In
mathematics, and in particular
functional analysis
Functional analysis is a branch of mathematical analysis, the core of which is formed by the study of vector spaces endowed with some kind of limit-related structure (e.g. inner product, norm, topology, etc.) and the linear functions defined ...
, the shift operator also known as translation operator is an operator that takes a function
to its translation . In
time series analysis
In mathematics, a time series is a series of data points indexed (or listed or graphed) in time order. Most commonly, a time series is a sequence taken at successive equally spaced points in time. Thus it is a sequence of discrete-time data. ...
, the shift operator is called the
lag operator
In time series analysis, the lag operator (L) or backshift operator (B) operates on an element of a time series to produce the previous element. For example, given some time series
:X= \
then
: L X_t = X_ for all t > 1
or similarly in term ...
.
Shift operators are examples of
linear operators, important for their simplicity and natural occurrence. The shift operator action on functions of a real variable plays an important role in
harmonic analysis
Harmonic analysis is a branch of mathematics concerned with the representation of functions or signals as the superposition of basic waves, and the study of and generalization of the notions of Fourier series and Fourier transforms (i.e. an e ...
, for example, it appears in the definitions of
almost periodic functions
In mathematics, an almost periodic function is, loosely speaking, a function of a real number that is periodic to within any desired level of accuracy, given suitably long, well-distributed "almost-periods". The concept was first studied by Haral ...
,
positive-definite functions,
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. ...
s, and
convolution
In mathematics (in particular, functional analysis), convolution is a mathematical operation on two functions ( and ) that produces a third function (f*g) that expresses how the shape of one is modified by the other. The term ''convolution' ...
.
Shifts of sequences (functions of an integer variable) appear in diverse areas such as
Hardy spaces, the theory of
abelian varieties, and the theory of
symbolic dynamics, for which the
baker's map is an explicit representation.
Definition
Functions of a real variable
The shift operator (where ) takes a function on R to its translation ,
:
A practical
operational calculus representation of the linear operator in terms of the plain derivative was introduced by
Lagrange
Joseph-Louis Lagrange (born Giuseppe Luigi Lagrangia[Taylor expansion
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 se ...](_blank)
in ; and whose action on the monomial is evident by the
binomial theorem, and hence on ''all series in'' , and so all functions as above. This, then, is a formal encoding of the Taylor expansion in Heaviside's calculus.
The operator thus provides the prototype
for Lie's celebrated
advective flow for Abelian groups,
:
where the canonical coordinates (
Abel functions) are defined such that
:
For example, it easily follows that
yields scaling,
:
hence
(parity); likewise,
yields
:
yields
:
yields
:
etc.
The initial condition of the flow and the group property completely determine the entire Lie flow, providing a solution to the translation functional equation
[Aczel, J (2006), ''Lectures on Functional
Equations and Their Applications'' (Dover Books on Mathematics, 2006), Ch. 6, .]
:
Sequences
The left shift operator acts on one-sided
infinite sequence of numbers by
:
and on two-sided infinite sequences by
:
The right shift operator acts on one-sided
infinite sequence of numbers by
:
and on two-sided infinite sequences by
:
The right and left shift operators acting on two-sided infinite sequences are called ''bilateral'' shifts.
Abelian groups
In general, as illustrated above, if is a function on an
abelian group
In mathematics, an abelian group, also called a commutative group, is a group in which the result of applying the group operation to two group elements does not depend on the order in which they are written. That is, the group operation is com ...
, and is an element of , the shift operator maps to
:
Properties of the shift operator
The shift operator acting on real- or complex-valued functions or sequences is a linear operator which preserves most of the standard
norms which appear in functional analysis. Therefore, it is usually a
continuous operator
In functional analysis and operator theory, a bounded linear operator is a linear transformation L : X \to Y between topological vector spaces (TVSs) X and Y that maps bounded subsets of X to bounded subsets of Y.
If X and Y are normed vect ...
with norm one.
Action on Hilbert spaces
The shift operator acting on two-sided sequences is a
unitary operator on . The shift operator acting on functions of a real variable is a unitary operator on .
In both cases, the (left) shift operator satisfies the following commutation relation with the Fourier transform:
where is the
multiplication operator by . Therefore, the spectrum of is the unit circle.
The one-sided shift acting on is a proper
isometry with
range equal to all
vectors which vanish in the first
coordinate
In geometry, a coordinate system is a system that uses one or more numbers, or coordinates, to uniquely determine the position of the points or other geometric elements on a manifold such as Euclidean space. The order of the coordinates is si ...
. The operator ''S'' is a
compression of , in the sense that
where is the vector in with for and for . This observation is at the heart of the construction of many
unitary dilations of isometries.
The spectrum of ''S'' is the unit disk. The shift ''S'' is one example of a
Fredholm operator
In mathematics, Fredholm operators are certain Operator (mathematics), operators that arise in the Fredholm theory of integral equations. They are named in honour of Erik Ivar Fredholm. By definition, a Fredholm operator is a bounded linear operat ...
; it has Fredholm index −1.
Generalization
Jean Delsarte
Jean Frédéric Auguste Delsarte (19 October 1903, Fourmies – 28 November 1968, Nancy) was a French mathematician known for his work in mathematical analysis, in particular, for introducing mean-periodic functions and generalised shift ...
introduced the notion of generalized shift operator (also called generalized displacement operator); it was further developed by
Boris Levitan.
A family of operators acting on a space of functions from a set to is called a family of generalized shift operators if the following properties hold:
# Associativity: let . Then .
# There exists in such that is the identity operator.
In this case, the set is called a hypergroup.
See also
* Arithmetic shift
* Logical shift
*Finite difference
A finite difference is a mathematical expression of the form . If a finite difference is divided by , one gets a difference quotient. The approximation of derivatives by finite differences plays a central role in finite difference methods for t ...
* Translation operator (quantum mechanics)
Notes
Bibliography
*
* Marvin Rosenblum and James Rovnyak, ''Hardy Classes and Operator Theory'', (1985) Oxford University Press.
{{DEFAULTSORT:Shift Operator
Unitary operators