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In [[mathematics]], '''matrix addition''' is the operation of adding two [[matrix (mathematics)|matrices]] by adding the corresponding entries together. However, there are other operations which could also be considered as a kind of [[addition]] for matrices, the [[direct sum]] and the [[Kronecker sum]]. | |||
==Entrywise sum== | |||
The usual matrix addition is defined for two matrices of the same dimensions. The sum of two ''m'' × ''n'' (pronounced "m by n") matrices '''A''' and '''B''', denoted by '''A''' + '''B''', is again an ''m'' × ''n'' matrix computed by adding corresponding elements:{{sfn |Lipschutz |Lipson}}<ref>{{cite book |title=Mathematical methods for physics and engineering |first1=K.F. |last1=Riley |first2=M.P.|last2=Hobson |first3=S.J. |last3=Bence | publisher=Cambridge University Press |year=2010 |isbn=978-0-521-86153-3}}</ref> | |||
:<math>\begin{align} | |||
\bold{A}+\bold{B} & = \begin{bmatrix} | |||
a_{11} & a_{12} & \cdots & a_{1n} \\ | |||
a_{21} & a_{22} & \cdots & a_{2n} \\ | |||
\vdots & \vdots & \ddots & \vdots \\ | |||
a_{m1} & a_{m2} & \cdots & a_{mn} \\ | |||
\end{bmatrix} + | |||
\begin{bmatrix} | |||
b_{11} & b_{12} & \cdots & b_{1n} \\ | |||
b_{21} & b_{22} & \cdots & b_{2n} \\ | |||
\vdots & \vdots & \ddots & \vdots \\ | |||
b_{m1} & b_{m2} & \cdots & b_{mn} \\ | |||
\end{bmatrix} \\ | |||
& = \begin{bmatrix} | |||
a_{11} + b_{11} & a_{12} + b_{12} & \cdots & a_{1n} + b_{1n} \\ | |||
a_{21} + b_{21} & a_{22} + b_{22} & \cdots & a_{2n} + b_{2n} \\ | |||
\vdots & \vdots & \ddots & \vdots \\ | |||
a_{m1} + b_{m1} & a_{m2} + b_{m2} & \cdots & a_{mn} + b_{mn} \\ | |||
\end{bmatrix} \\ | |||
\end{align}\,\!</math> | |||
For example: | |||
:<math> | |||
\begin{bmatrix} | |||
1 & 3 \\ | |||
1 & 0 \\ | |||
1 & 2 | |||
\end{bmatrix} | |||
+ | |||
\begin{bmatrix} | |||
0 & 0 \\ | |||
7 & 5 \\ | |||
2 & 1 | |||
\end{bmatrix} | |||
= | |||
\begin{bmatrix} | |||
1+0 & 3+0 \\ | |||
1+7 & 0+5 \\ | |||
1+2 & 2+1 | |||
\end{bmatrix} | |||
= | |||
\begin{bmatrix} | |||
1 & 3 \\ | |||
8 & 5 \\ | |||
3 & 3 | |||
\end{bmatrix} | |||
</math> | |||
We can also subtract one matrix from another, as long as they have the same dimensions. '''A''' − '''B''' is computed by subtracting corresponding elements of '''A''' and '''B''', and has the same dimensions as '''A''' and '''B'''. For example: | |||
:<math> | |||
\begin{bmatrix} | |||
1 & 3 \\ | |||
1 & 0 \\ | |||
1 & 2 | |||
\end{bmatrix} | |||
- | |||
\begin{bmatrix} | |||
0 & 0 \\ | |||
7 & 5 \\ | |||
2 & 1 | |||
\end{bmatrix} | |||
= | |||
\begin{bmatrix} | |||
1-0 & 3-0 \\ | |||
1-7 & 0-5 \\ | |||
1-2 & 2-1 | |||
\end{bmatrix} | |||
= | |||
\begin{bmatrix} | |||
1 & 3 \\ | |||
-6 & -5 \\ | |||
-1 & 1 | |||
\end{bmatrix} | |||
</math> | |||
==<span id="directsum" />Direct sum== | |||
Another operation, which is used less often, is the direct sum (denoted by ⊕). Note the Kronecker sum is also denoted ⊕; the context should make the usage clear. The direct sum of any pair of matrices '''A''' of size ''m'' × ''n'' and '''B''' of size ''p'' × ''q'' is a matrix of size (''m'' + ''p'') × (''n'' + ''q'') defined as <ref>{{MathWorld |id=MatrixDirectSum |title=Matrix Direct Sum}}</ref>{{sfn |Lipschutz |Lipson}} | |||
:<math> | |||
\bold{A} \oplus \bold{B} = | |||
\begin{bmatrix} \bold{A} & \boldsymbol{0} \\ \boldsymbol{0} & \bold{B} \end{bmatrix} = | |||
\begin{bmatrix} | |||
a_{11} & \cdots & a_{1n} & 0 & \cdots & 0 \\ | |||
\vdots & \ddots & \vdots & \vdots & \ddots & \vdots \\ | |||
a_{m 1} & \cdots & a_{mn} & 0 & \cdots & 0 \\ | |||
0 & \cdots & 0 & b_{11} & \cdots & b_{1q} \\ | |||
\vdots & \ddots & \vdots & \vdots & \ddots & \vdots \\ | |||
0 & \cdots & 0 & b_{p1} & \cdots & b_{pq} | |||
\end{bmatrix} | |||
</math> | |||
For instance, | |||
:<math> | |||
\begin{bmatrix} | |||
1 & 3 & 2 \\ | |||
2 & 3 & 1 | |||
\end{bmatrix} | |||
\oplus | |||
\begin{bmatrix} | |||
1 & 6 \\ | |||
0 & 1 | |||
\end{bmatrix} | |||
= | |||
\begin{bmatrix} | |||
1 & 3 & 2 & 0 & 0 \\ | |||
2 & 3 & 1 & 0 & 0 \\ | |||
0 & 0 & 0 & 1 & 6 \\ | |||
0 & 0 & 0 & 0 & 1 | |||
\end{bmatrix} | |||
</math> | |||
The direct sum of matrices is a special type of [[block matrix]], in particular the direct sum of square matrices is a [[Block matrix#Block diagonal matrices|block diagonal matrix]]. | |||
The [[adjacency matrix]] of the union of disjoint [[graph (mathematics)|graphs]] or [[multigraph]]s is the direct sum of their adjacency matrices. Any element in the [[Direct sum of modules|direct sum]] of two [[vector space]]s of matrices can be represented as a direct sum of two matrices. | |||
In general, the direct sum of ''n'' matrices is:{{sfn |Lipschutz |Lipson}} | |||
:<math> | |||
\bigoplus_{i=1}^{n} \bold{A}_{i} = {\rm diag}( \bold{A}_1, \bold{A}_2, \bold{A}_3 \cdots \bold{A}_n)= | |||
\begin{bmatrix} | |||
\bold{A}_1 & \boldsymbol{0} & \cdots & \boldsymbol{0} \\ | |||
\boldsymbol{0} & \bold{A}_2 & \cdots & \boldsymbol{0} \\ | |||
\vdots & \vdots & \ddots & \vdots \\ | |||
\boldsymbol{0} & \boldsymbol{0} & \cdots & \bold{A}_n \\ | |||
\end{bmatrix}\,\!</math> | |||
where the zeros are actually blocks of zeros, i.e. zero matricies. | |||
NB: Sometimes in this context, boldtype for matrices is dropped, matricies are written in italic. | |||
==Kronecker sum== | |||
{{main|Kronecker sum}} | |||
The Kronecker sum is different from the direct sum but is also denoted by ⊕. It is defined using the [[Kronecker product]] ⊗ and normal matrix addition. If '''A''' is ''n''-by-''n'', '''B''' is ''m''-by-''m'' and <math>\mathbf{I}_k</math> denotes the ''k''-by-''k'' identity matrix then the Kronecker sum is defined by: | |||
:<math> \mathbf{A} \oplus \mathbf{B} = \mathbf{A} \otimes \mathbf{I}_m + \mathbf{I}_n \otimes \mathbf{B}. </math> | |||
==See also== | |||
* [[Matrix multiplication]] | |||
* [[Vector addition]] | |||
==Notes== | |||
{{reflist}} | |||
==References== | |||
* {{cite book |ref=harv |title=Linear Algebra |first1=S. |last1=Lipschutz |first2=M. |last2=Lipson |series=Schaum's Outline Series |year=2009 |isbn=978-0-07-154352-1}} | |||
==External links== | |||
*{{PlanetMath |urlname=DirectSumOfMatrices |title= Direct sum of matrices}} | |||
* [http://ncalculators.com/matrix/4x4-matrix-addition-subtraction-calculator.htm 4x4 Matrix Addition and Subtraction] | |||
* [http://drexel28.wordpress.com/2010/12/22/direct-sum-of-linear-transformations-and-direct-sum-of-matrices-pt-iii/ Abstract nonsense: Direct Sum of Linear Transformations and Direct Sum of Matrices] | |||
* [http://www.mymathlib.com/matrices/arithmetic/direct_sum.html Mathematics Source Library: Arithmetic Matrix Operations] | |||
* [http://www.aps.uoguelph.ca/~lrs/ABMethods/NOTES/CDmatrix.pdf Matrix Algebra and R] | |||
[[Category:Linear algebra]] | |||
[[Category:Binary operations]] |
Revision as of 19:25, 21 January 2014
In mathematics, matrix addition is the operation of adding two matrices by adding the corresponding entries together. However, there are other operations which could also be considered as a kind of addition for matrices, the direct sum and the Kronecker sum.
Entrywise sum
The usual matrix addition is defined for two matrices of the same dimensions. The sum of two m × n (pronounced "m by n") matrices A and B, denoted by A + B, is again an m × n matrix computed by adding corresponding elements:Template:Sfn[1]
For example:
We can also subtract one matrix from another, as long as they have the same dimensions. A − B is computed by subtracting corresponding elements of A and B, and has the same dimensions as A and B. For example:
Direct sum
Another operation, which is used less often, is the direct sum (denoted by ⊕). Note the Kronecker sum is also denoted ⊕; the context should make the usage clear. The direct sum of any pair of matrices A of size m × n and B of size p × q is a matrix of size (m + p) × (n + q) defined as [2]Template:Sfn
For instance,
The direct sum of matrices is a special type of block matrix, in particular the direct sum of square matrices is a block diagonal matrix.
The adjacency matrix of the union of disjoint graphs or multigraphs is the direct sum of their adjacency matrices. Any element in the direct sum of two vector spaces of matrices can be represented as a direct sum of two matrices.
In general, the direct sum of n matrices is:Template:Sfn
where the zeros are actually blocks of zeros, i.e. zero matricies.
NB: Sometimes in this context, boldtype for matrices is dropped, matricies are written in italic.
Kronecker sum
Mining Engineer (Excluding Oil ) Truman from Alma, loves to spend time knotting, largest property developers in singapore developers in singapore and stamp collecting. Recently had a family visit to Urnes Stave Church. The Kronecker sum is different from the direct sum but is also denoted by ⊕. It is defined using the Kronecker product ⊗ and normal matrix addition. If A is n-by-n, B is m-by-m and denotes the k-by-k identity matrix then the Kronecker sum is defined by:
See also
Notes
43 year old Petroleum Engineer Harry from Deep River, usually spends time with hobbies and interests like renting movies, property developers in singapore new condominium and vehicle racing. Constantly enjoys going to destinations like Camino Real de Tierra Adentro.
References
- 20 year-old Real Estate Agent Rusty from Saint-Paul, has hobbies and interests which includes monopoly, property developers in singapore and poker. Will soon undertake a contiki trip that may include going to the Lower Valley of the Omo.
My blog: http://www.primaboinca.com/view_profile.php?userid=5889534
External links
- 4x4 Matrix Addition and Subtraction
- Abstract nonsense: Direct Sum of Linear Transformations and Direct Sum of Matrices
- Mathematics Source Library: Arithmetic Matrix Operations
- Matrix Algebra and R
- ↑ 20 year-old Real Estate Agent Rusty from Saint-Paul, has hobbies and interests which includes monopoly, property developers in singapore and poker. Will soon undertake a contiki trip that may include going to the Lower Valley of the Omo.
My blog: http://www.primaboinca.com/view_profile.php?userid=5889534 - ↑
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