An example of step functions (the red graph). In this function, each constant subfunction with a function valueαi (i = 0, 1, 2, ...) is defined by an intervalAi and intervals are distinguished by pointsxj (j = 1, 2, ...). This particular step function isright-continuous.
Theunion of the intervals is the entire real line:
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
Sometimes, the intervals are required to be right-open[1] or allowed to be singleton.[2] The condition that the collection of intervals must be finite is often dropped, especially in school mathematics,[3][4][5] though it must still belocally finite, resulting in the definition of piecewise constant functions.
Aconstant function is a trivial example of a step function. Then there is only one interval,
Thesign functionsgn(x), which is −1 for negative numbers and +1 for positive numbers, and is the simplest non-constant step function.
TheHeaviside functionH(x), which is 0 for negative numbers and 1 for positive numbers, is equivalent to the sign function, up to a shift and scale of range (). It is the mathematical concept behind some testsignals, such as those used to determine thestep response of adynamical system.
Theinteger part function is not a step function according to the definition of this article, since it has an infinite number of intervals. However, some authors[6] also define step functions with an infinite number of intervals.[6]
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 analgebra over the real numbers.
A step function takes only a finite number of values. If the intervals for in the above definition of the step function are disjoint and their union is the real line, then for all
TheLebesgue integral of a step function is where is the length of the interval, and it is assumed here that all intervals have finite length. In fact, this equality (viewed as a definition) can be the first step in constructing the Lebesgue integral.[7]
Adiscrete random variable is sometimes defined as arandom variable whosecumulative distribution function is piecewise constant.[8] In this case, it is locally a step function (globally, it may have an infinite number of steps). Usually however, any random variable with only countably many possible values is called a discrete random variable, in this case their cumulative distribution function is not necessarily locally a step function, as infinitely many intervals can accumulate in a finite region.
^abBachman, Narici, Beckenstein (5 April 2002). "Example 7.2.2".Fourier and Wavelet Analysis. Springer, New York, 2000.ISBN0-387-98899-8.{{cite book}}: CS1 maint: multiple names: authors list (link)
^Weir, Alan J (10 May 1973). "3".Lebesgue integration and measure. Cambridge University Press, 1973.ISBN0-521-09751-7.