Multiplicatively separable function: Difference between revisions

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===For a function of two variables===
===For a function of two variables===


Suppose <math>F</math> is a function of two variables <matH>x</math> and <math>y</math>. We say that <math>F</matH> is '''multiplicatively separable''' if there exist functions <math>f,g</math> of one variable such that:
Suppose <math>G</math> is a function of two variables <matH>x</math> and <math>y</math>. We say that <math>G</matH> is '''multiplicatively separable''' if there exist functions <math>f,g</math> of one variable such that:


<math>F(x,y) = f(x)g(y)</math>
<math>G(x,y) = f(x)g(y)</math>


on the entire domain of <math>F</math>.
on the entire domain of <math>G</math>.


Note that the concept of multiplicatively separable is sensitive to the coordinate system, i.e., if we change the coordinate system, a function that was originally multiplicatively separable need not remain multiplicatively separable.
Note that the concept of multiplicatively separable is sensitive to the coordinate system, i.e., if we change the coordinate system, a function that was originally multiplicatively separable need not remain multiplicatively separable.
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===For a function of many variables===
===For a function of many variables===


Suppose <math>F</math> is a function of <math>n</math> variables <math>x_1,x_2,\dots,x_n</math>. We say that <math>F</math> is '''completely multiplicatively separable''' if there exist functions <math>f_1,f_2,\dots,f_n</math>, each a function of one variable, such that:
Suppose <math>G</math> is a function of <math>n</math> variables <math>x_1,x_2,\dots,x_n</math>. We say that <math>G</math> is '''completely multiplicatively separable''' if there exist functions <math>g_1,g_2,\dots,g_n</math>, each a function of one variable, such that:


<math>F(x_1,x_2,\dots,x_n) = f_1(x_1)f_2(x_2) \dots f_n(x_n)</math>
<math>G(x_1,x_2,\dots,x_n) = g_1(x_1)g_2(x_2) \dots g_n(x_n)</math>


(note that the subscripts here are ''not'' to be confused with subscripts used for partial derivatives).
(note that the subscripts here are ''not'' to be confused with subscripts used for partial derivatives).


There is a weaker notion of ''partially multiplicatively separable'': if we express the set <math>\{ 1,2,\dots,n\}</math> as a union of two disjoint subsets <math>A,B</math>, <math>F</matH> is multiplicatively separable with respect to the partition if there exist functions <math>f_A,f_B</math> such that:
There is a weaker notion of ''partially multiplicatively separable'': if we express the set <math>\{ 1,2,\dots,n\}</math> as a union of two disjoint subsets <math>A,B</math>, <math>G</matH> is multiplicatively separable with respect to the partition if there exist functions <math>g_A,g_B</math> such that:


<math>F(x_1,x_2,\dots,x_n) = f_A(\mbox{only the variables } x_i, i \in A)f_B(\mbox{only the variables } x_i, i \in B)</math>
<math>G(x_1,x_2,\dots,x_n) = g_A(\mbox{only the variables } x_i, i \in A)g_B(\mbox{only the variables } x_i, i \in B)</math>
 
<center>{{#widget:YouTube|id=9pXmMkHG248}}</center>
 
==Partial derivatives==
 
===For a function of two variables===
 
Consider the case <math>\! G(x,y) = f(x)g(y)</math>.
 
Then, if <math>f</math> is <math>m</math> times differentiable and <math>g</math> is <math>n</math> times differentiable, then <math>G_{xx\dots xyy\dots y}</math> makes sense where <math>x</math> occurs <math>m</math> times and <math>y</math> occurs <math>n</math> times, and:
 
<math>\! G_{xx\dots xyy\dots y} = f^{(m)}(x)g^{(n)}(y)</math>
 
Further, ''any'' partial derivative of <math>G</matH> that uses <math>m</matH> occurrences of <math>x</math> and <math>n</math> occurrences of <math>y</math> will have the same derivative as the above.
 
In particular, we have that:
 
* <math>G_x(x,y) = f'(x)g(y)</math>
* <math>G_y(x,y) = f(x)g'(y)</math>
* <math>G_{xy}(x,y) = G_{yx}(x,y) = f'(x)g'(y)</math>
 
===For a function of many variables===
 
Consider the case <math>G(x_1,x_2,\dots,x_n) = g_1(x_1)g_2(x_2) \dots g_n(x_n)</math>
 
Suppose <matH>m_1,m_2,\dots,m_n</math> are (possibly equal, possibly distinct) nonnegative integers such that each <math>f_i</math> is <math>m_i</matH> times differentiable. Now, consider a partial derivative of <math>G</math> that involves <math>m_1</math> differentiations in <math>x_1</math>, <math>m_2</math> differentiations in <math>x_2</math>, and so on, with <math>m_i</matH> differentiations in each <math>x_i</math>. The order of the differentiations does not matter. Then, this partial derivative equals:
 
<math>\! g_1^{(m_1)}(x_1)g_2^{(m_2)}(x_2) \dots g_n^{(m_n)}(x_n)</math>
 
==Integration on rectangular regions==
 
===For a function of two variables===
 
Suppose <matH>G(x,y) = f(x)g(y)</math> is a function of two variables. Consider a rectangular region <math>R</matH> of the form <math>[a,b] \times [p,q]</math> where <matH>a,b,p,q</math> are numbers. Then:
 
<math>\int_R G(x,y) \, dA = \left(\int_a^b f(x) \, dx\right) \left(\int_p^q g(y) \, dy \right)</math>
 
===For a function of many variables===
 
Suppose <math>G(x_1,x_2,\dots,x_n) = g_1(x_1)g_2(x_2) \dots g_n(x_n)</matH> is a function of <math>n</math> variables. Consider a rectangular region <math>R</math> of the form <math>[a_1,b_1] \times [a_2,b_2] \times \dots \times [a_n,b_n]</math>. Then:
 
<math>\int_R G(x,y) \, dA = \prod_{i=1}^n \left(\int_{a_i}^{b_i} g_i(x_i) \, dx_i \right)</math>

Latest revision as of 23:46, 10 April 2012

Definition

For a function of two variables

Suppose is a function of two variables and . We say that is multiplicatively separable if there exist functions of one variable such that:

on the entire domain of .

Note that the concept of multiplicatively separable is sensitive to the coordinate system, i.e., if we change the coordinate system, a function that was originally multiplicatively separable need not remain multiplicatively separable.

For a function of many variables

Suppose is a function of variables . We say that is completely multiplicatively separable if there exist functions , each a function of one variable, such that:

(note that the subscripts here are not to be confused with subscripts used for partial derivatives).

There is a weaker notion of partially multiplicatively separable: if we express the set as a union of two disjoint subsets , is multiplicatively separable with respect to the partition if there exist functions such that:

{{#widget:YouTube|id=9pXmMkHG248}}

Partial derivatives

For a function of two variables

Consider the case .

Then, if is times differentiable and is times differentiable, then makes sense where occurs times and occurs times, and:

Further, any partial derivative of that uses occurrences of and occurrences of will have the same derivative as the above.

In particular, we have that:

For a function of many variables

Consider the case

Suppose are (possibly equal, possibly distinct) nonnegative integers such that each is times differentiable. Now, consider a partial derivative of that involves differentiations in , differentiations in , and so on, with differentiations in each . The order of the differentiations does not matter. Then, this partial derivative equals:

Integration on rectangular regions

For a function of two variables

Suppose is a function of two variables. Consider a rectangular region of the form where are numbers. Then:

For a function of many variables

Suppose is a function of variables. Consider a rectangular region of the form . Then: