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4 | <title>Conceptual Requirements for Distribution Types</title> | |
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24 | </div> | |
25 | <div class="section"> | |
26 | <div class="titlepage"><div><div><h2 class="title" style="clear: both"> | |
27 | <a name="math_toolkit.dist_concept"></a><a class="link" href="dist_concept.html" title="Conceptual Requirements for Distribution Types">Conceptual Requirements for | |
28 | Distribution Types</a> | |
29 | </h2></div></div></div> | |
30 | <p> | |
31 | A <span class="emphasis"><em>DistributionType</em></span> is a type that implements the following | |
32 | conceptual requirements, and encapsulates a statistical distribution. | |
33 | </p> | |
34 | <p> | |
35 | Please note that this documentation should not be used as a substitute for | |
36 | the <a class="link" href="dist_ref.html" title="Statistical Distributions Reference">reference documentation</a>, and | |
37 | <a class="link" href="stat_tut.html" title="Statistical Distributions Tutorial">tutorial</a> of the statistical distributions. | |
38 | </p> | |
39 | <p> | |
40 | In the following table, <span class="emphasis"><em>d</em></span> is an object of type <code class="computeroutput"><span class="identifier">DistributionType</span></code>, <span class="emphasis"><em>cd</em></span> | |
41 | is an object of type <code class="computeroutput"><span class="keyword">const</span> <span class="identifier">DistributionType</span></code> | |
42 | and <span class="emphasis"><em>cr</em></span> is an object of a type convertible to <code class="computeroutput"><span class="identifier">RealType</span></code>. | |
43 | </p> | |
44 | <div class="informaltable"><table class="table"> | |
45 | <colgroup> | |
46 | <col> | |
47 | <col> | |
48 | <col> | |
49 | </colgroup> | |
50 | <thead><tr> | |
51 | <th> | |
52 | <p> | |
53 | Expression | |
54 | </p> | |
55 | </th> | |
56 | <th> | |
57 | <p> | |
58 | Result Type | |
59 | </p> | |
60 | </th> | |
61 | <th> | |
62 | <p> | |
63 | Notes | |
64 | </p> | |
65 | </th> | |
66 | </tr></thead> | |
67 | <tbody> | |
68 | <tr> | |
69 | <td> | |
70 | <p> | |
71 | DistributionType::value_type | |
72 | </p> | |
73 | </td> | |
74 | <td> | |
75 | <p> | |
76 | RealType | |
77 | </p> | |
78 | </td> | |
79 | <td> | |
80 | <p> | |
81 | The real-number type <span class="emphasis"><em>RealType</em></span> upon which the | |
82 | distribution operates. | |
83 | </p> | |
84 | </td> | |
85 | </tr> | |
86 | <tr> | |
87 | <td> | |
88 | <p> | |
89 | DistributionType::policy_type | |
90 | </p> | |
91 | </td> | |
92 | <td> | |
93 | <p> | |
94 | RealType | |
95 | </p> | |
96 | </td> | |
97 | <td> | |
98 | <p> | |
99 | The <a class="link" href="../policy.html" title="Chapter 15. Policies: Controlling Precision, Error Handling etc">Policy</a> to use when evaluating functions | |
100 | that depend on this distribution. | |
101 | </p> | |
102 | </td> | |
103 | </tr> | |
104 | <tr> | |
105 | <td> | |
106 | <p> | |
107 | d = cd | |
108 | </p> | |
109 | </td> | |
110 | <td> | |
111 | <p> | |
112 | Distribution& | |
113 | </p> | |
114 | </td> | |
115 | <td> | |
116 | <p> | |
117 | Distribution types are assignable. | |
118 | </p> | |
119 | </td> | |
120 | </tr> | |
121 | <tr> | |
122 | <td> | |
123 | <p> | |
124 | Distribution(cd) | |
125 | </p> | |
126 | </td> | |
127 | <td> | |
128 | <p> | |
129 | Distribution | |
130 | </p> | |
131 | </td> | |
132 | <td> | |
133 | <p> | |
134 | Distribution types are copy constructible. | |
135 | </p> | |
136 | </td> | |
137 | </tr> | |
138 | <tr> | |
139 | <td> | |
140 | <p> | |
141 | pdf(cd, cr) | |
142 | </p> | |
143 | </td> | |
144 | <td> | |
145 | <p> | |
146 | RealType | |
147 | </p> | |
148 | </td> | |
149 | <td> | |
150 | <p> | |
151 | Returns the PDF of the distribution. | |
152 | </p> | |
153 | </td> | |
154 | </tr> | |
155 | <tr> | |
156 | <td> | |
157 | <p> | |
158 | cdf(cd, cr) | |
159 | </p> | |
160 | </td> | |
161 | <td> | |
162 | <p> | |
163 | RealType | |
164 | </p> | |
165 | </td> | |
166 | <td> | |
167 | <p> | |
168 | Returns the CDF of the distribution. | |
169 | </p> | |
170 | </td> | |
171 | </tr> | |
172 | <tr> | |
173 | <td> | |
174 | <p> | |
175 | cdf(complement(cd, cr)) | |
176 | </p> | |
177 | </td> | |
178 | <td> | |
179 | <p> | |
180 | RealType | |
181 | </p> | |
182 | </td> | |
183 | <td> | |
184 | <p> | |
185 | Returns the complement of the CDF of the distribution, the same as: | |
186 | <code class="computeroutput"><span class="number">1</span><span class="special">-</span><span class="identifier">cdf</span><span class="special">(</span><span class="identifier">cd</span><span class="special">,</span> <span class="identifier">cr</span><span class="special">)</span></code> | |
187 | </p> | |
188 | </td> | |
189 | </tr> | |
190 | <tr> | |
191 | <td> | |
192 | <p> | |
193 | quantile(cd, cr) | |
194 | </p> | |
195 | </td> | |
196 | <td> | |
197 | <p> | |
198 | RealType | |
199 | </p> | |
200 | </td> | |
201 | <td> | |
202 | <p> | |
203 | Returns the quantile (or percentile) of the distribution. | |
204 | </p> | |
205 | </td> | |
206 | </tr> | |
207 | <tr> | |
208 | <td> | |
209 | <p> | |
210 | quantile(complement(cd, cr)) | |
211 | </p> | |
212 | </td> | |
213 | <td> | |
214 | <p> | |
215 | RealType | |
216 | </p> | |
217 | </td> | |
218 | <td> | |
219 | <p> | |
220 | Returns the quantile (or percentile) of the distribution, starting | |
221 | from the complement of the probability, the same as: <code class="computeroutput"><span class="identifier">quantile</span><span class="special">(</span><span class="identifier">cd</span><span class="special">,</span> <span class="number">1</span><span class="special">-</span><span class="identifier">cr</span><span class="special">)</span></code> | |
222 | </p> | |
223 | </td> | |
224 | </tr> | |
225 | <tr> | |
226 | <td> | |
227 | <p> | |
228 | chf(cd, cr) | |
229 | </p> | |
230 | </td> | |
231 | <td> | |
232 | <p> | |
233 | RealType | |
234 | </p> | |
235 | </td> | |
236 | <td> | |
237 | <p> | |
238 | Returns the cumulative hazard function of the distribution. | |
239 | </p> | |
240 | </td> | |
241 | </tr> | |
242 | <tr> | |
243 | <td> | |
244 | <p> | |
245 | hazard(cd, cr) | |
246 | </p> | |
247 | </td> | |
248 | <td> | |
249 | <p> | |
250 | RealType | |
251 | </p> | |
252 | </td> | |
253 | <td> | |
254 | <p> | |
255 | Returns the hazard function of the distribution. | |
256 | </p> | |
257 | </td> | |
258 | </tr> | |
259 | <tr> | |
260 | <td> | |
261 | <p> | |
262 | kurtosis(cd) | |
263 | </p> | |
264 | </td> | |
265 | <td> | |
266 | <p> | |
267 | RealType | |
268 | </p> | |
269 | </td> | |
270 | <td> | |
271 | <p> | |
272 | Returns the kurtosis of the distribution. | |
273 | </p> | |
274 | </td> | |
275 | </tr> | |
276 | <tr> | |
277 | <td> | |
278 | <p> | |
279 | kurtosis_excess(cd) | |
280 | </p> | |
281 | </td> | |
282 | <td> | |
283 | <p> | |
284 | RealType | |
285 | </p> | |
286 | </td> | |
287 | <td> | |
288 | <p> | |
289 | Returns the kurtosis excess of the distribution. | |
290 | </p> | |
291 | </td> | |
292 | </tr> | |
293 | <tr> | |
294 | <td> | |
295 | <p> | |
296 | mean(cd) | |
297 | </p> | |
298 | </td> | |
299 | <td> | |
300 | <p> | |
301 | RealType | |
302 | </p> | |
303 | </td> | |
304 | <td> | |
305 | <p> | |
306 | Returns the mean of the distribution. | |
307 | </p> | |
308 | </td> | |
309 | </tr> | |
310 | <tr> | |
311 | <td> | |
312 | <p> | |
313 | mode(cd) | |
314 | </p> | |
315 | </td> | |
316 | <td> | |
317 | <p> | |
318 | RealType | |
319 | </p> | |
320 | </td> | |
321 | <td> | |
322 | <p> | |
323 | Returns the mode of the distribution. | |
324 | </p> | |
325 | </td> | |
326 | </tr> | |
327 | <tr> | |
328 | <td> | |
329 | <p> | |
330 | skewness(cd) | |
331 | </p> | |
332 | </td> | |
333 | <td> | |
334 | <p> | |
335 | RealType | |
336 | </p> | |
337 | </td> | |
338 | <td> | |
339 | <p> | |
340 | Returns the skewness of the distribution. | |
341 | </p> | |
342 | </td> | |
343 | </tr> | |
344 | <tr> | |
345 | <td> | |
346 | <p> | |
347 | standard_deviation(cd) | |
348 | </p> | |
349 | </td> | |
350 | <td> | |
351 | <p> | |
352 | RealType | |
353 | </p> | |
354 | </td> | |
355 | <td> | |
356 | <p> | |
357 | Returns the standard deviation of the distribution. | |
358 | </p> | |
359 | </td> | |
360 | </tr> | |
361 | <tr> | |
362 | <td> | |
363 | <p> | |
364 | variance(cd) | |
365 | </p> | |
366 | </td> | |
367 | <td> | |
368 | <p> | |
369 | RealType | |
370 | </p> | |
371 | </td> | |
372 | <td> | |
373 | <p> | |
374 | Returns the variance of the distribution. | |
375 | </p> | |
376 | </td> | |
377 | </tr> | |
378 | </tbody> | |
379 | </table></div> | |
380 | </div> | |
381 | <table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr> | |
382 | <td align="left"></td> | |
383 | <td align="right"><div class="copyright-footer">Copyright © 2006-2010, 2012-2014 Nikhar Agrawal, | |
384 | Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert | |
385 | Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan Råde, Gautam Sewani, | |
386 | Benjamin Sobotta, Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p> | |
387 | Distributed under the Boost Software License, Version 1.0. (See accompanying | |
388 | 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>) | |
389 | </p> | |
390 | </div></td> | |
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