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  </script></head><body><hr/><div><a class="rout" href="../../pdf/F08/f08bhf.pdf">F08BHF (DTZRZF) (PDF version)</a></div><div><a class="chap" href="f08conts.xml">F08 Chapter Contents</a></div><div><a class="chapint" href="f08intro.xml">F08 Chapter Introduction</a></div>
<div><a class="htmltoc" href="../FRONTMATTER/manconts.xml">NAG Library Manual</a></div><hr/><h1 class="libdoc">NAG Library Routine Document<br/><br/>F08BHF (DTZRZF)</h1><div class="paramtext"><div class="header"><b>Note:</b>&#160; before using this routine, please read the Users' Note for your implementation to check the interpretation of <span class="bitalic">bold italicised</span> terms and other implementation-dependent details.</div></div> 
<div class="htmltoc">
<h2 class="htmltoc"><span class="htmltochead" onclick="showLevel('htmltoc');"><span class="htmltocplus" id="htmltocplus">+</span><span class="htmltocminus" id="htmltocminus">&#8722;</span></span>&#160;Contents</h2>
<div class="htmltocitem" id="htmltoc">
<div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#purpose">1&#160;&#160;<b>Purpose</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#specification">2&#160;&#160;<b>Specification</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#description">3&#160;&#160;<b>Description</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#references">4&#160;&#160;<b>References</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#parameters">5&#160;&#160;<b>Parameters</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#errors">6&#160;&#160;<b>Error Indicators and Warnings</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#accuracy">7&#160;&#160;<b>Accuracy</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#fcomments">8&#160;&#160;<b>Further Comments</b></a>
</div><div class="htmltoc">
<span class="htmltoc" onclick="showLevel('tocexample');"><span class="htmltocplus" id="tocexampleplus">+</span><span class="htmltocminus" id="tocexampleminus">&#8722;</span></span>
<a class="htmltoc" href="#example">9&#160;&#160;<b>Example</b></a>
<div class="htmltocitem" id="tocexample">
<div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#examtext">9.1&#160;&#160;<b>Program Text</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#examdata">9.2&#160;&#160;<b>Program Data</b></a>
</div><div class="htmltoc">
<span class="htmltocplus">&#160;&#160;&#160;</span>
<a class="htmltoc" href="#examresults">9.3&#160;&#160;<b>Program Results</b></a>
</div>
</div>
</div>
</div>
</div><h2 class="standard"><a class="sec" name="purpose" id="purpose"/>1&#160;&#160;Purpose</h2>
<div class="paramtext">F08BHF (DTZRZF) reduces the <m:math><m:mi>m</m:mi></m:math>&#160;by <m:math><m:mi>n</m:mi></m:math>&#160;(<m:math><m:mi>m</m:mi><m:mo>&#8804;</m:mo><m:mi>n</m:mi></m:math>) real upper trapezoidal matrix <m:math><m:mi>A</m:mi></m:math>&#160;to upper triangular form by means of orthogonal transformations.</div><h2 class="standard"><a class="sec" name="specification" id="specification"/>2&#160;&#160;Specification</h2><table class="fspec"><tr><td class="tdfspec1">
<div class="left-tablediv"><table class="fspec1"><tbody>
<tr>
<td class="tdfspec1" valign="top" align="left">SUBROUTINE&#160;F08BHF&#160;(</td>
<td class="tdfspec2" valign="top" align="left"><a class="arg" href="#M">M</a>, <a class="arg" href="#N">N</a>, <a class="arg" href="#A">A</a>, <a class="arg" href="#LDA">LDA</a>, <a class="arg" href="#TAU">TAU</a>, <a class="arg" href="#WORK">WORK</a>, <a class="arg" href="#LWORK">LWORK</a>, <a class="arg" href="#INFO">INFO</a>)</td>
</tr>
</tbody>
</table></div>
<div class="left-tablediv"><table class="fspec3"><tbody>
<tr>
<td class="tdfspec1" valign="top" align="left">INTEGER&#160;</td>
<td class="tdfspec2" valign="top" align="left">M, N, LDA, LWORK, INFO</td>
</tr>
<tr>
<td class="tdfspec1" valign="top" align="left">REAL&#160;(KIND=nag_wp)&#160;</td>
<td class="tdfspec2" valign="top" align="left">A(LDA,*), TAU(*), WORK(max(1,LWORK))</td>
</tr>
</tbody>
</table></div>
</td></tr></table>
<div class="paramtext">The routine may be called by its 
    LAPACK
    name <span class="bitalic">dtzrzf</span>.</div><h2 class="standard"><a class="sec" name="description" id="description"/>3&#160;&#160;Description</h2>
<div class="paramtext">The <m:math><m:mi>m</m:mi></m:math>&#160;by <m:math><m:mi>n</m:mi></m:math>&#160;(<m:math><m:mi>m</m:mi><m:mo>&#8804;</m:mo><m:mi>n</m:mi></m:math>) real upper trapezoidal matrix <m:math><m:mi>A</m:mi></m:math>&#160;given by

<div class="formula"><table class="formula"><tr><td class="formula"><m:math display="block">
 <m:mi>A</m:mi>
 <m:mo>=</m:mo>
 <m:mfenced><m:mtable>
  <m:mtr>
   <m:mtd><m:msub><m:mi>R</m:mi><m:mn>1</m:mn></m:msub></m:mtd>
   <m:mtd><m:msub><m:mi>R</m:mi><m:mn>2</m:mn></m:msub></m:mtd>
  </m:mtr>
 </m:mtable></m:mfenced>
 <m:mtext>,</m:mtext>
</m:math></td><td class="formula2"/></tr></table></div>

where <m:math><m:msub><m:mi>R</m:mi><m:mn>1</m:mn></m:msub></m:math>&#160;is an <m:math><m:mi>m</m:mi></m:math>&#160;by <m:math><m:mi>m</m:mi></m:math>&#160;upper triangular matrix and <m:math><m:msub><m:mi>R</m:mi><m:mn>2</m:mn></m:msub></m:math>&#160;is an <m:math><m:mi>m</m:mi></m:math>&#160;by <m:math><m:mfenced separators=""><m:mi>n</m:mi><m:mo>-</m:mo><m:mi>m</m:mi></m:mfenced></m:math>&#160;matrix, is factorized as

<div class="formula"><table class="formula"><tr><td class="formula"><m:math display="block">
 <m:mi>A</m:mi>
 <m:mo>=</m:mo>
 <m:mfenced><m:mtable>
  <m:mtr>
   <m:mtd><m:mi>R</m:mi></m:mtd>
   <m:mtd><m:mn>0</m:mn></m:mtd>
  </m:mtr>
 </m:mtable></m:mfenced>
 <m:mi>Z</m:mi>
 <m:mtext>,</m:mtext>
</m:math></td><td class="formula2"/></tr></table></div>

where <m:math><m:mi>R</m:mi></m:math>&#160;is also an <m:math><m:mi>m</m:mi></m:math>&#160;by <m:math><m:mi>m</m:mi></m:math>&#160;upper triangular matrix and <m:math><m:mi>Z</m:mi></m:math>&#160;is an <m:math><m:mi>n</m:mi></m:math>&#160;by <m:math><m:mi>n</m:mi></m:math>&#160;orthogonal matrix.</div><h2 class="standard"><a class="sec" name="references" id="references"/>4&#160;&#160;References</h2><div class="paramtext"><a name="ref252" id="ref252"/>Anderson E, Bai Z, Bischof C, Blackford S, Demmel J, Dongarra J J, Du Croz J J, Greenbaum A, Hammarling S, McKenney A and Sorensen D (1999)  <i>LAPACK Users' Guide</i> (3rd Edition) SIAM, Philadelphia <a class="url" href="http://www.netlib.org/lapack/lug">http://www.netlib.org/lapack/lug</a></div><h2 class="standard"><a class="sec" name="parameters" id="parameters"/>5&#160;&#160;Parameters</h2>
<dl><dt class="paramhead"><a name="M" id="M"/>1: &#160;&#160;&#8194; M &#8211; INTEGER<span class="pclass">Input</span></dt><dd>
<div class="paramtext"><i>On entry</i>: 

<m:math><m:mi>m</m:mi></m:math>, the number of rows of the matrix <m:math><m:mi>A</m:mi></m:math>.</div><div class="paramtext"><i>Constraint</i>:
  <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#M"><m:mi mathcolor="#EE0000" mathvariant="bold">M</m:mi></m:maction><m:mo>&#8805;</m:mo><m:mn>0</m:mn></m:math>.
</div>
</dd><dt class="paramhead"><a name="N" id="N"/>2: &#160;&#160;&#8194; N &#8211; INTEGER<span class="pclass">Input</span></dt><dd>
<div class="paramtext"><i>On entry</i>: 

<m:math><m:mi>n</m:mi></m:math>, the number of columns of the matrix <m:math><m:mi>A</m:mi></m:math>.</div><div class="paramtext"><i>Constraint</i>:
  <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#N"><m:mi mathcolor="#EE0000" mathvariant="bold">N</m:mi></m:maction><m:mo>&#8805;</m:mo><m:mn>0</m:mn></m:math>.
</div>
</dd><dt class="paramhead"><a name="A" id="A"/>3: &#160;&#160;&#8194; A(<a class="arg" href="#LDA">LDA</a>,<m:math><m:mo>*</m:mo></m:math>) &#8211; REAL&#160;(KIND=nag_wp)&#160;array<span class="pclass">Input/Output</span></dt><dd>
<div class="paramtext"><b>Note:</b> the second dimension of the array <a class="arg" href="#A">A</a>
must be at least
<m:math><m:mrow><m:mi>max</m:mi><m:mspace width="0.125em"/><m:mfenced separators=""><m:mn>1</m:mn><m:mo>,</m:mo><m:maction actiontype="link" dsi:type="simple" dsi:href="#N"><m:mi mathcolor="#EE0000" mathvariant="bold">N</m:mi></m:maction></m:mfenced></m:mrow></m:math>.</div>
<div class="paramtext"><i>On entry</i>: the leading <m:math><m:mi>m</m:mi></m:math>&#160;by <m:math><m:mi>n</m:mi></m:math>&#160;upper trapezoidal part of the array <a class="arg" href="#A">A</a> must contain the matrix to be factorized.</div>
<div class="paramtext"><i>On exit</i>: the leading <m:math><m:mi>m</m:mi></m:math>&#160;by <m:math><m:mi>m</m:mi></m:math>&#160;upper triangular part of <a class="arg" href="#A">A</a> contains the upper triangular matrix <m:math><m:mi>R</m:mi></m:math>, and elements <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#M"><m:mi mathcolor="#EE0000" mathvariant="bold">M</m:mi></m:maction><m:mo>+</m:mo><m:mn>1</m:mn></m:math>&#160;to <a class="arg" href="#N">N</a> of the first <m:math><m:mi>m</m:mi></m:math>&#160;rows of <a class="arg" href="#A">A</a>, with the array <a class="arg" href="#TAU">TAU</a>, represent the
orthogonal
matrix <m:math><m:mi>Z</m:mi></m:math>&#160;as a product of <m:math><m:mi>m</m:mi></m:math>&#160;elementary reflectors.</div></dd><dt class="paramhead"><a name="LDA" id="LDA"/>4: &#160;&#160;&#8194; LDA &#8211; INTEGER<span class="pclass">Input</span></dt><dd>
<div class="paramtext"><i>On entry</i>: the first dimension of the array <a class="arg" href="#A">A</a> as declared in the (sub)program from which F08BHF (DTZRZF) is called.</div><div class="paramtext"><i>Constraint</i>:
  <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#LDA"><m:mi mathcolor="#EE0000" mathvariant="bold">LDA</m:mi></m:maction><m:mo>&#8805;</m:mo><m:mrow><m:mi>max</m:mi><m:mspace width="0.125em"/><m:mfenced separators=""><m:mn>1</m:mn><m:mo>,</m:mo><m:maction actiontype="link" dsi:type="simple" dsi:href="#M"><m:mi mathcolor="#EE0000" mathvariant="bold">M</m:mi></m:maction></m:mfenced></m:mrow></m:math>.
</div>
</dd><dt class="paramhead"><a name="TAU" id="TAU"/>5: &#160;&#160;&#8194; TAU(<m:math><m:mo>*</m:mo></m:math>) &#8211; REAL&#160;(KIND=nag_wp)&#160;array<span class="pclass">Output</span></dt><dd>
<div class="paramtext"><b>Note:</b> the dimension of the array <a class="arg" href="#TAU">TAU</a>
must be at least
<m:math><m:mrow><m:mi>max</m:mi><m:mspace width="0.125em"/><m:mfenced separators=""><m:mn>1</m:mn><m:mo>,</m:mo><m:maction actiontype="link" dsi:type="simple" dsi:href="#M"><m:mi mathcolor="#EE0000" mathvariant="bold">M</m:mi></m:maction></m:mfenced></m:mrow></m:math>.</div>
<div class="paramtext"><i>On exit</i>: the scalar factors of the elementary reflectors.</div>
</dd><dt class="paramhead"><a name="WORK" id="WORK"/>6: &#160;&#160;&#8194; WORK(<m:math><m:mrow><m:mi>max</m:mi><m:mspace width="0.125em"/><m:mfenced separators=""><m:mn>1</m:mn><m:mo>,</m:mo><m:maction actiontype="link" dsi:type="simple" dsi:href="#LWORK"><m:mi mathcolor="#EE0000" mathvariant="bold">LWORK</m:mi></m:maction></m:mfenced></m:mrow></m:math>) &#8211; REAL&#160;(KIND=nag_wp)&#160;array<span class="pclass">Workspace</span></dt><dd><div class="paramtext"><i>On exit</i>: if <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#INFO"><m:mi mathcolor="#EE0000" mathvariant="bold">INFO</m:mi></m:maction><m:mo>=</m:mo><m:maction actiontype="link" dsi:type="simple" dsi:href="#errors"><m:mn mathcolor="#003399" mathvariant="bold">0</m:mn></m:maction></m:math>, <m:math><m:mrow><m:maction actiontype="link" dsi:type="simple" dsi:href="#WORK"><m:mi mathcolor="#EE0000" mathvariant="bold">WORK</m:mi></m:maction><m:mfenced separators="," open="(" close=")"><m:mn>1</m:mn></m:mfenced></m:mrow></m:math>&#160;contains the minimum value of <a class="arg" href="#LWORK">LWORK</a> required for optimal performance.</div>
</dd><dt class="paramhead"><a name="LWORK" id="LWORK"/>7: &#160;&#160;&#8194; LWORK &#8211; INTEGER<span class="pclass">Input</span></dt><dd>
<div class="paramtext"><i>On entry</i>: 
the dimension of the array <a class="arg" href="#WORK">WORK</a> as declared in the (sub)program from which F08BHF (DTZRZF) is called.

<div class="paramtext">If <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#LWORK"><m:mi mathcolor="#EE0000" mathvariant="bold">LWORK</m:mi></m:maction><m:mo>=</m:mo><m:mrow><m:mo>-</m:mo><m:mn>1</m:mn></m:mrow></m:math>, a workspace query is assumed; the routine only calculates the optimal size of the <a class="arg" href="#WORK">WORK</a> array, returns this value as the first entry of the <a class="arg" href="#WORK">WORK</a> array, and no error message related to <a class="arg" href="#LWORK">LWORK</a> is issued.</div></div>
<div class="paramtext"><i>Suggested value</i>:
  for optimal performance, <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#LWORK"><m:mi mathcolor="#EE0000" mathvariant="bold">LWORK</m:mi></m:maction><m:mo>&#8805;</m:mo><m:maction actiontype="link" dsi:type="simple" dsi:href="#M"><m:mi mathcolor="#EE0000" mathvariant="bold">M</m:mi></m:maction><m:mo>&#215;</m:mo><m:mi mathvariant="italic">nb</m:mi></m:math>, where <m:math><m:mi mathvariant="italic">nb</m:mi></m:math>&#160;is the optimal <span class="bitalic">block size</span>.

</div><div class="paramtext"><i>Constraint</i>:
  <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#LWORK"><m:mi mathcolor="#EE0000" mathvariant="bold">LWORK</m:mi></m:maction><m:mo>&#8805;</m:mo><m:mrow><m:mi>max</m:mi><m:mspace width="0.125em"/><m:mfenced separators=""><m:mn>1</m:mn><m:mo>,</m:mo><m:maction actiontype="link" dsi:type="simple" dsi:href="#M"><m:mi mathcolor="#EE0000" mathvariant="bold">M</m:mi></m:maction></m:mfenced></m:mrow></m:math>&#160;or <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#LWORK"><m:mi mathcolor="#EE0000" mathvariant="bold">LWORK</m:mi></m:maction><m:mo>=</m:mo><m:mrow><m:mo>-</m:mo><m:mn>1</m:mn></m:mrow></m:math>.
</div>
</dd><dt class="paramhead"><a name="INFO" id="INFO"/>8: &#160;&#160;&#8194; INFO &#8211; INTEGER<span class="pclass">Output</span></dt><dd><div class="paramtext"><i>On exit</i>: <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#INFO"><m:mi mathcolor="#EE0000" mathvariant="bold">INFO</m:mi></m:maction><m:mo>=</m:mo><m:mn>0</m:mn></m:math>&#160;unless the routine detects an error (see <a class="sec" href="#errors">Section 6</a>).</div></dd></dl><h2 class="standard"><a class="sec" name="errors" id="errors"/>6&#160;&#160;Error Indicators and Warnings</h2>
<div class="paramtext">Errors or warnings detected by the routine:</div>
<dl class="ifail">
<dt class="errorhead"><a name="INlt0" id="INlt0"/><m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#INFO"><m:mi mathcolor="#EE0000" mathvariant="bold">INFO</m:mi></m:maction><m:mo>&lt;</m:mo><m:mn>0</m:mn></m:math></dt>
<dd><div class="paramtext">If <m:math><m:maction actiontype="link" dsi:type="simple" dsi:href="#INFO"><m:mi mathcolor="#EE0000" mathvariant="bold">INFO</m:mi></m:maction><m:mo>=</m:mo><m:mo>-</m:mo><m:mi>i</m:mi></m:math>, argument <m:math><m:mi>i</m:mi></m:math>&#160;had an illegal value. An explanatory message is output, and execution of the program is terminated.</div></dd>
</dl><h2 class="standard"><a class="sec" name="accuracy" id="accuracy"/>7&#160;&#160;Accuracy</h2>
<div class="paramtext">The computed factorization is the exact factorization of a nearby matrix <m:math><m:mi>A</m:mi><m:mo>+</m:mo><m:mi>E</m:mi></m:math>, where

<div class="formula"><table class="formula"><tr><td class="formula"><m:math display="block">
 <m:msub><m:mfenced open="&#8214;" close="&#8214;" separators=""><m:mi>E</m:mi></m:mfenced><m:mn>2</m:mn></m:msub>
 <m:mo>=</m:mo>
 <m:mrow><m:mi mathvariant="italic">O</m:mi><m:mo>&#8289;</m:mo><m:mi>&#949;</m:mi></m:mrow>
 <m:msub><m:mfenced open="&#8214;" close="&#8214;" separators=""><m:mi>A</m:mi></m:mfenced><m:mn>2</m:mn></m:msub>
</m:math></td><td class="formula2"/></tr></table></div>

and <m:math><m:mi>&#949;</m:mi></m:math>&#160;is the <span class="bitalic">machine precision</span>.</div><h2 class="standard"><a class="sec" name="fcomments" id="fcomments"/>8&#160;&#160;Further Comments</h2>
<div class="paramtext">The total number of floating point operations is approximately <m:math><m:mn>4</m:mn><m:msup><m:mi>m</m:mi><m:mn>2</m:mn></m:msup><m:mfenced separators=""><m:mi>n</m:mi><m:mo>-</m:mo><m:mi>m</m:mi></m:mfenced></m:math>.</div><div class="paramtext">The complex analogue of this routine is <a class="rout" href="../F08/f08bvf.xml">F08BVF (ZTZRZF)</a>.</div><h2 class="standard"><a class="sec" name="example" id="example"/>9&#160;&#160;Example</h2>
<div class="paramtext">This example solves the linear least squares problems

<div class="formula"><table class="formula"><tr><td class="formula"><m:math display="block">
 <m:munder><m:mi mathvariant="normal">min</m:mi><m:mi>x</m:mi></m:munder><m:mspace width="0.25em"/>
 <m:msub><m:mfenced open="&#8214;" close="&#8214;" separators="">
  <m:msub><m:mi>b</m:mi><m:mi>j</m:mi></m:msub>
  <m:mo>-</m:mo>
  <m:mi>A</m:mi><m:msub><m:mi>x</m:mi><m:mi>j</m:mi></m:msub>
 </m:mfenced><m:mn>2</m:mn></m:msub>
 <m:mtext>, &#8195;</m:mtext>
 <m:mi>j</m:mi><m:mo>=</m:mo><m:mn>1</m:mn><m:mo>,</m:mo><m:mn>2</m:mn>
</m:math></td><td class="formula2"/></tr></table></div>

for the minimum norm solutions <m:math><m:msub><m:mi>x</m:mi><m:mn>1</m:mn></m:msub></m:math>&#160;and <m:math><m:msub><m:mi>x</m:mi><m:mn>2</m:mn></m:msub></m:math>, where <m:math><m:msub><m:mi>b</m:mi><m:mi>j</m:mi></m:msub></m:math>&#160;is the <m:math><m:mi>j</m:mi></m:math>th column of the matrix <m:math><m:mi>B</m:mi></m:math>,

<div class="formula"><table class="formula"><tr><td class="formula"><m:math display="block">
 <m:mi>A</m:mi>
 <m:mo>=</m:mo>
 <m:mfenced><m:mtable columnalign="right">
<m:mtr>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>0.09</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mn>0.14</m:mn></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>0.46</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mn>0.68</m:mn></m:mtd>
   <m:mtd><m:mn>1.29</m:mn></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>1.56</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mn>0.20</m:mn></m:mtd>
   <m:mtd><m:mn>0.29</m:mn></m:mtd>
   <m:mtd><m:mn>1.09</m:mn></m:mtd>
   <m:mtd><m:mn>0.51</m:mn></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>1.48</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>0.43</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mn>0.89</m:mn></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>0.71</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>0.96</m:mn></m:mrow></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>1.09</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mn>0.84</m:mn></m:mtd>
   <m:mtd><m:mn>0.77</m:mn></m:mtd>
   <m:mtd><m:mn>2.11</m:mn></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>1.27</m:mn></m:mrow></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mn>0.08</m:mn></m:mtd>
   <m:mtd><m:mn>0.55</m:mn></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>1.13</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mn>0.14</m:mn></m:mtd>
   <m:mtd><m:mn>1.74</m:mn></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>1.59</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>0.72</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mn>1.06</m:mn></m:mtd>
   <m:mtd><m:mn>1.24</m:mn></m:mtd>
   <m:mtd><m:mn>0.34</m:mn></m:mtd>
</m:mtr>
</m:mtable></m:mfenced>
 <m:mtext>&#8195; and &#8195;</m:mtext>
 <m:mi>B</m:mi><m:mo>=</m:mo>
 <m:mfenced><m:mtable columnalign="right">
<m:mtr>
   <m:mtd><m:mn>7.4</m:mn></m:mtd>
   <m:mtd><m:mn>2.7</m:mn></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mn>4.2</m:mn></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>3.0</m:mn></m:mrow></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>8.3</m:mn></m:mrow></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>9.6</m:mn></m:mrow></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mn>1.8</m:mn></m:mtd>
   <m:mtd><m:mn>1.1</m:mn></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mn>8.6</m:mn></m:mtd>
   <m:mtd><m:mn>4.0</m:mn></m:mtd>
</m:mtr><m:mtr>
   <m:mtd><m:mn>2.1</m:mn></m:mtd>
   <m:mtd><m:mrow><m:mo>-</m:mo><m:mn>5.7</m:mn></m:mrow></m:mtd>
</m:mtr>
</m:mtable></m:mfenced>
 <m:mtext>.</m:mtext>
</m:math></td><td class="formula2"/></tr></table></div></div><div class="paramtext">The solution is obtained by first obtaining a <m:math><m:mi>Q</m:mi><m:mi>R</m:mi></m:math>&#160;factorization with column pivoting of the matrix <m:math><m:mi>A</m:mi></m:math>, and then the <m:math><m:mi>R</m:mi><m:mi>Z</m:mi></m:math>&#160;factorization of the leading <m:math><m:mi>k</m:mi></m:math>&#160;by <m:math><m:mi>k</m:mi></m:math>&#160;part of <m:math><m:mi>R</m:mi></m:math>&#160;is computed, where <m:math><m:mi>k</m:mi></m:math>&#160;is the estimated rank of <m:math><m:mi>A</m:mi></m:math>. A tolerance of <m:math><m:mn>0.01</m:mn></m:math>&#160;is used to estimate the rank of <m:math><m:mi>A</m:mi></m:math>&#160;from the upper triangular factor, <m:math><m:mi>R</m:mi></m:math>.</div><div class="paramtext">Note that the block size (NB) of <m:math><m:mn>64</m:mn></m:math>&#160;assumed in this example is not realistic for such a small problem, but should be suitable for large problems.</div><h3 class="standard"><a class="sec" name="examtext" id="examtext"/>9.1&#160;&#160;Program Text</h3>
<p><a class="verbatimref" href="../../examples/source/f08bhfe.f90">Program Text (f08bhfe.f90)</a></p><h3 class="standard"><a class="sec" name="examdata" id="examdata"/>9.2&#160;&#160;Program Data</h3>
<p><a class="verbatimref" href="../../examples/data/f08bhfe.d">Program&#160;Data (f08bhfe.d)</a></p><h3 class="standard"><a class="sec" name="examresults" id="examresults"/>9.3&#160;&#160;Program Results</h3>
<p><a class="verbatimref" href="../../examples/baseresults/f08bhfe.r">Program Results (f08bhfe.r)</a></p>
<hr/><div><a class="rout" href="../../pdf/F08/f08bhf.pdf">F08BHF (DTZRZF) (PDF version)</a></div><div><a class="chap" href="f08conts.xml">F08 Chapter Contents</a></div><div><a class="chapint" href="f08intro.xml">F08 Chapter Introduction</a></div>
<div><a class="htmltoc" href="../FRONTMATTER/manconts.xml">NAG Library Manual</a></div>
<div><hr/><a class="genint" href="../FRONTMATTER/copyright.xml">&#169; The Numerical Algorithms Group Ltd, Oxford, UK. 2011</a></div></body></html>