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>
<h3 class="likesectionHead"><a 
 id="x1-1000"></a>Matriisien kertolasku eli matriisitulo</h3>
<!--l. 39--><p class="noindent">Matriisien <!--l. 39--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>A</mi></math>
ja <!--l. 39--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>B</mi></math> tulo
<!--l. 39--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>A</mi><mi 
>B</mi></math> on m&#x00E4;&#x00E4;ritelty
vain, jos <!--l. 39--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>A</mi></math>:n
sarakkeiden lukum&#x00E4;&#x00E4;r&#x00E4; on sama kuin
<!--l. 40--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>B</mi></math>:n
rivien lukum&#x00E4;&#x00E4;r&#x00E4;.
</p><!--l. 42--><p class="noindent">Matriisien <!--l. 42--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><munder><mrow 
><mi 
>A</mi></mrow><mrow 
><mi 
>m</mi> <mo 
class="MathClass-bin">&#x00D7;</mo> <mi 
>n</mi></mrow></munder> <mo 
class="MathClass-rel">=</mo> <mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><msub><mrow 
><mi 
>a</mi></mrow><mrow 
><mi 
>i</mi><mi 
>j</mi></mrow></msub 
>  </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                       </mrow></mfenced> </mpadded> </math>
ja <!--l. 43--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><munder><mrow 
><mi 
>B</mi></mrow><mrow 
><mi 
>n</mi> <mo 
class="MathClass-bin">&#x00D7;</mo> <mi 
>p</mi></mrow></munder> <mo 
class="MathClass-rel">=</mo> <mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><msub><mrow 
><mi 
>b</mi></mrow><mrow 
><mi 
>i</mi><mi 
>j</mi></mrow></msub 
>  </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                       </mrow></mfenced> </mpadded> </math> tulo on
<!--l. 44--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>m</mi> <mo 
class="MathClass-bin">&#x00D7;</mo> <mi 
>p</mi></math>-matriisi
<!--l. 44--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>A</mi><mi 
>B</mi> <mo 
class="MathClass-rel">=</mo> <mi 
>C</mi> <mo 
class="MathClass-rel">=</mo> <mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><msub><mrow 
><mi 
>c</mi></mrow><mrow 
><mi 
>i</mi><mi 
>j</mi></mrow></msub 
>  </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                       </mrow></mfenced> </mpadded></math>,
miss&#x00E4;
</p>
<div class="par-math-display"><!--l. 47--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="block" ><mrow 
>
                    <mspace width="0em" class="thinspace"/>    <msub><mrow 
><mi 
>c</mi></mrow><mrow 
><mi 
>i</mi><mi 
>j</mi></mrow></msub 
> <mo 
class="MathClass-rel">=</mo><munderover accentunder="false" accent="false"><mrow  
><mo mathsize="big" 
> &#x2211;</mo>
  </mrow><mrow 
><mi 
>k</mi><mo 
class="MathClass-rel">=</mo><mn>1</mn></mrow><mrow 
><mi 
>n</mi></mrow></munderover 
><msub><mrow 
><mi 
>a</mi></mrow><mrow 
>
<mi 
>i</mi><mi 
>k</mi></mrow></msub 
><msub><mrow 
><mi 
>b</mi></mrow><mrow 
><mi 
>k</mi><mi 
>j</mi></mrow></msub 
>
                    <mo 
class="MathClass-rel">=</mo> <msub><mrow 
><mi 
>a</mi></mrow><mrow 
><mi 
>i</mi><mn>1</mn></mrow></msub 
><msub><mrow 
><mi 
>b</mi></mrow><mrow 
><mn>1</mn><mi 
>j</mi></mrow></msub 
> <mo 
class="MathClass-bin">+</mo> <msub><mrow 
><mi 
>a</mi></mrow><mrow 
><mi 
>i</mi><mn>2</mn></mrow></msub 
><msub><mrow 
><mi 
>b</mi></mrow><mrow 
><mn>2</mn><mi 
>j</mi></mrow></msub 
> <mo 
class="MathClass-bin">+</mo> <mo 
class="MathClass-rel">&#x22EF;</mo> <mo 
class="MathClass-bin">+</mo> <msub><mrow 
><mi 
>a</mi></mrow><mrow 
><mi 
>i</mi><mi 
>n</mi></mrow></msub 
><msub><mrow 
><mi 
>b</mi></mrow><mrow 
><mi 
>n</mi><mi 
>j</mi></mrow></msub 
>
</mrow></math></div>
<!--l. 52--><p class="nopar">
</p><!--l. 54--><p class="noindent">kaikilla <!--l. 54--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mn>1</mn> <mo 
class="MathClass-rel">&#x2264;</mo> <mi 
>i</mi> <mo 
class="MathClass-rel">&#x2264;</mo> <mi 
>m</mi></math>
ja <!--l. 54--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mn>1</mn> <mo 
class="MathClass-rel">&#x2264;</mo> <mi 
>j</mi> <mo 
class="MathClass-rel">&#x2264;</mo> <mi 
>p</mi></math>.
</p><!--l. 56--><p class="noindent">Esimerkiksi
</p><!--l. 58--><p align="center">


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</p>



<p class="nopar">
</p><!--l. 93--><p class="noindent">Matriisitulossa kertomerkki/piste j&#x00E4;tet&#x00E4;&#x00E4;n yleens&#x00E4; kirjoittamatta.
</p><!--l. 95--><p class="noindent">Matriisitulo ei ole vaihdannainen eli matriisien j&#x00E4;rjestyst&#x00E4; ei voi
vaihtaa.
</p><!--l. 97--><p class="noindent">Esimerkiksi, jos <!--l. 98--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><munder><mrow 
><mi 
>A</mi></mrow><mrow 
><mi 
>m</mi> <mo 
class="MathClass-bin">&#x00D7;</mo> <mi 
>n</mi></mrow></munder> <mo 
class="MathClass-punc">&#x22C5;</mo><munder><mrow 
><mi 
>B</mi></mrow><mrow 
><mi 
>n</mi> <mo 
class="MathClass-bin">&#x00D7;</mo> <mi 
>p</mi></mrow></munder> <mo 
class="MathClass-rel">=</mo> <munder><mrow 
><mi 
>C</mi></mrow><mrow 
><mi 
>m</mi> <mo 
class="MathClass-bin">&#x00D7;</mo> <mi 
>p</mi></mrow></munder></math>, niin tulo
<!--l. 100--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>B</mi><mi 
>A</mi></math> on m&#x00E4;&#x00E4;ritelty
vain, jos <!--l. 100--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>p</mi> <mo 
class="MathClass-rel">=</mo> <mi 
>m</mi></math>
eli <!--l. 100--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>A</mi></math> ja
<!--l. 100--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>B</mi></math> ovat
neli&#x00F6;matriiseja. Neli&#x00F6;matriisienkaan matriisitulon j&#x00E4;rjestyst&#x00E4; ei
saa vaihtaa, sill&#x00E4; esimerkiksi
</p><!--l. 105--><p class="noindent">
                                                                  

                                                                  
<!--tex4ht:inline--></p><!--l. 105--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="block" >
<mtable 
class="gather-star">
<mtr> 
<mtd><mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><mn>1</mn> </mtd><mtd 
class="array"  columnalign="center"> <mo 
class="MathClass-bin">&#x2212;</mo><mn>2</mn> </mtd>
</mtr><mtr><mtd 
class="array"  columnalign="center"><mn>1</mn> </mtd><mtd 
class="array"  columnalign="center"> <mo 
class="MathClass-bin">&#x2212;</mo><mn>2</mn> </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                    </mrow></mfenced></mpadded><mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><mn>2</mn> </mtd><mtd 
class="array"  columnalign="center"> <mn>2</mn> </mtd>
</mtr><mtr><mtd 
class="array"  columnalign="center"><mn>1</mn> </mtd><mtd 
class="array"  columnalign="center"> <mn>1</mn> </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                    </mrow></mfenced></mpadded> <mo 
class="MathClass-rel">=</mo> <mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><mn>0</mn> </mtd><mtd 
class="array"  columnalign="center"> <mn>0</mn> </mtd>
</mtr><mtr><mtd 
class="array"  columnalign="center"><mn>0</mn> </mtd><mtd 
class="array"  columnalign="center"> <mn>0</mn> </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                    </mrow></mfenced></mpadded><!--mstyle 
class="text"--><mtext class="textrm" mathvariant="normal" >,&#x00A0;mutta</mtext><!--/mstyle--></mtd> 
<mtd></mtd>
</mtr><mtr> 
<mtd><mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><mn>2</mn> </mtd><mtd 
class="array"  columnalign="center"> <mn>2</mn> </mtd>
</mtr><mtr><mtd 
class="array"  columnalign="center"><mn>1</mn> </mtd><mtd 
class="array"  columnalign="center"> <mn>1</mn> </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                    </mrow></mfenced></mpadded><mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><mn>1</mn> </mtd><mtd 
class="array"  columnalign="center"> <mo 
class="MathClass-bin">&#x2212;</mo><mn>2</mn> </mtd>
</mtr><mtr><mtd 
class="array"  columnalign="center"><mn>1</mn> </mtd><mtd 
class="array"  columnalign="center"> <mo 
class="MathClass-bin">&#x2212;</mo><mn>2</mn> </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                    </mrow></mfenced></mpadded> <mo 
class="MathClass-rel">=</mo> <mpadded width="105%" lspace="0.1em"> <mfenced separators="" 
open="["  close="]" ><mrow><mtable  align="axis"  
equalrows="false" equalcolumns="false" class="array"><mtr><mtd 
class="array"  columnalign="center"><mn>4</mn> </mtd><mtd 
class="array"  columnalign="center"> <mo 
class="MathClass-bin">&#x2212;</mo><mn>8</mn> </mtd>
</mtr><mtr><mtd 
class="array"  columnalign="center"><mn>2</mn> </mtd><mtd 
class="array"  columnalign="center"> <mo 
class="MathClass-bin">&#x2212;</mo><mn>4</mn> </mtd></mtr>
<!--*\c@MaxMatrixCols c--></mtable>                                                                                                    </mrow></mfenced></mpadded></mtd>       
<mtd></mtd></mtr></mtable>
</math>
<!--l. 133--><p class="nopar">
</p><!--l. 136--><p class="noindent">Yll&#x00E4; olevasta esimerkist&#x00E4; k&#x00E4;y my&#x00F6;s ilmi, ett&#x00E4; tulon
nollas&#x00E4;&#x00E4;nt&#x00F6; ei p&#x00E4;de matriiseille: vaikka tulo olisi nollamatriisi, ei
kummankaan tulon tekij&#x00F6;ist&#x00E4; tarvitse olla nollamatriisi. Mieti
p&#x00E4;teek&#x00F6; t&#x00E4;m&#x00E4; my&#x00F6;s toisinp&#x00E4;in.
</p><!--l. 140--><p class="noindent">Matriiseille <!--l. 140--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>A</mi></math>,
<!--l. 140--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>B</mi></math> ja
<!--l. 140--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>C</mi></math>
p&#x00E4;tev&#x00E4;t seuraavat s&#x00E4;&#x00E4;nn&#x00F6;t:
</p>
     <ul class="itemize1">
     <li class="itemize"><!--l. 144--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mrow><mo 
class="MathClass-open">(</mo><mrow><mi 
>A</mi><mi 
>B</mi></mrow><mo 
class="MathClass-close">)</mo></mrow><mi 
>C</mi> <mo 
class="MathClass-rel">=</mo> <mi 
>A</mi><mrow><mo 
class="MathClass-open">(</mo><mrow><mi 
>B</mi><mi 
>C</mi></mrow><mo 
class="MathClass-close">)</mo></mrow></math>
     </li>
     <li class="itemize"><!--l. 146--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>A</mi><mrow><mo 
class="MathClass-open">(</mo><mrow><mi 
>B</mi> <mo 
class="MathClass-bin">+</mo> <mi 
>C</mi></mrow><mo 
class="MathClass-close">)</mo></mrow> <mo 
class="MathClass-rel">=</mo> <mi 
>A</mi><mi 
>B</mi> <mo 
class="MathClass-bin">+</mo> <mi 
>A</mi><mi 
>C</mi></math>
     </li>
     <li class="itemize"><!--l. 148--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="inline" ><mi 
>r</mi><mrow><mo 
class="MathClass-open">(</mo><mrow><mi 
>A</mi><mi 
>B</mi></mrow><mo 
class="MathClass-close">)</mo></mrow> <mo 
class="MathClass-rel">=</mo> <mrow><mo 
class="MathClass-open">(</mo><mrow><mi 
>r</mi><mi 
>A</mi></mrow><mo 
class="MathClass-close">)</mo></mrow><mi 
>B</mi> <mo 
class="MathClass-rel">=</mo> <mi 
>A</mi><mrow><mo 
class="MathClass-open">(</mo><mrow><mi 
>r</mi><mi 
>B</mi></mrow><mo 
class="MathClass-close">)</mo></mrow><mo 
class="MathClass-punc">,</mo><mspace width="1em" class="quad"/><mi 
>r</mi> <mo 
class="MathClass-rel">&#x2208;</mo> <mi mathvariant="double-struck">&#x211D;</mi></math></li></ul>
<!--l. 151--><p class="noindent">Matriisitulon transpoosille p&#x00E4;tee:
</p>
                                                                  

                                                                  
<div class="par-math-display"><!--l. 153--><math 
 xmlns="http://www.w3.org/1998/Math/MathML" display="block" ><mrow 
><msup><mrow 
>
                          <mrow><mo 
class="MathClass-open">(</mo><mrow><mi 
>A</mi><mi 
>B</mi></mrow><mo 
class="MathClass-close">)</mo></mrow></mrow><mrow 
><mo class="qopname">T</mo><!--nolimits--></mrow></msup 
> <mo 
class="MathClass-rel">=</mo> <msup><mrow 
><mi 
>B</mi></mrow><mrow 
><mo class="qopname">T</mo><!--nolimits--></mrow></msup 
><msup><mrow 
><mi 
>A</mi></mrow><mrow 
><mo class="qopname">T</mo><!--nolimits--></mrow></msup 
>
</mrow></math></div>
<!--l. 155--><p class="nopar">
</p><!--l. 157--><p class="noindent"><span 
class="aebx-10">Linkkej</span><span 
class="aebx-10">&#x00E4;</span>
</p><!--l. 158--><p class="noindent"><a 
href="matriisi.xml" >Matriisi</a>
<br class="newline" /> <a 
href="matriisilaskut.xml" >Matriisien yhteenlasku ja skalaarilla kertominen</a>
<br class="newline" />
<br class="newline" />
<span 
class="aeti-10">Ossi Mauno    </span>28.10.2004
</p>
 
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