In mathematics, in the area of combinatorics and quantum calculus, the q-derivative, or Jackson derivative, is a q-analog of the ordinary derivative, introduced by Frank Hilton Jackson. It is the inverse of Jackson's q-integration. For other forms of q-derivative, see Chung et al. (1994).
Definition
The q-derivative of a function f(x) is defined as[1][2][3]
\left(\frac{d}{dx}\right)_q f(x)=\frac{f(qx)-f(x)}{qx-x}.
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 logarithmic variables, it amounts to the operator
D_q= \frac{1}{x} ~ \frac{q^{d~~~ \over d (\ln x)} -1}{q-1} ~,
which goes to the plain derivative, D_q \to \frac{d}{dx} 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{g(x)D_q f(x) - f(x)D_q g(x)}{g(qx)g(x)},\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_{q^k}(f)(g(x))D_q(g)(x).
The eigenfunction 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 is:[2]
\left(\frac{d}{dz}\right)_q z^n = \frac{1-q^n}{1-q} z^{n-1} = [n]_q z^{n-1}
where [n]_q is the q-bracket of n. Note that \lim_{q\to 1}[n]_q = n so the ordinary derivative is regained in this limit.
The n-th q-derivative of a function may be given as:[3]
(D^n_q f)(0)= \frac{f^{(n)}(0)}{n!} \frac{(q;q)_n}{(1-q)^n}= \frac{f^{(n)}(0)}{n!} [n]!_q
provided that the ordinary n-th derivative of f exists at x = 0. Here, (q;q)_n is the q-Pochhammer symbol, and [n]!_q is the q-factorial. If f(x) is analytic we can apply the Taylor formula to the definition of D_q(f(x)) to get
\displaystyle D_q(f(x)) = \sum_{k=0}^{\infty}\frac{(q-1)^k}{(k+1)!} x^k f^{(k+1)}(x).
A q-analog of the Taylor expansion of a function about zero follows:[2]
f(z)=\sum_{n=0}^\infty f^{(n)}(0)\,\frac{z^n}{n!} = \sum_{n=0}^\infty (D^n_q f)(0)\,\frac{z^n}{[n]!_q}.
Higher order q-derivatives
The following representation for higher order q-derivatives is known:[4][5]
D_q^nf(x)=\frac{1}{(1-q)^nx^n}\sum_{k=0}^n(-1)^k\binom{n}{k}_q q^{\binom{k}{2}-(n-1)k}f(q^kx).
\binom{n}{k}_q is the q-binomial coefficient. By changing the order of summation as r=n-k, we obtain the next formula:[4][6]
D_q^nf(x)=\frac{(-1)^n q^{-\binom{n}{2}}}{(1-q)^nx^n}\sum_{r=0}^n(-1)^r\binom{n}{r}_q q^{\binom{r}{2}}f(q^{n-r}x).
Higher order q-derivatives are used to q-Taylor formula and the q-Rodrigues' formula (the formula used to construct q-orthogonal polynomials[4]).
Generalizations
Post Quantum Calculus
Post quantum calculus is a generalization of the theory of quantum calculus, and it uses the following operator:[7][8]
D_{p,q}f(x):=\frac{f(px)-f(qx)}{(p-q)x},\quad x\neq 0.
Hahn difference
Wolfgang Hahn introduced the following operator (Hahn difference):[9][10]
D_{q,\omega}f(x):=\frac{f(qx+\omega)-f(x)}{(q-1)x+\omega},\quad 0<q<1,\quad\omega>0.
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 and investigating some approximation problems.[11][12][13]
β-derivative
\beta-derivative is an operator defined as follows:[14][15]
D_\beta f(t):=\frac{f(\beta(t))-f(t)}{\beta(t)-t},\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.[16]
See also
- Derivative (generalizations)
- Jackson integral
- Q-exponential
- Q-difference polynomials
- Quantum calculus
- Tsallis entropy
Citations
- ^ Jackson 1908, pp. 253–281.
- ^ Kac & Pokman Cheung 2002.
- ^ Ernst 2012.
- ^ Koepf 2014.
- ^ Koepf, Rajković & Marinković 2007, pp. 621–638.
- ^ Annaby & Mansour 2008, pp. 472–483.
- ^ Gupta V., Rassias T.M., Agrawal P.N., Acu A.M. (2018) Basics of Post-Quantum Calculus. In: Recent Advances in Constructive Approximation Theory. SpringerOptimization and Its Applications, vol 138. Springer.
- ^ Duran 2016.
- ^ Hahn, W. (1949). Math. Nachr. 2: 4-34.
- ^ Hahn, W. (1983) Monatshefte Math. 95: 19-24.
- ^ Foupouagnigni 1998.
- ^ Kwon, K.; Lee, D.; Park, S.; Yoo, B.: Kyungpook Math. J. 38, 259-281 (1998).
- ^ Alvarez-Nodarse, R.: J. Comput. Appl. Math. 196, 320-337 (2006).
- ^ Auch, T. (2013): Development and Application of Difference and Fractional Calculus on Discrete Time Scales. PhD thesis, University of Nebraska-Lincoln.
- ^ Hamza et al. 2015, p. 182.
- ^ Nielsen & Sun 2021, pp. 2782–2789.
Bibliography
- Annaby, M. H. & Mansour, Z. S. (2008). "q-Taylor and interpolation-difference operators". Journal of Mathematical Analysis and Applications. 344 (1): 472–483. doi:10.1016/j.jmaa.2008.02.033
- Chung, K. S.; Chung, W. S.; Nam, S. T.; Kang, H. J. (1994). "New q-derivative and q-logarithm". International Journal of Theoretical Physics. 33 (10): 2019–2029. Bibcode:1994IJTP...33.2019C. doi:10.1007/BF00675167. S2CID 117685233
- Duran, U. (2016). Post Quantum Calculus (M.Sc. thesis). Department of Mathematics, University of Gaziantep Graduate School of Natural & Applied Sciences. Retrieved 9 March 2022. – via ResearchGate
- Ernst, T. (2012). A comprehensive treatment of q-calculus. Springer Science & Business Media. ISBN 978-303480430-1.
- Ernst, Thomas (2001). "The History of q-Calculus and a new method". Archived from the original on 28 November 2009. Retrieved 9 March 2022.
- Exton, H. (1983). q-Hypergeometric Functions and Applications. New York: Halstead Press. ISBN 978-047027453-8.
- Foupouagnigni, M. (1998). Laguerre-Hahn orthogonal polynomials with respect to the Hahn operator: fourth-order difference equation for the rth associated and the Laguerre-Freud equations for the recurrence coefficients (Ph.D. thesis). Université Nationale du Bénin.
- Hamza, A.; Sarhan, A.; Shehata, E.; Aldwoah, K. (2015). "A General Quantum Difference Calculus". Advances in Difference Equations. 1. doi:10.1186/s13662-015-0518-3. S2CID 54790288
- Jackson, F. H. (1908). "On q-functions and a certain difference operator". Trans. R. Soc. Edinb.. 46 (2): 253–281. doi:10.1017/S0080456800002751. S2CID 123927312
- Kac, Victor & ((Pokman Cheung)) (2002). Quantum Calculus. Springer-Verlag. ISBN 0-387-95341-8.
- Koekoek, J. & Koekoek, R. (1999). "A note on the q-derivative operator". J. Math. Anal. Appl.. 176 (2): 627–634. arXiv:math/9908140. doi:10.1006/jmaa.1993.1237. S2CID 329394
- Koepf, W.; Rajković, P. M.; Marinković, S. D. (July 2007). "Properties of q-holonomic functions". Journal of Difference Equations and Applications. 13 (7): 621–638. CiteSeerX 10.1.1.298.4595. doi:10.1080/10236190701264925. S2CID 123079843
- Koepf, Wolfram (2014). Hypergeometric Summation. An Algorithmic Approach to Summation and Special Function Identities. Springer. ISBN 978-1-4471-6464-7.
- Nielsen, Frank & Sun, Ke (2021). "q-Neurons: Neuron Activations Based on Stochastic Jackson's Derivative Operators". IEEE Trans. Neural Netw. Learn. Syst.. 32 (6): 2782–2789. arXiv:1806.00149. Bibcode:2021ITNNL..32.2782N. doi:10.1109/TNNLS.2020.3005167. PMID 32886614. S2CID 44143912