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4<title>Algorithm TOMS 748: Alefeld, Potra and Shi: Enclosing zeros of continuous functions</title>
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27<a name="math_toolkit.roots_noderiv.TOMS748"></a><a class="link" href="TOMS748.html" title="Algorithm TOMS 748: Alefeld, Potra and Shi: Enclosing zeros of continuous functions">Algorithm TOMS 748:
28      Alefeld, Potra and Shi: Enclosing zeros of continuous functions</a>
29</h3></div></div></div>
30<pre class="programlisting"><span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">F</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">Tol</span><span class="special">&gt;</span>
31<span class="identifier">std</span><span class="special">::</span><span class="identifier">pair</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">,</span> <span class="identifier">T</span><span class="special">&gt;</span>
32   <span class="identifier">toms748_solve</span><span class="special">(</span>
33      <span class="identifier">F</span> <span class="identifier">f</span><span class="special">,</span>
34      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">a</span><span class="special">,</span>
35      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">b</span><span class="special">,</span>
36      <span class="identifier">Tol</span> <span class="identifier">tol</span><span class="special">,</span>
37      <span class="identifier">boost</span><span class="special">::</span><span class="identifier">uintmax_t</span><span class="special">&amp;</span> <span class="identifier">max_iter</span><span class="special">);</span>
38
39<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">F</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">Tol</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter 21. Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
40<span class="identifier">std</span><span class="special">::</span><span class="identifier">pair</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">,</span> <span class="identifier">T</span><span class="special">&gt;</span>
41   <span class="identifier">toms748_solve</span><span class="special">(</span>
42      <span class="identifier">F</span> <span class="identifier">f</span><span class="special">,</span>
43      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">a</span><span class="special">,</span>
44      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">b</span><span class="special">,</span>
45      <span class="identifier">Tol</span> <span class="identifier">tol</span><span class="special">,</span>
46      <span class="identifier">boost</span><span class="special">::</span><span class="identifier">uintmax_t</span><span class="special">&amp;</span> <span class="identifier">max_iter</span><span class="special">,</span>
47      <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter 21. Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
48
49<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">F</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">Tol</span><span class="special">&gt;</span>
50<span class="identifier">std</span><span class="special">::</span><span class="identifier">pair</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">,</span> <span class="identifier">T</span><span class="special">&gt;</span>
51   <span class="identifier">toms748_solve</span><span class="special">(</span>
52      <span class="identifier">F</span> <span class="identifier">f</span><span class="special">,</span>
53      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">a</span><span class="special">,</span>
54      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">b</span><span class="special">,</span>
55      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">fa</span><span class="special">,</span>
56      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">fb</span><span class="special">,</span>
57      <span class="identifier">Tol</span> <span class="identifier">tol</span><span class="special">,</span>
58      <span class="identifier">boost</span><span class="special">::</span><span class="identifier">uintmax_t</span><span class="special">&amp;</span> <span class="identifier">max_iter</span><span class="special">);</span>
59
60<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">F</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <span class="identifier">Tol</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter 21. Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
61<span class="identifier">std</span><span class="special">::</span><span class="identifier">pair</span><span class="special">&lt;</span><span class="identifier">T</span><span class="special">,</span> <span class="identifier">T</span><span class="special">&gt;</span>
62   <span class="identifier">toms748_solve</span><span class="special">(</span>
63      <span class="identifier">F</span> <span class="identifier">f</span><span class="special">,</span>
64      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">a</span><span class="special">,</span>
65      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">b</span><span class="special">,</span>
66      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">fa</span><span class="special">,</span>
67      <span class="keyword">const</span> <span class="identifier">T</span><span class="special">&amp;</span> <span class="identifier">fb</span><span class="special">,</span>
68      <span class="identifier">Tol</span> <span class="identifier">tol</span><span class="special">,</span>
69      <span class="identifier">boost</span><span class="special">::</span><span class="identifier">uintmax_t</span><span class="special">&amp;</span> <span class="identifier">max_iter</span><span class="special">,</span>
70      <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter 21. Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
71</pre>
72<p>
73        These functions implement TOMS Algorithm 748: it uses a mixture of cubic,
74        quadratic and linear (secant) interpolation to locate the root of <span class="emphasis"><em>f(x)</em></span>.
75        The two pairs of functions differ only by whether values for <span class="emphasis"><em>f(a)</em></span>
76        and <span class="emphasis"><em>f(b)</em></span> are already available.
77      </p>
78<p>
79        Generally speaking it is easier (and often more efficient) to use <a class="link" href="bracket_solve.html" title="Bracket and Solve Root">bracket
80        and solve</a> rather than trying to bracket the root yourself as this
81        function requires.
82      </p>
83<p>
84        This function is provided rather than <a href="http://en.wikipedia.org/wiki/Brent%27s_method" target="_top">Brent's
85        method</a> as it is known to be more efficient in many cases (it is asymptotically
86        the most efficient known, and has been shown to be optimal for a certain
87        classes of smooth functions). It also has the useful property of decreasing
88        the bracket size with each step, unlike Brent's method which only shrinks
89        the enclosing interval in the final step. This makes it particularly useful
90        when you need a result where the ends of the interval round to the same integer:
91        as often happens in statistical applications, for example. In this situation
92        the function is able to exit after a much smaller number of iterations than
93        would otherwise be possible.
94      </p>
95<p>
96        The <a class="link" href="TOMS748.html" title="Algorithm TOMS 748: Alefeld, Potra and Shi: Enclosing zeros of continuous functions">TOMS 748 algorithm</a>
97        parameters are:
98      </p>
99<div class="variablelist">
100<p class="title"><b></b></p>
101<dl class="variablelist">
102<dt><span class="term">f</span></dt>
103<dd><p>
104              A unary functor (or C++ lambda) that is the function whose root is
105              to be solved. f(x) need not be uniformly increasing or decreasing on
106              <span class="emphasis"><em>x</em></span> and may have multiple roots. However, the bounds
107              given must bracket a single root.
108            </p></dd>
109<dt><span class="term">a</span></dt>
110<dd><p>
111              The lower bound for the initial bracket of the root.
112            </p></dd>
113<dt><span class="term">b</span></dt>
114<dd><p>
115              The upper bound for the initial bracket of the root. It is a precondition
116              that <span class="emphasis"><em>a &lt; b</em></span> and that <span class="emphasis"><em>a</em></span>
117              and <span class="emphasis"><em>b</em></span> bracket the root to find so that <span class="emphasis"><em>f(a)
118              * f(b) &lt; 0</em></span>.
119            </p></dd>
120<dt><span class="term">fa</span></dt>
121<dd><p>
122              Optional: the value of <span class="emphasis"><em>f(a)</em></span>.
123            </p></dd>
124<dt><span class="term">fb</span></dt>
125<dd><p>
126              Optional: the value of <span class="emphasis"><em>f(b)</em></span>.
127            </p></dd>
128<dt><span class="term">tol</span></dt>
129<dd><p>
130              A binary functor (or C++ lambda) that determines the termination condition
131              for the search for the root. <span class="emphasis"><em>tol</em></span> is passed the
132              current brackets at each step, when it returns true, then the current
133              brackets are returned as the result. See also <a class="link" href="root_termination.html" title="Termination Condition Functors">predefined
134              termination functors</a>.
135            </p></dd>
136<dt><span class="term">max_iter</span></dt>
137<dd><p>
138              The maximum number of function invocations to perform in the search
139              for the root. On exit, <span class="emphasis"><em>max_iter</em></span> is set to actual
140              number of function invocations used.
141            </p></dd>
142</dl>
143</div>
144<p>
145        The final <a class="link" href="../../policy.html" title="Chapter 21. Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
146        be used to control the behaviour of the function: how it handles errors,
147        what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter 21. Policies: Controlling Precision, Error Handling etc">policy
148        documentation for more details</a>.
149      </p>
150<p>
151        <code class="computeroutput"><span class="identifier">toms748_solve</span></code> returns: a
152        pair of values <span class="emphasis"><em>r</em></span> that bracket the root so that:
153      </p>
154<div class="blockquote"><blockquote class="blockquote"><p>
155          <span class="emphasis"><em>f(r.first) * f(r.second) &lt;= 0</em></span>
156        </p></blockquote></div>
157<p>
158        and either
159      </p>
160<div class="blockquote"><blockquote class="blockquote"><p>
161          <span class="emphasis"><em>tol(r.first, r.second) == true</em></span>
162        </p></blockquote></div>
163<p>
164        or
165      </p>
166<div class="blockquote"><blockquote class="blockquote"><p>
167          <span class="emphasis"><em>max_iter &gt;= m</em></span>
168        </p></blockquote></div>
169<p>
170        where <span class="emphasis"><em>m</em></span> is the initial value of <span class="emphasis"><em>max_iter</em></span>
171        passed to the function.
172      </p>
173<p>
174        In other words, it's up to the caller to verify whether termination occurred
175        as a result of exceeding <span class="emphasis"><em>max_iter</em></span> function invocations
176        (easily done by checking the updated value of <span class="emphasis"><em>max_iter</em></span>
177        against its previous value passed as parameter), rather than because the
178        termination condition <span class="emphasis"><em>tol</em></span> was satisfied.
179      </p>
180</div>
181<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
182<td align="left"></td>
183<td align="right"><div class="copyright-footer">Copyright © 2006-2019 Nikhar
184      Agrawal, Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos,
185      Hubert Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Matthew Pulver, Johan
186      Råde, Gautam Sewani, Benjamin Sobotta, Nicholas Thompson, Thijs van den Berg,
187      Daryle Walker and Xiaogang Zhang<p>
188        Distributed under the Boost Software License, Version 1.0. (See accompanying
189        file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
190      </p>
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