shows the graph is a surface of revolution about the
axis of the graph of the real exponential function, producing a horn or funnel shape.
The fourth image shows the graph extended along the imaginary
axis. It shows that the graph’s surface for positive and negative
values doesn’t really meet along the negative real
axis, but instead forms a spiral surface about the
axis. Because its
±2π, this image also better depicts the 2π periodicity in the imaginary
values have been extended tovalue.
Computation of ab where both a and b are complex[edit]
Complex exponentiation ab can be defined by converting a to polar coordinates and using the identity (eln a)b
= ab:
However, when b is not an integer, this function is multivalued, because θ is not unique (see failure of power and logarithm identities).
Matrices and Banach algebras[edit]
The power series definition of the exponential function makes sense for square matrices (for which the function is called the matrix exponential) and more generally in any unital Banach algebra B. In this setting, e0 = 1, and ex is invertible with inverse e−x for any x in B. If xy = yx, then ex + y = exey, but this identity can fail for noncommuting x and y.
Some alternative definitions lead to the same function. For instance, ex can be defined as
Or ex can be defined as fx(1), where fx : R → B is the solution to the differential equation dfx/dt(t) = x fx(t), with initial condition fx(0) = 1; it follows that fx(t) = etx for every t in R.
Lie algebras[edit]
Given a Lie group G and its associated Lie algebra
, the exponential map is a map
↦ G satisfying similar properties. In fact, since R is the Lie algebra of the Lie group of all positive real numbers under multiplication, the ordinary exponential function for real arguments is a special case of the Lie algebra situation. Similarly, since the Lie group GL(n,R) of invertible n × n matrices has as Lie algebra M(n,R), the space of all n × n matrices, the exponential function for square matrices is a special case of the Lie algebra exponential map.
The identity exp(x + y) = exp x exp y can fail for Lie algebra elements x and y that do not commute; the Baker–Campbell–Hausdorff formula supplies the necessary correction terms.
Transcendency[edit]
The function ez is not in C(z) (that is, is not the quotient of two polynomials with complex coefficients).
For n distinct complex numbers {a1, …, an}, the set {ea1z, …, eanz} is linearly independent over C(z).
The function ez is transcendental over C(z).
Computation[edit]
When computing (an approximation of) the exponential function near the argument 0, the result will be close to 1, and computing the value of the difference
with floating-point arithmetic may lead to the loss of (possibly all) significant figures, producing a large calculation error, possibly even a meaningless result.
Following a proposal by William Kahan, it may thus be useful to have a dedicated routine, often called expm1
, for computing ex − 1 directly, bypassing computation of ex. For example, if the exponential is computed by using its Taylor series
one may use the Taylor series of
:
This was first implemented in 1979 in the Hewlett-Packard HP-41C calculator, and provided by several calculators,[16][17]operating systems (for example Berkeley UNIX 4.3BSD[18]), computer algebra systems, and programming languages (for example C99).[19]
In addition to base e, the IEEE 754-2008 standard defines similar exponential functions near 0 for base 2 and 10:
and
.
A similar approach has been used for the logarithm (see lnp1).[nb 3]
An identity in terms of the hyperbolic tangent,
gives a high-precision value for small values of x on systems that do not implement expm1(x).
See also[edit]
- ^ The notation ln x is the ISO standard and is prevalent in the natural sciences and secondary education (US). However, some mathematicians (for example, Paul Halmos) have criticized this notation and prefer to use log x for the natural logarithm of x.
- ^ In pure mathematics, the notation log x generally refers to the natural logarithm of x or a logarithm in general if the base is immaterial.
- ^ A similar approach to reduce round-off errors of calculations for certain input values of trigonometric functions consists of using the less common trigonometric functions versine, vercosine, coversine, covercosine, haversine, havercosine, hacoversine, hacovercosine, exsecant and excosecant.
References[edit]
- ^ a b Rudin, Walter (1987). Real and complex analysis (3rd ed.). New York: McGraw-Hill. p. 1. ISBN 978-0-07-054234-1.
- ^ Meier, John; Smith, Derek (2017-08-07). Exploring Mathematics. Cambridge University Press. p. 167. ISBN 978-1-107-12898-9.
- ^ Converse, Henry Augustus; Durell, Fletcher (1911). Plane and Spherical Trigonometry. Durell’s mathematical series. C. E. Merrill Company. p. 12.
Inverse Use of a Table of Logarithms; that is, given a logarithm, to find the number corresponding to it, (called its antilogarithm) …
[1] - ^ “Exponential Function Reference”. www.mathsisfun.com. Retrieved 2020-08-28.
- ^ Goldstein, Larry Joel; Lay, David C.; Schneider, David I.; Asmar, Nakhle H. (2006). Brief calculus and its applications (11th ed.). Prentice–Hall. ISBN 978-0-13-191965-5. (467 pages)
- ^ Courant; Robbins (1996). Stewart (ed.). What is Mathematics? An Elementary Approach to Ideas and Methods (2nd revised ed.). Oxford University Press. p. 448. ISBN 978-0-13-191965-5.
This natural exponential function is identical with its derivative. This is really the source of all the properties of the exponential function, and the basic reason for its importance in applications…
- ^ a b Weisstein, Eric W. “Exponential Function”. mathworld.wolfram.com. Retrieved 2020-08-28.
- ^ a b Maor, Eli. e: the Story of a Number. p. 156.
- ^ a b O’Connor, John J.; Robertson, Edmund F. (September 2001). “The number e”. School of Mathematics and Statistics. University of St Andrews, Scotland. Retrieved 2011-06-13.
- ^ Serway (1989, p. 384)
- ^ Simmons (1972, p. 15)
- ^ McGraw-Hill (2007)
- ^ Lorentzen, L.; Waadeland, H. (2008). “A.2.2 The exponential function.”. Continued Fractions. Atlantis Studies in Mathematics. Vol. 1. p. 268. doi:10.2991/978-94-91216-37-4. ISBN 978-94-91216-37-4.
- ^ Rudin, Walter (1976). Principles of Mathematical Analysis. New York: McGraw-Hill. p. 182. ISBN 978-0-07-054235-8.
- ^ Apostol, Tom M. (1974). Mathematical Analysis (2nd ed.). Reading, Mass.: Addison Wesley. pp. 19. ISBN 978-0-201-00288-1.
- ^ HP 48G Series – Advanced User’s Reference Manual (AUR) (4 ed.). Hewlett-Packard. December 1994 [1993]. HP 00048-90136, 0-88698-01574-2. Retrieved 2015-09-06.
- ^ HP 50g / 49g+ / 48gII graphing calculator advanced user’s reference manual (AUR) (2 ed.). Hewlett-Packard. 2009-07-14 [2005]. HP F2228-90010. Retrieved 2015-10-10. [2]
- ^ Beebe, Nelson H. F. (2017-08-22). “Chapter 10.2. Exponential near zero”. The Mathematical-Function Computation Handbook – Programming Using the MathCW Portable Software Library (1 ed.). Salt Lake City, UT, USA: Springer International Publishing AG. pp. 273–282. doi:10.1007/978-3-319-64110-2. ISBN 978-3-319-64109-6. LCCN 2017947446. S2CID 30244721.
Berkeley UNIX 4.3BSD introduced the expm1() function in 1987.
- ^ Beebe, Nelson H. F. (2002-07-09). “Computation of expm1 = exp(x)−1” (PDF). 1.00. Salt Lake City, Utah, USA: Department of Mathematics, Center for Scientific Computing, University of Utah. Retrieved 2015-11-02.
- McGraw-Hill Encyclopedia of Science & Technology (10th ed.). New York: McGraw-Hill. 2007. ISBN 978-0-07-144143-8.
- Serway, Raymond A.; Moses, Clement J.; Moyer, Curt A. (1989), Modern Physics, Fort Worth: Harcourt Brace Jovanovich, ISBN 0-03-004844-3
- Simmons, George F. (1972), Differential Equations with Applications and Historical Notes, New York: McGraw-Hill, LCCN 75173716
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