Costate equations: Difference between revisions

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In [[mathematics]], '''arg max''' stands for the '''argument of the maximum''', that is to say, the set of points of the given [[Argument of a function|argument]] for which the given [[Function (mathematics)|function]] attains its [[maximum]] [[Value (mathematics)|value]]:<ref group="note">For clarity, we refer to the input (''x'') as ''points'' and the output (''y'') as ''values;'' compare [[critical point (mathematics)|critical point]] and [[critical value]].</ref>
:<math>\underset{x}{\operatorname{arg\,max}} \, f(x) := \{x\ |\ \forall y : f(y) \le f(x)\}</math>
 
In other words,
 
:<math>\underset{x}{\operatorname{arg\,max}} \, f(x)</math>
 
is the set of values of ''x'' for which ''f''(''x'') attains its largest value ''M''. For example, if ''f''(''x'') is 1&minus;|''x''|, then it attains its maximum value of 1 at ''x'' = 0 and only there, so <math>\underset{x}{\operatorname{arg\,max}} \, (1-|x|) = \{0\}</math>.
 
The arg max operator is the natural complement of the '''max''' operator which, given the same arguments, returns the maximum value (instead of the point or points that reach that value).
 
Equivalently, if ''M'' is the maximum of ''f,'' then the arg max is the [[level set]] of the maximum:
:<math>\underset{x}{\operatorname{arg\,max}} \, f(x) = \{ x\ |\ f(x) = M \} = f^{-1}(M) = f^{-1}(\underset{x}{\max} \, f(x) )</math>
 
If the maximum is reached at a single value, then one refers to the point as ''the'' arg max, meaning we define the arg max as a point, not a set of points. So, for example,
 
:<math>\underset{x\in \Bbb{R}}{\operatorname{arg\,max}} (x(10-x)) = 5</math>
 
(rather than the [[Singleton (mathematics)|singleton]] set <math>\{5\}</math>), since the maximum value of ''x''(10&nbsp;&minus;&nbsp;''x'') is 25, which occurs for ''x'' = 5.<ref group="note">Note that <math>x(10-x) = 25-(x-5)^2\le 25</math> with equality if and only if <math>x-5=0</math>.</ref>
 
However, in case the maximum is reached at many values, arg max is a ''set'' of points.
 
Then, we have for example
 
:<math>\underset{x \in [0,4\pi]}{\operatorname{arg\,max}} \, \cos(x) = \{0,2\pi,4\pi\}</math>
 
since the maximum value of cos(''x'') is 1, which occurs on this interval for
''x'' = 0, 2π or 4π. On the whole real line, the arg max is <math>\{0, 2\pi, -2\pi, 4\pi, \dots \}.</math>
 
Note also that functions do not in general attain a maximum value, and hence will in general not have an arg max: <math>\underset{x\in \Bbb{R}}{\operatorname{arg\,max}}\, x</math> is the [[empty set]], as ''x'' is [[unbounded]] on the real line. However, by the [[extreme value theorem]] (or the classical [[Compact set#Theorems|compactness argument]]), a continuous function on a [[compact space|compact]] [[Interval (mathematics)|interval]] has a maximum, and thus an arg max.
 
== Arg min ==
'''arg min''' stands for '''argument of the minimum''', and is defined analogously. For instance,
 
:<math>\underset{x}{\operatorname{arg\,min}} \, f(x)</math>
 
are values of ''x'' for which ''f''(''x'') attains its smallest value ''M''. The complementary operator is, of course, '''min'''.
 
==See also==
*[[Argument of a function]]
*[[Maxima and minima]]
*[[Mode (statistics)]]
*[[Mathematical optimization]]
*[[Kernel]]
*[[Preimage]]
 
==Notes==
{{reflist|group=note}}
 
==External links==
*{{PlanetMath|urlname=argminandargmax|title=arg min and arg max}}
 
[[Category:Elementary mathematics]]

Latest revision as of 21:56, 30 June 2013

In mathematics, arg max stands for the argument of the maximum, that is to say, the set of points of the given argument for which the given function attains its maximum value:[note 1]

In other words,

is the set of values of x for which f(x) attains its largest value M. For example, if f(x) is 1−|x|, then it attains its maximum value of 1 at x = 0 and only there, so .

The arg max operator is the natural complement of the max operator which, given the same arguments, returns the maximum value (instead of the point or points that reach that value).

Equivalently, if M is the maximum of f, then the arg max is the level set of the maximum:

If the maximum is reached at a single value, then one refers to the point as the arg max, meaning we define the arg max as a point, not a set of points. So, for example,

(rather than the singleton set ), since the maximum value of x(10 − x) is 25, which occurs for x = 5.[note 2]

However, in case the maximum is reached at many values, arg max is a set of points.

Then, we have for example

since the maximum value of cos(x) is 1, which occurs on this interval for x = 0, 2π or 4π. On the whole real line, the arg max is

Note also that functions do not in general attain a maximum value, and hence will in general not have an arg max: is the empty set, as x is unbounded on the real line. However, by the extreme value theorem (or the classical compactness argument), a continuous function on a compact interval has a maximum, and thus an arg max.

Arg min

arg min stands for argument of the minimum, and is defined analogously. For instance,

are values of x for which f(x) attains its smallest value M. The complementary operator is, of course, min.

See also

Notes

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External links


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