Dyadic Derivative
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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 ( ...
, the dyadic derivative is a concept that extends the notion of classical differentiation to functions defined on the dyadic group or the dyadic field. Unlike classical differentiation, which is based on the limit of difference quotients, dyadic differentiation is defined using dyadic (binary) addition and reflects the discontinuous nature of Walsh functions.


Definition


Pointwise dyadic derivative

For a function f defined on ,1), the first ''pointwise dyadic derivative'' of f at a point x is defined as: :f^(x) = \lim_ \sum_^ 2^[f(x) - f(x \oplus 2^)/math> if this limit exists. Here, \oplus denotes the dyadic addition operation, which is defined using the dyadic (binary) representation of numbers. That is, if :x = \sum_^ x_j 2^ and y = \sum_^ y_j 2^ with x_j, y_j \in \, then :x \oplus y = \sum_^ (x_j \oplus y_j) 2^, where :x_j \oplus y_j = (x_j + y_j) \pmod 2. Higher-order dyadic derivatives are defined recursion (mathematics)">recursively: f^(x) = (f^)^(x) for r \in \mathbb N.


Strong dyadic derivative

The ''strong dyadic derivative'' is defined in the context of function spaces. Let X(0, 1) denote one of the function spaces L^p(0, 1) for 1 \le p \le \infty (Lp_space, ''L''''p'' space); L^\infty(0, 1) (L-infinity, ''L''''∞'' space); or C^\oplus
, 1 The comma is a punctuation mark that appears in several variants in different languages. Some typefaces render it as a small line, slightly curved or straight, but inclined from the vertical; others give it the appearance of a miniature fille ...
/math> (the space of dyadically continuous functions). If f \in X(0, 1) and there exists g \in X(0, 1) such that :\lim_ \left\, \sum_^ 2^ (\cdot) - f(\cdot \oplus 2^)- g(\cdot) \right\, _X = 0, then g is called the first strong dyadic derivative of f, denoted by g = D^f.Engels, W. (1985). "On the characterization of the dyadic derivative". ''
Acta Mathematica Hungarica '' Acta Mathematica Hungarica'' is a peer-reviewed mathematics journal of the Hungarian Academy of Sciences, published by Akadémiai Kiadó and Springer Science+Business Media. The journal was established in 1950 and publishes articles on mathemat ...
'', 46(1-2): 47-56.
Higher-order derivatives can be defined recursively similar to pointwise dyadic derivatives.


Properties

Similar to the classic derivative in calculus, the dyadic derivative possesses several properties.


Linearity

The dyadic derivative is a
linear operator In mathematics, and more specifically in linear algebra, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a mapping V \to W between two vector spaces that pr ...
. If functions f and g are dyadically differentiable and \alpha, \beta are constants, then \alpha f + \beta g is dyadically differentiable: :(\alpha f + \beta g)^ = \alpha f^ + \beta g^.Butzer, P. L., and Wagner, H. J. (1973). "Walsh-Fourier series and the concept of a derivative". ''Applicable Analysis'', 3(1): 29-46.


Closure

The dyadic differentiation operator is closed; that is, if f is in the
domain A domain is a geographic area controlled by a single person or organization. Domain may also refer to: Law and human geography * Demesne, in English common law and other Medieval European contexts, lands directly managed by their holder rather ...
of the
operator Operator may refer to: Mathematics * A symbol indicating a mathematical operation * Logical operator or logical connective in mathematical logic * Operator (mathematics), mapping that acts on elements of a space to produce elements of another sp ...
, then its dyadic derivative also belongs to the same function space.Onneweer, C.W. (1979). "On the definition of dyadic differentiation". ''Applicable Analysis'', 9(4): 267-278.


Inverse operator

There exists a dyadic integration operator that serves as an
inverse Inverse or invert may refer to: Science and mathematics * Inverse (logic), a type of conditional sentence which is an immediate inference made from another conditional sentence * Additive inverse, the inverse of a number that, when added to the ...
to the dyadic differentiation operator, analogous to the
fundamental theorem of calculus The fundamental theorem of calculus is a theorem that links the concept of derivative, differentiating a function (mathematics), function (calculating its slopes, or rate of change at every point on its domain) with the concept of integral, inte ...
.


Relationship to the Walsh-Fourier transform

For functions f where D^f \in L_1(G) exists, the Walsh-Fourier transform satisfies: : ^f(\chi) = , \chi, \hat(\chi) for all characters \chi, where , \chi, represents the
norm Norm, the Norm or NORM may refer to: In academic disciplines * Normativity, phenomenon of designating things as good or bad * Norm (geology), an estimate of the idealised mineral content of a rock * Norm (philosophy), a standard in normative e ...
of the character.Onneweer, C. W. (1977). "Fractional differentiation on the group of integers of a p-adic or p-series field". ''Analysis Mathematica'', 3(2): 119-130.


Eigenfunctions

The Walsh functions \psi_k are
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 ...
s of the dyadic differentiation operator with corresponding eigenvalues related to their index: :D^\psi_k = \psi_k^ = k\psi_k and :D^\psi_k = \psi_k^ = k^r \psi_k. This eigenfunction property makes Walsh functions naturally suited for analysis involving dyadic derivatives, similar to how complex exponentials e^ are eigenfunctions of classical differentiation.


Characterization of differentiable functions

Thanks to a generalization of a result of Butzer and Wagner,
Theorem (Skvorcov—Wade). Let f be continuous on constant.
This result implies that it is more interesting to consider functions that are ''not'' continuous over the entire interval. A generalization of the above result shows that:
Theorem. A bounded function defined on [0,1) with a countable set of discontinuity (mathematics), discontinuities (exclusively of jump discontinuities) that have at most a finite number of cluster points is pointwise dyadically differentiable ''except'' on a countable set if and only if it is a
piecewise constant function In mathematics, a function on the real numbers is called a step function if it can be written as a finite linear combination of indicator functions of intervals. Informally speaking, a step function is a piecewise constant function having only ...
.


Examples


History

The dyadic derivative was introduced by mathematician James Edmund Gibbs in the context of Walsh functions and further developed by Paul Butzer and Heinz-Joseph Wagner.Gibbs, J. E., and Ireland, B. (1974). "Walsh functions and differentiation". ''Proceedings of the Symposium and Workshop on Applications of Walsh-Functions''. Naval Research Laboratory, Washington, D.C., pp. 1-29.Butzer, P. L., and Wagner, H. J. (1973). "Walsh-Fourier series and the concept of a derivative". ''Applicable Analysis'', 3(1): 29-46. Further contributions came from C. W. Onneweer, who extended the concept to fractional differentiation and ''p''-adic fields. In 1979, Onneweer provided alternative definitions to the dyadic derivatives.


See also

* Walsh function *
Haar wavelet In mathematics, the Haar wavelet is a sequence of rescaled "square-shaped" functions which together form a wavelet family or basis. Wavelet analysis is similar to Fourier analysis in that it allows a target function over an interval to be repr ...
*
Harmonic analysis Harmonic analysis is a branch of mathematics concerned with investigating the connections between a function and its representation in frequency. The frequency representation is found by using the Fourier transform for functions on unbounded do ...
*
Walsh transform The Hadamard transform (also known as the Walsh–Hadamard transform, Hadamard–Rademacher–Walsh transform, Walsh transform, or Walsh–Fourier transform) is an example of a generalized class of Fourier transforms. It performs an orthogonal ...


References

{{reflist Mathematical analysis Differential calculus Harmonic analysis Functional analysis