Linear function explained

In mathematics, the term linear function refers to two distinct but related notions:[1]

As a polynomial function

See main article: article and Linear function (calculus).

In calculus, analytic geometry and related areas, a linear function is a polynomial of degree one or less, including the zero polynomial. (The latter is a polynomial with no terms, and it is not considered to have degree zero.)

When the function is of only one variable, it is of the form

f(x)=ax+b,

where and are constants, often real numbers. The graph of such a function of one variable is a nonvertical line. is frequently referred to as the slope of the line, and as the intercept.

If a > 0 then the gradient is positive and the graph slopes upwards.

If a < 0 then the gradient is negative and the graph slopes downwards.

For a function

f(x1,\ldots,xk)

of any finite number of variables, the general formula is

f(x1,\ldots,xk)=b+a1x1+ … +akxk,

and the graph is a hyperplane of dimension .

A constant function is also considered linear in this context, as it is a polynomial of degree zero or is the zero polynomial. Its graph, when there is only one variable, is a horizontal line.

In this context, a function that is also a linear map (the other meaning of linear functions, see the below) may be referred to as a homogeneous linear function or a linear form. In the context of linear algebra, the polynomial functions of degree 0 or 1 are the scalar-valued affine maps.

As a linear map

See main article: article and Linear map.

In linear algebra, a linear function is a map

f

from a vector space

V

to a vector space

W

(Both spaces are not necessarily different.) over a same field such that

f(x+y)=f(x)+f(y)

f(ax)=af(x).

Here denotes a constant belonging to the field of scalars (for example, the real numbers), and and are elements of

V

, which might be itself. Even if the same symbol

+

is used, the operation of addition between and (belonging to

V

) is not necessarily same to the operation of addition between

f\left(x\right)

and

f\left(y\right)

(belonging to

W

).

In other terms the linear function preserves vector addition and scalar multiplication.

Some authors use "linear function" only for linear maps that take values in the scalar field;[6] these are more commonly called linear forms.

The "linear functions" of calculus qualify as "linear maps" when (and only when), or, equivalently, when the constant equals zero in the one-degree polynomial above. Geometrically, the graph of the function must pass through the origin.

See also

Notes

  1. "The term linear function means a linear form in some textbooks and an affine function in others." Vaserstein 2006, p. 50-1
  2. Stewart 2012, p. 23
  3. Book: A. Kurosh. Higher Algebra. 1975. Mir Publishers. 214.
  4. Book: T. M. Apostol. Mathematical Analysis. 1981. Addison-Wesley. 345.
  5. Shores 2007, p. 71
  6. Gelfand 1961

References