Multiplicatively separable function: Difference between revisions
(Created page with "==Definition== ===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 '...") |
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===For a function of two variables=== | ===For a function of two variables=== | ||
Suppose <math> | 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> | <math>G(x,y) = f(x)g(y)</math> | ||
on the entire domain of <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> | 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> | <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> | 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> | <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:
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: