Step function

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In mathematics, a function on the real numbers is called a step function (or staircase 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 finitely many pieces.

Example of a step function (the red graph). This particular step function is right-continuous.
Example of a step function (the red graph). This particular step function is right-continuous.

Contents

[edit] Definition and first consequences

A function f: \mathbb{R} \rightarrow \mathbb{R} is called a step function if it can be written as

f(x) = \sum\limits_{i=0}^n \alpha_i \chi_{A_i}(x)\, for all real numbers x

where n\ge 0, αi are real numbers, Ai are intervals, and \chi_A\, is the indicator function of A:

\chi_A(x) =
\left\{
  \begin{matrix}
    1, & \mathrm{if} \; x \in A \\ 
    0, & \mathrm{otherwise}. 
  \end{matrix}
\right.

In this definition, the intervals Ai can be assumed have the following two properties:

  • The union of the intervals is the entire real line, \cup_{i=1}^n A_i=\mathbb R.

Indeed, if that is not the case to start with, a different set of intervals can be picked for which these assumptions hold. For example, the step function

f = 4 \chi_{[-5, 1)} + 3 \chi_{(0, 6)}\,

can be written as

f = 0\chi_{(-\infty, -5)} +4 \chi_{[-5, 0]} +7 \chi_{(0, 1)} + 3 \chi_{[1, 6)}+0\chi_{[6, \infty)}.\,

[edit] Examples

The Heaviside step function is an often used step function.
The Heaviside step function is an often used step function.
  • A constant function is a trivial example of a step function. Then there is only one interval, A_0=\mathbb R.
  • The Heaviside function H(x) is am important step function. It is the mathematical concept behind some test signals, as those used to determine the step response of a dynamical system.
  • The integer part function is not a step function according to the definition of this article, since it has an infinite number of "steps".

[edit] Properties

  • The sum and product of two step functions is again a step function. The product of a step function with a number is also a step function. As such, the step functions form an algebra over the real numbers.
  • A step function takes only a finite number of values. If the intervals Ai, i=0, 1, \dots, n, in the above definition of the step function are disjoint and their union is the real line, then f(x)=\alpha_i\, for all x\in A_i.
  • The Lebesgue integral of a step function f = \sum\limits_{i=0}^n \alpha_i \chi_{A_i}\, is \int \!f\,dx = \sum\limits_{i=0}^n \alpha_i \ell(A_i),\, where \ell(A) is the length of the interval A, and it is assumed here that all intervals Ai have finite length. In fact, this equality (viewed as a definition) can be the first step in constructing the Lebesgue integral.[1]

[edit] See also

[edit] References

  1. ^ Weir, Alan J. Lebesgue integration and measure. Cambridge University Press, 1973. ISBN 0-521-09751-7.