group__groupSVM.html 37 KB

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  115. <tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
  116. Functions</h2></td></tr>
  117. <tr class="memitem:ga25b5fd8b0e0dc95bd31cdd287e30d2cf"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="group__groupSVM.html#ga25b5fd8b0e0dc95bd31cdd287e30d2cf">arm_svm_linear_init_f32</a> (<a class="el" href="structarm__svm__linear__instance__f32.html">arm_svm_linear_instance_f32</a> *<a class="el" href="arm__bayes__example__f32_8c.html#ad5af783c9e1eb1514dec0a59dac35eb7">S</a>, uint32_t nbOfSupportVectors, uint32_t vectorDimension, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> intercept, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *<a class="el" href="arm__svm__example__f32_8c.html#a6bee216b9b7e7b8d18687cd692e26a8a">dualCoefficients</a>, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *<a class="el" href="arm__svm__example__f32_8c.html#ac636d66272348052cde1083e5a0c3c60">supportVectors</a>, const int32_t *<a class="el" href="arm__svm__example__f32_8c.html#ae76f66a144055c576e6895e411417b63">classes</a>)</td></tr>
  118. <tr class="memdesc:ga25b5fd8b0e0dc95bd31cdd287e30d2cf"><td class="mdescLeft">&#160;</td><td class="mdescRight">SVM linear instance init function. <a href="#ga25b5fd8b0e0dc95bd31cdd287e30d2cf">More...</a><br/></td></tr>
  119. <tr class="separator:ga25b5fd8b0e0dc95bd31cdd287e30d2cf"><td class="memSeparator" colspan="2">&#160;</td></tr>
  120. <tr class="memitem:gae6a74ebedc47b59915c308fa88fe339b"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="group__groupSVM.html#gae6a74ebedc47b59915c308fa88fe339b">arm_svm_linear_predict_f32</a> (const <a class="el" href="structarm__svm__linear__instance__f32.html">arm_svm_linear_instance_f32</a> *<a class="el" href="arm__bayes__example__f32_8c.html#ad5af783c9e1eb1514dec0a59dac35eb7">S</a>, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *in, int32_t *pResult)</td></tr>
  121. <tr class="memdesc:gae6a74ebedc47b59915c308fa88fe339b"><td class="mdescLeft">&#160;</td><td class="mdescRight">SVM linear prediction. <a href="#gae6a74ebedc47b59915c308fa88fe339b">More...</a><br/></td></tr>
  122. <tr class="separator:gae6a74ebedc47b59915c308fa88fe339b"><td class="memSeparator" colspan="2">&#160;</td></tr>
  123. <tr class="memitem:gad004464aae8fdecfc985a02a0de6b0af"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="group__groupSVM.html#gad004464aae8fdecfc985a02a0de6b0af">arm_svm_polynomial_init_f32</a> (<a class="el" href="structarm__svm__polynomial__instance__f32.html">arm_svm_polynomial_instance_f32</a> *<a class="el" href="arm__bayes__example__f32_8c.html#ad5af783c9e1eb1514dec0a59dac35eb7">S</a>, uint32_t nbOfSupportVectors, uint32_t vectorDimension, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> intercept, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *<a class="el" href="arm__svm__example__f32_8c.html#a6bee216b9b7e7b8d18687cd692e26a8a">dualCoefficients</a>, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *<a class="el" href="arm__svm__example__f32_8c.html#ac636d66272348052cde1083e5a0c3c60">supportVectors</a>, const int32_t *<a class="el" href="arm__svm__example__f32_8c.html#ae76f66a144055c576e6895e411417b63">classes</a>, int32_t degree, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> coef0, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> gamma)</td></tr>
  124. <tr class="memdesc:gad004464aae8fdecfc985a02a0de6b0af"><td class="mdescLeft">&#160;</td><td class="mdescRight">SVM polynomial instance init function. <a href="#gad004464aae8fdecfc985a02a0de6b0af">More...</a><br/></td></tr>
  125. <tr class="separator:gad004464aae8fdecfc985a02a0de6b0af"><td class="memSeparator" colspan="2">&#160;</td></tr>
  126. <tr class="memitem:ga5719f32544ecc1b568aaba7f5d237df8"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="group__groupSVM.html#ga5719f32544ecc1b568aaba7f5d237df8">arm_svm_polynomial_predict_f32</a> (const <a class="el" href="structarm__svm__polynomial__instance__f32.html">arm_svm_polynomial_instance_f32</a> *<a class="el" href="arm__bayes__example__f32_8c.html#ad5af783c9e1eb1514dec0a59dac35eb7">S</a>, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *in, int32_t *pResult)</td></tr>
  127. <tr class="memdesc:ga5719f32544ecc1b568aaba7f5d237df8"><td class="mdescLeft">&#160;</td><td class="mdescRight">SVM polynomial prediction. <a href="#ga5719f32544ecc1b568aaba7f5d237df8">More...</a><br/></td></tr>
  128. <tr class="separator:ga5719f32544ecc1b568aaba7f5d237df8"><td class="memSeparator" colspan="2">&#160;</td></tr>
  129. <tr class="memitem:ga1ea7dd56e7f1b57c8fa8fdc35e7c25d4"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="group__groupSVM.html#ga1ea7dd56e7f1b57c8fa8fdc35e7c25d4">arm_svm_rbf_init_f32</a> (<a class="el" href="structarm__svm__rbf__instance__f32.html">arm_svm_rbf_instance_f32</a> *<a class="el" href="arm__bayes__example__f32_8c.html#ad5af783c9e1eb1514dec0a59dac35eb7">S</a>, uint32_t nbOfSupportVectors, uint32_t vectorDimension, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> intercept, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *<a class="el" href="arm__svm__example__f32_8c.html#a6bee216b9b7e7b8d18687cd692e26a8a">dualCoefficients</a>, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *<a class="el" href="arm__svm__example__f32_8c.html#ac636d66272348052cde1083e5a0c3c60">supportVectors</a>, const int32_t *<a class="el" href="arm__svm__example__f32_8c.html#ae76f66a144055c576e6895e411417b63">classes</a>, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> gamma)</td></tr>
  130. <tr class="memdesc:ga1ea7dd56e7f1b57c8fa8fdc35e7c25d4"><td class="mdescLeft">&#160;</td><td class="mdescRight">SVM radial basis function instance init function. <a href="#ga1ea7dd56e7f1b57c8fa8fdc35e7c25d4">More...</a><br/></td></tr>
  131. <tr class="separator:ga1ea7dd56e7f1b57c8fa8fdc35e7c25d4"><td class="memSeparator" colspan="2">&#160;</td></tr>
  132. <tr class="memitem:gaf49fb51cf4d4d1194145171d9a461e10"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="group__groupSVM.html#gaf49fb51cf4d4d1194145171d9a461e10">arm_svm_rbf_predict_f32</a> (const <a class="el" href="structarm__svm__rbf__instance__f32.html">arm_svm_rbf_instance_f32</a> *<a class="el" href="arm__bayes__example__f32_8c.html#ad5af783c9e1eb1514dec0a59dac35eb7">S</a>, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *in, int32_t *pResult)</td></tr>
  133. <tr class="memdesc:gaf49fb51cf4d4d1194145171d9a461e10"><td class="mdescLeft">&#160;</td><td class="mdescRight">SVM rbf prediction. <a href="#gaf49fb51cf4d4d1194145171d9a461e10">More...</a><br/></td></tr>
  134. <tr class="separator:gaf49fb51cf4d4d1194145171d9a461e10"><td class="memSeparator" colspan="2">&#160;</td></tr>
  135. <tr class="memitem:ga1ecc44b7665915ab4e9dff99de9a3b20"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="group__groupSVM.html#ga1ecc44b7665915ab4e9dff99de9a3b20">arm_svm_sigmoid_init_f32</a> (<a class="el" href="structarm__svm__sigmoid__instance__f32.html">arm_svm_sigmoid_instance_f32</a> *<a class="el" href="arm__bayes__example__f32_8c.html#ad5af783c9e1eb1514dec0a59dac35eb7">S</a>, uint32_t nbOfSupportVectors, uint32_t vectorDimension, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> intercept, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *<a class="el" href="arm__svm__example__f32_8c.html#a6bee216b9b7e7b8d18687cd692e26a8a">dualCoefficients</a>, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *<a class="el" href="arm__svm__example__f32_8c.html#ac636d66272348052cde1083e5a0c3c60">supportVectors</a>, const int32_t *<a class="el" href="arm__svm__example__f32_8c.html#ae76f66a144055c576e6895e411417b63">classes</a>, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> coef0, <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> gamma)</td></tr>
  136. <tr class="memdesc:ga1ecc44b7665915ab4e9dff99de9a3b20"><td class="mdescLeft">&#160;</td><td class="mdescRight">SVM sigmoid instance init function. <a href="#ga1ecc44b7665915ab4e9dff99de9a3b20">More...</a><br/></td></tr>
  137. <tr class="separator:ga1ecc44b7665915ab4e9dff99de9a3b20"><td class="memSeparator" colspan="2">&#160;</td></tr>
  138. <tr class="memitem:ga36896050dfceb0c54e509f8ef918811a"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="group__groupSVM.html#ga36896050dfceb0c54e509f8ef918811a">arm_svm_sigmoid_predict_f32</a> (const <a class="el" href="structarm__svm__sigmoid__instance__f32.html">arm_svm_sigmoid_instance_f32</a> *<a class="el" href="arm__bayes__example__f32_8c.html#ad5af783c9e1eb1514dec0a59dac35eb7">S</a>, const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *in, int32_t *pResult)</td></tr>
  139. <tr class="memdesc:ga36896050dfceb0c54e509f8ef918811a"><td class="mdescLeft">&#160;</td><td class="mdescRight">SVM sigmoid prediction. <a href="#ga36896050dfceb0c54e509f8ef918811a">More...</a><br/></td></tr>
  140. <tr class="separator:ga36896050dfceb0c54e509f8ef918811a"><td class="memSeparator" colspan="2">&#160;</td></tr>
  141. </table>
  142. <a name="details" id="details"></a><h2 class="groupheader">Description</h2>
  143. <p>This set of functions is implementing SVM classification on 2 classes. The training must be done from scikit-learn. The parameters can be easily generated from the scikit-learn object. Some examples are given in DSP/Testing/PatternGeneration/SVM.py</p>
  144. <p>If more than 2 classes are needed, the functions in this folder will have to be used, as building blocks, to do multi-class classification.</p>
  145. <p>No multi-class classification is provided in this SVM folder. </p>
  146. <h2 class="groupheader">Function Documentation</h2>
  147. <a class="anchor" id="ga25b5fd8b0e0dc95bd31cdd287e30d2cf"></a>
  148. <div class="memitem">
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  152. <td class="memname">void arm_svm_linear_init_f32 </td>
  153. <td>(</td>
  154. <td class="paramtype"><a class="el" href="structarm__svm__linear__instance__f32.html">arm_svm_linear_instance_f32</a> *&#160;</td>
  155. <td class="paramname"><em>S</em>, </td>
  156. </tr>
  157. <tr>
  158. <td class="paramkey"></td>
  159. <td></td>
  160. <td class="paramtype">uint32_t&#160;</td>
  161. <td class="paramname"><em>nbOfSupportVectors</em>, </td>
  162. </tr>
  163. <tr>
  164. <td class="paramkey"></td>
  165. <td></td>
  166. <td class="paramtype">uint32_t&#160;</td>
  167. <td class="paramname"><em>vectorDimension</em>, </td>
  168. </tr>
  169. <tr>
  170. <td class="paramkey"></td>
  171. <td></td>
  172. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  173. <td class="paramname"><em>intercept</em>, </td>
  174. </tr>
  175. <tr>
  176. <td class="paramkey"></td>
  177. <td></td>
  178. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  179. <td class="paramname"><em>dualCoefficients</em>, </td>
  180. </tr>
  181. <tr>
  182. <td class="paramkey"></td>
  183. <td></td>
  184. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  185. <td class="paramname"><em>supportVectors</em>, </td>
  186. </tr>
  187. <tr>
  188. <td class="paramkey"></td>
  189. <td></td>
  190. <td class="paramtype">const int32_t *&#160;</td>
  191. <td class="paramname"><em>classes</em>&#160;</td>
  192. </tr>
  193. <tr>
  194. <td></td>
  195. <td>)</td>
  196. <td></td><td></td>
  197. </tr>
  198. </table>
  199. </div><div class="memdoc">
  200. <p>Classes are integer used as output of the function (instead of having -1,1 as class values).</p>
  201. <dl class="params"><dt>Parameters</dt><dd>
  202. <table class="params">
  203. <tr><td class="paramdir">[in]</td><td class="paramname">S</td><td>Parameters for the SVM function </td></tr>
  204. <tr><td class="paramdir">[in]</td><td class="paramname">nbOfSupportVectors</td><td>Number of support vectors </td></tr>
  205. <tr><td class="paramdir">[in]</td><td class="paramname">vectorDimension</td><td>Dimension of vector space </td></tr>
  206. <tr><td class="paramdir">[in]</td><td class="paramname">intercept</td><td>Intercept </td></tr>
  207. <tr><td class="paramdir">[in]</td><td class="paramname">dualCoefficients</td><td>Array of dual coefficients </td></tr>
  208. <tr><td class="paramdir">[in]</td><td class="paramname">supportVectors</td><td>Array of support vectors </td></tr>
  209. <tr><td class="paramdir">[in]</td><td class="paramname">classes</td><td>Array of 2 classes ID </td></tr>
  210. </table>
  211. </dd>
  212. </dl>
  213. <dl class="section return"><dt>Returns</dt><dd>none. </dd></dl>
  214. </div>
  215. </div>
  216. <a class="anchor" id="gae6a74ebedc47b59915c308fa88fe339b"></a>
  217. <div class="memitem">
  218. <div class="memproto">
  219. <table class="memname">
  220. <tr>
  221. <td class="memname">void arm_svm_linear_predict_f32 </td>
  222. <td>(</td>
  223. <td class="paramtype">const <a class="el" href="structarm__svm__linear__instance__f32.html">arm_svm_linear_instance_f32</a> *&#160;</td>
  224. <td class="paramname"><em>S</em>, </td>
  225. </tr>
  226. <tr>
  227. <td class="paramkey"></td>
  228. <td></td>
  229. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  230. <td class="paramname"><em>in</em>, </td>
  231. </tr>
  232. <tr>
  233. <td class="paramkey"></td>
  234. <td></td>
  235. <td class="paramtype">int32_t *&#160;</td>
  236. <td class="paramname"><em>pResult</em>&#160;</td>
  237. </tr>
  238. <tr>
  239. <td></td>
  240. <td>)</td>
  241. <td></td><td></td>
  242. </tr>
  243. </table>
  244. </div><div class="memdoc">
  245. <dl class="params"><dt>Parameters</dt><dd>
  246. <table class="params">
  247. <tr><td class="paramdir">[in]</td><td class="paramname">S</td><td>Pointer to an instance of the linear SVM structure. </td></tr>
  248. <tr><td class="paramdir">[in]</td><td class="paramname">in</td><td>Pointer to input vector </td></tr>
  249. <tr><td class="paramdir">[out]</td><td class="paramname">pResult</td><td>Decision value </td></tr>
  250. </table>
  251. </dd>
  252. </dl>
  253. <dl class="section return"><dt>Returns</dt><dd>none. </dd></dl>
  254. </div>
  255. </div>
  256. <a class="anchor" id="gad004464aae8fdecfc985a02a0de6b0af"></a>
  257. <div class="memitem">
  258. <div class="memproto">
  259. <table class="memname">
  260. <tr>
  261. <td class="memname">void arm_svm_polynomial_init_f32 </td>
  262. <td>(</td>
  263. <td class="paramtype"><a class="el" href="structarm__svm__polynomial__instance__f32.html">arm_svm_polynomial_instance_f32</a> *&#160;</td>
  264. <td class="paramname"><em>S</em>, </td>
  265. </tr>
  266. <tr>
  267. <td class="paramkey"></td>
  268. <td></td>
  269. <td class="paramtype">uint32_t&#160;</td>
  270. <td class="paramname"><em>nbOfSupportVectors</em>, </td>
  271. </tr>
  272. <tr>
  273. <td class="paramkey"></td>
  274. <td></td>
  275. <td class="paramtype">uint32_t&#160;</td>
  276. <td class="paramname"><em>vectorDimension</em>, </td>
  277. </tr>
  278. <tr>
  279. <td class="paramkey"></td>
  280. <td></td>
  281. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  282. <td class="paramname"><em>intercept</em>, </td>
  283. </tr>
  284. <tr>
  285. <td class="paramkey"></td>
  286. <td></td>
  287. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  288. <td class="paramname"><em>dualCoefficients</em>, </td>
  289. </tr>
  290. <tr>
  291. <td class="paramkey"></td>
  292. <td></td>
  293. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  294. <td class="paramname"><em>supportVectors</em>, </td>
  295. </tr>
  296. <tr>
  297. <td class="paramkey"></td>
  298. <td></td>
  299. <td class="paramtype">const int32_t *&#160;</td>
  300. <td class="paramname"><em>classes</em>, </td>
  301. </tr>
  302. <tr>
  303. <td class="paramkey"></td>
  304. <td></td>
  305. <td class="paramtype">int32_t&#160;</td>
  306. <td class="paramname"><em>degree</em>, </td>
  307. </tr>
  308. <tr>
  309. <td class="paramkey"></td>
  310. <td></td>
  311. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  312. <td class="paramname"><em>coef0</em>, </td>
  313. </tr>
  314. <tr>
  315. <td class="paramkey"></td>
  316. <td></td>
  317. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  318. <td class="paramname"><em>gamma</em>&#160;</td>
  319. </tr>
  320. <tr>
  321. <td></td>
  322. <td>)</td>
  323. <td></td><td></td>
  324. </tr>
  325. </table>
  326. </div><div class="memdoc">
  327. <p>Classes are integer used as output of the function (instead of having -1,1 as class values).</p>
  328. <dl class="params"><dt>Parameters</dt><dd>
  329. <table class="params">
  330. <tr><td class="paramdir">[in]</td><td class="paramname">S</td><td>points to an instance of the polynomial SVM structure. </td></tr>
  331. <tr><td class="paramdir">[in]</td><td class="paramname">nbOfSupportVectors</td><td>Number of support vectors </td></tr>
  332. <tr><td class="paramdir">[in]</td><td class="paramname">vectorDimension</td><td>Dimension of vector space </td></tr>
  333. <tr><td class="paramdir">[in]</td><td class="paramname">intercept</td><td>Intercept </td></tr>
  334. <tr><td class="paramdir">[in]</td><td class="paramname">dualCoefficients</td><td>Array of dual coefficients </td></tr>
  335. <tr><td class="paramdir">[in]</td><td class="paramname">supportVectors</td><td>Array of support vectors </td></tr>
  336. <tr><td class="paramdir">[in]</td><td class="paramname">classes</td><td>Array of 2 classes ID </td></tr>
  337. <tr><td class="paramdir">[in]</td><td class="paramname">degree</td><td>Polynomial degree </td></tr>
  338. <tr><td class="paramdir">[in]</td><td class="paramname">coef0</td><td>coeff0 (scikit-learn terminology) </td></tr>
  339. <tr><td class="paramdir">[in]</td><td class="paramname">gamma</td><td>gamma (scikit-learn terminology) </td></tr>
  340. </table>
  341. </dd>
  342. </dl>
  343. <dl class="section return"><dt>Returns</dt><dd>none. </dd></dl>
  344. </div>
  345. </div>
  346. <a class="anchor" id="ga5719f32544ecc1b568aaba7f5d237df8"></a>
  347. <div class="memitem">
  348. <div class="memproto">
  349. <table class="memname">
  350. <tr>
  351. <td class="memname">void arm_svm_polynomial_predict_f32 </td>
  352. <td>(</td>
  353. <td class="paramtype">const <a class="el" href="structarm__svm__polynomial__instance__f32.html">arm_svm_polynomial_instance_f32</a> *&#160;</td>
  354. <td class="paramname"><em>S</em>, </td>
  355. </tr>
  356. <tr>
  357. <td class="paramkey"></td>
  358. <td></td>
  359. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  360. <td class="paramname"><em>in</em>, </td>
  361. </tr>
  362. <tr>
  363. <td class="paramkey"></td>
  364. <td></td>
  365. <td class="paramtype">int32_t *&#160;</td>
  366. <td class="paramname"><em>pResult</em>&#160;</td>
  367. </tr>
  368. <tr>
  369. <td></td>
  370. <td>)</td>
  371. <td></td><td></td>
  372. </tr>
  373. </table>
  374. </div><div class="memdoc">
  375. <dl class="params"><dt>Parameters</dt><dd>
  376. <table class="params">
  377. <tr><td class="paramdir">[in]</td><td class="paramname">S</td><td>Pointer to an instance of the polynomial SVM structure. </td></tr>
  378. <tr><td class="paramdir">[in]</td><td class="paramname">in</td><td>Pointer to input vector </td></tr>
  379. <tr><td class="paramdir">[out]</td><td class="paramname">pResult</td><td>Decision value </td></tr>
  380. </table>
  381. </dd>
  382. </dl>
  383. <dl class="section return"><dt>Returns</dt><dd>none. </dd></dl>
  384. </div>
  385. </div>
  386. <a class="anchor" id="ga1ea7dd56e7f1b57c8fa8fdc35e7c25d4"></a>
  387. <div class="memitem">
  388. <div class="memproto">
  389. <table class="memname">
  390. <tr>
  391. <td class="memname">void arm_svm_rbf_init_f32 </td>
  392. <td>(</td>
  393. <td class="paramtype"><a class="el" href="structarm__svm__rbf__instance__f32.html">arm_svm_rbf_instance_f32</a> *&#160;</td>
  394. <td class="paramname"><em>S</em>, </td>
  395. </tr>
  396. <tr>
  397. <td class="paramkey"></td>
  398. <td></td>
  399. <td class="paramtype">uint32_t&#160;</td>
  400. <td class="paramname"><em>nbOfSupportVectors</em>, </td>
  401. </tr>
  402. <tr>
  403. <td class="paramkey"></td>
  404. <td></td>
  405. <td class="paramtype">uint32_t&#160;</td>
  406. <td class="paramname"><em>vectorDimension</em>, </td>
  407. </tr>
  408. <tr>
  409. <td class="paramkey"></td>
  410. <td></td>
  411. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  412. <td class="paramname"><em>intercept</em>, </td>
  413. </tr>
  414. <tr>
  415. <td class="paramkey"></td>
  416. <td></td>
  417. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  418. <td class="paramname"><em>dualCoefficients</em>, </td>
  419. </tr>
  420. <tr>
  421. <td class="paramkey"></td>
  422. <td></td>
  423. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  424. <td class="paramname"><em>supportVectors</em>, </td>
  425. </tr>
  426. <tr>
  427. <td class="paramkey"></td>
  428. <td></td>
  429. <td class="paramtype">const int32_t *&#160;</td>
  430. <td class="paramname"><em>classes</em>, </td>
  431. </tr>
  432. <tr>
  433. <td class="paramkey"></td>
  434. <td></td>
  435. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  436. <td class="paramname"><em>gamma</em>&#160;</td>
  437. </tr>
  438. <tr>
  439. <td></td>
  440. <td>)</td>
  441. <td></td><td></td>
  442. </tr>
  443. </table>
  444. </div><div class="memdoc">
  445. <p>Classes are integer used as output of the function (instead of having -1,1 as class values).</p>
  446. <dl class="params"><dt>Parameters</dt><dd>
  447. <table class="params">
  448. <tr><td class="paramdir">[in]</td><td class="paramname">S</td><td>points to an instance of the polynomial SVM structure. </td></tr>
  449. <tr><td class="paramdir">[in]</td><td class="paramname">nbOfSupportVectors</td><td>Number of support vectors </td></tr>
  450. <tr><td class="paramdir">[in]</td><td class="paramname">vectorDimension</td><td>Dimension of vector space </td></tr>
  451. <tr><td class="paramdir">[in]</td><td class="paramname">intercept</td><td>Intercept </td></tr>
  452. <tr><td class="paramdir">[in]</td><td class="paramname">dualCoefficients</td><td>Array of dual coefficients </td></tr>
  453. <tr><td class="paramdir">[in]</td><td class="paramname">supportVectors</td><td>Array of support vectors </td></tr>
  454. <tr><td class="paramdir">[in]</td><td class="paramname">classes</td><td>Array of 2 classes ID </td></tr>
  455. <tr><td class="paramdir">[in]</td><td class="paramname">gamma</td><td>gamma (scikit-learn terminology) </td></tr>
  456. </table>
  457. </dd>
  458. </dl>
  459. <dl class="section return"><dt>Returns</dt><dd>none. </dd></dl>
  460. </div>
  461. </div>
  462. <a class="anchor" id="gaf49fb51cf4d4d1194145171d9a461e10"></a>
  463. <div class="memitem">
  464. <div class="memproto">
  465. <table class="memname">
  466. <tr>
  467. <td class="memname">void arm_svm_rbf_predict_f32 </td>
  468. <td>(</td>
  469. <td class="paramtype">const <a class="el" href="structarm__svm__rbf__instance__f32.html">arm_svm_rbf_instance_f32</a> *&#160;</td>
  470. <td class="paramname"><em>S</em>, </td>
  471. </tr>
  472. <tr>
  473. <td class="paramkey"></td>
  474. <td></td>
  475. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  476. <td class="paramname"><em>in</em>, </td>
  477. </tr>
  478. <tr>
  479. <td class="paramkey"></td>
  480. <td></td>
  481. <td class="paramtype">int32_t *&#160;</td>
  482. <td class="paramname"><em>pResult</em>&#160;</td>
  483. </tr>
  484. <tr>
  485. <td></td>
  486. <td>)</td>
  487. <td></td><td></td>
  488. </tr>
  489. </table>
  490. </div><div class="memdoc">
  491. <dl class="params"><dt>Parameters</dt><dd>
  492. <table class="params">
  493. <tr><td class="paramdir">[in]</td><td class="paramname">S</td><td>Pointer to an instance of the rbf SVM structure. </td></tr>
  494. <tr><td class="paramdir">[in]</td><td class="paramname">in</td><td>Pointer to input vector </td></tr>
  495. <tr><td class="paramdir">[out]</td><td class="paramname">pResult</td><td>decision value </td></tr>
  496. </table>
  497. </dd>
  498. </dl>
  499. <dl class="section return"><dt>Returns</dt><dd>none. </dd></dl>
  500. </div>
  501. </div>
  502. <a class="anchor" id="ga1ecc44b7665915ab4e9dff99de9a3b20"></a>
  503. <div class="memitem">
  504. <div class="memproto">
  505. <table class="memname">
  506. <tr>
  507. <td class="memname">void arm_svm_sigmoid_init_f32 </td>
  508. <td>(</td>
  509. <td class="paramtype"><a class="el" href="structarm__svm__sigmoid__instance__f32.html">arm_svm_sigmoid_instance_f32</a> *&#160;</td>
  510. <td class="paramname"><em>S</em>, </td>
  511. </tr>
  512. <tr>
  513. <td class="paramkey"></td>
  514. <td></td>
  515. <td class="paramtype">uint32_t&#160;</td>
  516. <td class="paramname"><em>nbOfSupportVectors</em>, </td>
  517. </tr>
  518. <tr>
  519. <td class="paramkey"></td>
  520. <td></td>
  521. <td class="paramtype">uint32_t&#160;</td>
  522. <td class="paramname"><em>vectorDimension</em>, </td>
  523. </tr>
  524. <tr>
  525. <td class="paramkey"></td>
  526. <td></td>
  527. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  528. <td class="paramname"><em>intercept</em>, </td>
  529. </tr>
  530. <tr>
  531. <td class="paramkey"></td>
  532. <td></td>
  533. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  534. <td class="paramname"><em>dualCoefficients</em>, </td>
  535. </tr>
  536. <tr>
  537. <td class="paramkey"></td>
  538. <td></td>
  539. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  540. <td class="paramname"><em>supportVectors</em>, </td>
  541. </tr>
  542. <tr>
  543. <td class="paramkey"></td>
  544. <td></td>
  545. <td class="paramtype">const int32_t *&#160;</td>
  546. <td class="paramname"><em>classes</em>, </td>
  547. </tr>
  548. <tr>
  549. <td class="paramkey"></td>
  550. <td></td>
  551. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  552. <td class="paramname"><em>coef0</em>, </td>
  553. </tr>
  554. <tr>
  555. <td class="paramkey"></td>
  556. <td></td>
  557. <td class="paramtype"><a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a>&#160;</td>
  558. <td class="paramname"><em>gamma</em>&#160;</td>
  559. </tr>
  560. <tr>
  561. <td></td>
  562. <td>)</td>
  563. <td></td><td></td>
  564. </tr>
  565. </table>
  566. </div><div class="memdoc">
  567. <p>Classes are integer used as output of the function (instead of having -1,1 as class values).</p>
  568. <dl class="params"><dt>Parameters</dt><dd>
  569. <table class="params">
  570. <tr><td class="paramdir">[in]</td><td class="paramname">S</td><td>points to an instance of the rbf SVM structure. </td></tr>
  571. <tr><td class="paramdir">[in]</td><td class="paramname">nbOfSupportVectors</td><td>Number of support vectors </td></tr>
  572. <tr><td class="paramdir">[in]</td><td class="paramname">vectorDimension</td><td>Dimension of vector space </td></tr>
  573. <tr><td class="paramdir">[in]</td><td class="paramname">intercept</td><td>Intercept </td></tr>
  574. <tr><td class="paramdir">[in]</td><td class="paramname">dualCoefficients</td><td>Array of dual coefficients </td></tr>
  575. <tr><td class="paramdir">[in]</td><td class="paramname">supportVectors</td><td>Array of support vectors </td></tr>
  576. <tr><td class="paramdir">[in]</td><td class="paramname">classes</td><td>Array of 2 classes ID </td></tr>
  577. <tr><td class="paramdir">[in]</td><td class="paramname">coef0</td><td>coeff0 (scikit-learn terminology) </td></tr>
  578. <tr><td class="paramdir">[in]</td><td class="paramname">gamma</td><td>gamma (scikit-learn terminology) </td></tr>
  579. </table>
  580. </dd>
  581. </dl>
  582. <dl class="section return"><dt>Returns</dt><dd>none. </dd></dl>
  583. </div>
  584. </div>
  585. <a class="anchor" id="ga36896050dfceb0c54e509f8ef918811a"></a>
  586. <div class="memitem">
  587. <div class="memproto">
  588. <table class="memname">
  589. <tr>
  590. <td class="memname">void arm_svm_sigmoid_predict_f32 </td>
  591. <td>(</td>
  592. <td class="paramtype">const <a class="el" href="structarm__svm__sigmoid__instance__f32.html">arm_svm_sigmoid_instance_f32</a> *&#160;</td>
  593. <td class="paramname"><em>S</em>, </td>
  594. </tr>
  595. <tr>
  596. <td class="paramkey"></td>
  597. <td></td>
  598. <td class="paramtype">const <a class="el" href="arm__math_8h.html#a4611b605e45ab401f02cab15c5e38715">float32_t</a> *&#160;</td>
  599. <td class="paramname"><em>in</em>, </td>
  600. </tr>
  601. <tr>
  602. <td class="paramkey"></td>
  603. <td></td>
  604. <td class="paramtype">int32_t *&#160;</td>
  605. <td class="paramname"><em>pResult</em>&#160;</td>
  606. </tr>
  607. <tr>
  608. <td></td>
  609. <td>)</td>
  610. <td></td><td></td>
  611. </tr>
  612. </table>
  613. </div><div class="memdoc">
  614. <dl class="params"><dt>Parameters</dt><dd>
  615. <table class="params">
  616. <tr><td class="paramdir">[in]</td><td class="paramname">S</td><td>Pointer to an instance of the rbf SVM structure. </td></tr>
  617. <tr><td class="paramdir">[in]</td><td class="paramname">in</td><td>Pointer to input vector </td></tr>
  618. <tr><td class="paramdir">[out]</td><td class="paramname">pResult</td><td>Decision value </td></tr>
  619. </table>
  620. </dd>
  621. </dl>
  622. <dl class="section return"><dt>Returns</dt><dd>none. </dd></dl>
  623. </div>
  624. </div>
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