Q-derivative
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In
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, in the area of
combinatorics Combinatorics is an area of mathematics primarily concerned with counting, both as a means and an end in obtaining results, and certain properties of finite structures. It is closely related to many other areas of mathematics and has many appl ...
and
quantum calculus Quantum calculus, sometimes called calculus without limits, is equivalent to traditional infinitesimal calculus without the notion of limits. It defines "q-calculus" and "h-calculus", where h ostensibly stands for Planck's constant while ''q'' stan ...
, the ''q''-derivative, or Jackson derivative, is a ''q''-analog of the
ordinary derivative In mathematics, the derivative of a function of a real variable measures the sensitivity to change of the function value (output value) with respect to a change in its argument (input value). Derivatives are a fundamental tool of calculus. F ...
, introduced by
Frank Hilton Jackson The Reverend Frank Hilton Jackson (16 August 1870, Hull, England – 27 April 1960) was an English clergyman and mathematician who worked on basic hypergeometric series. He introduced several ''q''-analogs such as the Jackson–Bessel functions ...
. It is the inverse of Jackson's ''q''-integration. For other forms of q-derivative, see .


Definition

The ''q''-derivative of a function ''f''(''x'') is defined as :\left(\frac\right)_q f(x)=\frac. It is also often written as D_qf(x). The ''q''-derivative is also known as the Jackson derivative. Formally, in terms of Lagrange's
shift operator In mathematics, and in particular functional analysis, the shift operator also known as translation operator is an operator that takes a function to its translation . In time series analysis, the shift operator is called the lag operator. Shift o ...
in logarithmic variables, it amounts to the operator :D_q= \frac ~ \frac ~, which goes to the plain derivative \to \frac as q \to 1. It is manifestly linear, :\displaystyle D_q (f(x)+g(x)) = D_q f(x) + D_q g(x)~. It has a product rule analogous to the ordinary derivative product rule, with two equivalent forms :\displaystyle D_q (f(x)g(x)) = g(x)D_q f(x) + f(qx)D_q g(x) = g(qx)D_q f(x) + f(x)D_q g(x). Similarly, it satisfies a quotient rule, :\displaystyle D_q (f(x)/g(x)) = \frac,\quad g(x)g(qx)\neq 0. There is also a rule similar to the chain rule for ordinary derivatives. Let g(x) = c x^k. Then :\displaystyle D_q f(g(x)) = D_(f)(g(x))D_q(g)(x). The
eigenfunction In mathematics, an eigenfunction of a linear operator ''D'' defined on some function space is any non-zero function f in that space that, when acted upon by ''D'', is only multiplied by some scaling factor called an eigenvalue. As an equation, th ...
of the ''q''-derivative is the ''q''-exponential ''eq''(''x'').


Relationship to ordinary derivatives

''Q''-differentiation resembles ordinary differentiation, with curious differences. For example, the ''q''-derivative of the
monomial In mathematics, a monomial is, roughly speaking, a polynomial which has only one term. Two definitions of a monomial may be encountered: # A monomial, also called power product, is a product of powers of variables with nonnegative integer exponent ...
is: :\left(\frac\right)_q z^n = \frac z^ = q z^ where q is the ''q''-bracket of ''n''. Note that \lim_ q = n so the ordinary derivative is regained in this limit. The ''n''-th ''q''-derivative of a function may be given as: :(D^n_q f)(0)= \frac \frac= \frac _q provided that the ordinary ''n''-th derivative of ''f'' exists at ''x'' = 0. Here, (q;q)_n is the ''q''-Pochhammer symbol, and _q is the ''q''-factorial. If f(x) is analytic we can apply the
Taylor formula In mathematics, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor seri ...
to the definition of D_q(f(x)) to get :\displaystyle D_q(f(x)) = \sum_^\frac x^k f^(x). A ''q''-analog of the Taylor expansion of a function about zero follows: :f(z)=\sum_^\infty f^(0)\,\frac = \sum_^\infty (D^n_q f)(0)\,\frac.


Higher order ''q''-derivatives

Th following representation for higher order q-derivatives is known: :D_q^nf(x)=\frac\sum_^n(-1)^k\binom_q q^f(q^kx). \binom_q is the q-binomial coefficient. By changing the order of summation as r=n-k, we obtain the next formula: :D_q^nf(x)=\frac\sum_^n(-1)^r\binom_q q^f(q^x). Higher order q-derivatives are used to q-Taylor formula and the q-
Rodrigues' formula In mathematics, Rodrigues' formula (formerly called the Ivory–Jacobi formula) is a formula for the Legendre polynomials independently introduced by , and . The name "Rodrigues formula" was introduced by Heine in 1878, after Hermite pointed out ...
(the formula used to construct q-
orthogonal polynomials In mathematics, an orthogonal polynomial sequence is a family of polynomials such that any two different polynomials in the sequence are orthogonality, orthogonal to each other under some inner product. The most widely used orthogonal polynomial ...
).


Generalizations


Post Quantum Calculus

Post quantum calculus is a generalization of the theory of
quantum calculus Quantum calculus, sometimes called calculus without limits, is equivalent to traditional infinitesimal calculus without the notion of limits. It defines "q-calculus" and "h-calculus", where h ostensibly stands for Planck's constant while ''q'' stan ...
, and it uses the following operator: :D_f(x):=\frac,\quad x\neq 0.


Hahn difference

Wolfgang Hahn Wolfgang Hahn (April 30, 1911 – January 10, 1998) was a German mathematician who worked on special functions, in particular orthogonal polynomials. He introduced Hahn polynomials, Hahn difference, Hahn q-addition (or Jackson-Hahn-Cigler q-add ...
introduced the following operator (Hahn difference): :D_f(x):=\frac,\quad 00. When \omega\to0 this operator reduces to q-derivative, and when q\to1 it reduces to forward difference. This is a successful tool for constructing families of
orthogonal polynomials In mathematics, an orthogonal polynomial sequence is a family of polynomials such that any two different polynomials in the sequence are orthogonality, orthogonal to each other under some inner product. The most widely used orthogonal polynomial ...
and investigating some approximation problems.


''β''-derivative

\beta-derivative is an operator defined as follows:Auch, T. (2013): ''Development and Application of Difference and Fractional Calculus on Discrete Time Scales''. PhD thesis, University of Nebraska-Lincoln. :D_\beta f(t):=\frac,\quad\beta\neq t,\quad\beta:I\to I. In the definition, I is a given interval, and \beta(t) is any continuous function that strictly monotonically increases (i.e. t>s\rightarrow\beta(t)>\beta(s)). When \beta(t)=qt then this operator is q-derivative, and when \beta(t)=qt+\omega this operator is Hahn difference.


Applications

The q-calculus has been used in machine learning for designing stochastic activation functions.


See also

*
Derivative (generalizations) In mathematics, the derivative is a fundamental construction of differential calculus and admits many possible generalizations within the fields of mathematical analysis, combinatorics, algebra, geometry, etc. Fréchet derivative The Fréchet ...
*
Jackson integral In q-analog theory, the Jackson integral series in the theory of special functions that expresses the operation inverse to q-differentiation. The Jackson integral was introduced by Frank Hilton Jackson. For methods of numerical evaluation, see an ...
*
Q-exponential In combinatorial mathematics, a ''q''-exponential is a ''q''-analog of the exponential function, namely the eigenfunction of a ''q''-derivative. There are many ''q''-derivatives, for example, the classical ''q''-derivative, the Askey-Wilson ...
*
Q-difference polynomial In combinatorial mathematics, the ''q''-difference polynomials or ''q''-harmonic polynomials are a polynomial sequence defined in terms of the ''q''-derivative. They are a generalized type of Brenke polynomial, and generalize the Appell polynomi ...
s *
Quantum calculus Quantum calculus, sometimes called calculus without limits, is equivalent to traditional infinitesimal calculus without the notion of limits. It defines "q-calculus" and "h-calculus", where h ostensibly stands for Planck's constant while ''q'' stan ...
*
Tsallis entropy In physics, the Tsallis entropy is a generalization of the standard Boltzmann–Gibbs entropy. Overview The concept was introduced in 1988 by Constantino Tsallis as a basis for generalizing the standard statistical mechanics and is identical in f ...


Citations


Bibliography

* * * * * * * * * * * * * * {{refend Differential calculus Generalizations of the derivative Linear operators in calculus Q-analogs