Linear approximation
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In mathematics, a linear approximation is an approximation of a general function using a linear function (more precisely, an affine function).
For example, given a differentiable function f of one real variable, Taylor's theorem for n=1 states that
- [ f(x) = f(a) + f\ '(a)(x - a) + R_2 ]
- [ f(x) \approx f(a) + f\ '(a)(x - a)]
One can also use linear approximations for vector functions of a vector variable, in which case [f\ '(a)] is the Jacobian matrix. The approximation is the equation of the tangent line, plane, or hyperplane. It also applies for complex functions of a complex variable.
In the more general case of Banach spaces, one has
- [ f(x) \approx f(a) + Df(a)(x - a)]
Examples
To find an approximation of [\sqrt[3]] one can do as follows.
- Consider the function [ f(x)= x^.\,] Hence, the problem is reduced to finding the value of [f(25)].
- We have
- :[ f\ '(x)= 1/3x^.]
- According to linear approximation
- :[ f(25) \approx f(27) + f\ '(27)(25 - 27) = 3 - 2/27.]
- The result, 2.926, lies fairly close to the actual value 2.924…
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