Condition number: Difference between revisions
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<math>\left|\frac{x_0 \max \{ |f'_-(x_0)|,|f'_+(x_0)| \}}{f(x_0)}\right|</math> | <math>\left|\frac{x_0 \max \{ |f'_-(x_0)|,|f'_+(x_0)| \}}{f(x_0)}\right|</math> | ||
==Some example functions== | |||
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! Function <math>f</math> (in terms of input variable <math>x</math>) !! [[derivative]] <math>f'</math> !! [[relative logarithmic derivative]] <math>xf'(x)/f(x)</math> !! condition number (itself a function of <math>x</math>) !! limiting value as <math>x \to \infty</math> | |||
|- | |||
| [[power function]] <math>x^r</math> for some real number <math>r</math> (domain conditions apply) || <math>rx^{r-1}</math> || <math>r</math> || <math>|r|</math> (note that the condition number is in this case a ''constant'' function) || <math>|r|</math> | |||
|- | |||
| [[exponential function]] <math>e^x</math> || <math>e^x</math> || <math>x</math> || <math>|x|</math> || <math>\infty</math> | |||
|- | |||
| [[logarithm function]] <math>\ln x</math> (<math>x > 0</math>) || <math>1/x</math> || <math>1/ \ln x</math> || <math>1/|\ln x|</math> || 0 | |||
|- | |||
| [[sine function]] <math>\sin x</math> || <math>\cos x</math> || <math>\frac{x \cos x}{\sin x}</math> || <math>\frac{|x \cos x|}{|\sin x|}</math> || undefined, fluctuates wildly | |||
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Latest revision as of 15:13, 1 May 2014
Definition for a function of one variable
For an arbitrary function of one variable
The condition number for a function at a point in the interior of its domain, and where is a continuous function, can be defined formally as:
where denotes the absolute value.
For a differentiable function of one variable
Consider a function of one variable. The condition number of is defined as the absolute value of the relative logarithmic derivative of . Explicitly, the condition number of at a point in the domain of satisfying the conditions that the derivative exists, , and , simplifies to:
In cases where is continuous at and around , we may be able to compute the limit of this expression to obtain that condition number in cases where . Explicitly:
For a function with one-sided derivatives
For a function that is not differentiable but has one-sided derivatives and at a point , the condition number can be defined as:
Some example functions
| Function (in terms of input variable ) | derivative | relative logarithmic derivative | condition number (itself a function of ) | limiting value as |
|---|---|---|---|---|
| power function for some real number (domain conditions apply) | (note that the condition number is in this case a constant function) | |||
| exponential function | ||||
| logarithm function () | 0 | |||
| sine function | undefined, fluctuates wildly |