Naive Bayes(朴素贝叶斯算法)[分类算法]，naivebayes

首页

后端开发

php教程

Naive Bayes(朴素贝叶斯算法)[分类算法]，naivebayes_PHP教程

WBOYWBOYWBOYWBOYWBOYWBOYWBOYWBOYWBOYWBOYWBOYWBOYWB

Jul 12, 2016 am 09:05 AM

分类算法

Naive Bayes(朴素贝叶斯算法)[分类算法]，naivebayes

Naïve Bayes(朴素贝叶斯)分类算法的实现

(1) 简介：

(2) 算法描述：

(3)

<span>  1</span> <?<span>php
</span><span>  2</span> <span>/*</span>
<span>  3</span> <span>*Naive Bayes朴素贝叶斯算法（分类算法的实现）
</span><span>  4</span> <span>*/</span>
<span>  5</span> 
<span>  6</span> <span>/*</span>
<span>  7</span> <span>*把.txt中的内容读到数组中保存
</span><span>  8</span> <span>*$filename:文件名称
</span><span>  9</span> <span>*/</span>
<span> 10</span> <span>//</span><span>--------------------------------------------------------------------</span>
<span> 11</span> <span>function</span>  getFileContent(<span>$filename</span><span>)
</span><span> 12</span> <span>{
</span><span> 13</span>     <span>$array</span> = <span>array</span>(<span>null</span><span>);
</span><span> 14</span>     <span>$content</span> = <span>file_get_contents</span>(<span>$filename</span><span>);
</span><span> 15</span>     <span>$result</span> = <span>explode</span>("\r\n",<span>$content</span><span>);
</span><span> 16</span>     <span>//</span><span>print_r(count($result));</span>
<span> 17</span>     <span>for</span>(<span>$j</span>=0;<span>$j</span><<span>count</span>(<span>$result</span>);<span>$j</span>++<span>)
</span><span> 18</span> <span>    {
</span><span> 19</span>         <span>//</span><span>print_r($result[$j]."<br>");</span>
<span> 20</span>         <span>$con</span> = <span>explode</span>(" ",<span>$result</span>[<span>$j</span><span>]);
</span><span> 21</span>         <span>array_push</span>(<span>$array</span>,<span>$con</span><span>);
</span><span> 22</span> <span>    }
</span><span> 23</span>     <span>array_splice</span>(<span>$array</span>,0,1<span>);
</span><span> 24</span>     <span>return</span> <span>$array</span><span>;
</span><span> 25</span> <span>}
</span><span> 26</span> <span>//</span><span>--------------------------------------------------------------------</span>
<span> 27</span> 
<span> 28</span> 
<span> 29</span> <span>/*</span>
<span> 30</span> <span>*NaiveBayes朴素贝叶斯算法
</span><span> 31</span> <span>*$test:测试文本；$train：训练文本；$flagsyes：yes；$flagsno：no
</span><span> 32</span> <span>*/</span>
<span> 33</span> <span>//</span><span>--------------------------------------------------------------------</span>
<span> 34</span> <span>function</span>  NaiveBayes(<span>$test</span>,<span>$train</span>,<span>$flagsyes</span>,<span>$flagsno</span><span>)
</span><span> 35</span> <span>{
</span><span> 36</span>     <span>$count_yes</span> = 0<span>;
</span><span> 37</span>     <span>$num</span> = <span>count</span>(<span>$train</span>[0<span>]);
</span><span> 38</span>     <span>for</span>(<span>$i</span>=1;<span>$i</span><<span>count</span>(<span>$train</span>);<span>$i</span>++<span>)
</span><span> 39</span> <span>    {
</span><span> 40</span>         <span>if</span>(<span>$train</span>[<span>$i</span>][<span>$num</span>-1]==<span>$flagsyes</span>)<span>$count_yes</span>++<span>;
</span><span> 41</span> <span>    }
</span><span> 42</span>     <span>$p_yes</span> = <span>$count_yes</span> / (<span>count</span>(<span>$train</span>)-1<span>);
</span><span> 43</span>     <span>$p_no</span> = 1- <span>$p_yes</span><span>;
</span><span> 44</span>     
<span> 45</span>     <span>$count_no</span> = <span>count</span>(<span>$train</span>)-1 - <span>$count_yes</span><span>;
</span><span> 46</span> 
<span> 47</span>     
<span> 48</span>     <span>for</span>(<span>$i</span>=1;<span>$i</span><<span>count</span>(<span>$test</span>)-1;<span>$i</span>++<span>)
</span><span> 49</span> <span>    {
</span><span> 50</span>         <span>$testnumyes</span> = 0<span>;
</span><span> 51</span>         <span>$testnumno</span> = 0<span>;
</span><span> 52</span>         <span>for</span>(<span>$j</span>=1;<span>$j</span><<span>count</span>(<span>$train</span>);<span>$j</span>++<span>)
</span><span> 53</span> <span>        {
</span><span> 54</span>             <span>if</span>((<span>$train</span>[<span>$j</span>][<span>$i</span>]==<span>$test</span>[<span>$i</span>])&&(<span>$train</span>[<span>$j</span>][<span>count</span>(<span>$test</span>)-1]==<span>$flagsyes</span>))<span>$testnumyes</span>++<span>;
</span><span> 55</span>             <span>else</span> <span>if</span>((<span>$train</span>[<span>$j</span>][<span>$i</span>]==<span>$test</span>[<span>$i</span>])&&(<span>$train</span>[<span>$j</span>][<span>count</span>(<span>$test</span>)-1]==<span>$flagsno</span>))<span>$testnumno</span>++<span>;
</span><span> 56</span> <span>        }
</span><span> 57</span>         
<span> 58</span>         <span>$array_yes</span>[<span>$i</span>] = <span>$testnumyes</span> / <span>$count_yes</span><span> ;
</span><span> 59</span>         <span>$array_no</span>[<span>$i</span>] = <span>$testnumno</span> / <span>$count_no</span><span> ;
</span><span> 60</span> <span>/*</span>        
<span> 61</span> <span>        print_r($testnumyes."<br>");
</span><span> 62</span> <span>        print_r($testnumno."<br>");
</span><span> 63</span> <span>        print_r($count_yes."<br>");
</span><span> 64</span> <span>        print_r($count_no."<br>");
</span><span> 65</span> <span>        print_r($array_no[$i]."<br>");
</span><span> 66</span> <span>*/</span>    
<span> 67</span> <span>    }
</span><span> 68</span> 
<span> 69</span>     <span>$py</span>=1<span>;
</span><span> 70</span>     <span>$pn</span>=1<span>;
</span><span> 71</span>     <span>for</span>(<span>$i</span>=1;<span>$i</span><<span>count</span>(<span>$test</span>)-1;<span>$i</span>++<span>){
</span><span> 72</span>         <span>$py</span> *= <span>$array_yes</span>[<span>$i</span><span>];
</span><span> 73</span>         <span>$pn</span> *= <span>$array_no</span>[<span>$i</span><span>];
</span><span> 74</span> <span>    }
</span><span> 75</span>     
<span> 76</span>     <span>$py</span> *= <span>$p_yes</span><span>;
</span><span> 77</span>     <span>$pn</span> *= <span>$p_no</span><span>;
</span><span> 78</span>     
<span> 79</span>     <span>if</span>(<span>$py</span>><span>$pn</span>)<span>return</span> <span>$flagsyes</span><span>;
</span><span> 80</span>     <span>else</span> <span>return</span> <span>$flagsno</span><span>;
</span><span> 81</span>     
<span> 82</span> <span>/*</span><span>    print_r($py."<br>");
</span><span> 83</span> <span>        print_r($pn."<br>");
</span><span> 84</span> <span>*/</span>    
<span> 85</span>     
<span> 86</span> <span>}
</span><span> 87</span> <span>//</span><span>--------------------------------------------------------------------</span>
<span> 88</span> 
<span> 89</span> <span>$train</span> = getFileContent("train.txt"<span>);
</span><span> 90</span> <span>$test</span> = getFileContent("test.txt"<span>);
</span><span> 91</span> 
<span> 92</span> <span>for</span>(<span>$i</span>=1;<span>$i</span><<span>count</span>(<span>$test</span>);<span>$i</span>++<span>)
</span><span> 93</span> <span>{
</span><span> 94</span>     <span>$test</span>[<span>$i</span>][<span>count</span>(<span>$test</span>[0])-1] = NaiveBayes(<span>$test</span>[<span>$i</span>],<span>$train</span>,Y,<span>N);
</span><span> 95</span> <span>}
</span><span> 96</span> 
<span> 97</span> <span>/*</span>
<span> 98</span> <span>*将数组中的内容读到.txt中
</span><span> 99</span> <span>*/</span>
<span>100</span> <span>//</span><span>--------------------------------------------------------------------</span>
<span>101</span> <span>$fp</span>= <span>fopen</span>('result.txt','wb'<span>);
</span><span>102</span> <span>for</span>(<span>$i</span>=0;<span>$i</span><<span>count</span>(<span>$test</span>);<span>$i</span>++<span>)
</span><span>103</span> <span>{
</span><span>104</span>     <span>$temp</span> = <span>NULL</span><span>;
</span><span>105</span>     <span>for</span>(<span>$j</span>=0;<span>$j</span><<span>count</span>(<span>$test</span>[<span>$i</span>]);<span>$j</span>++<span>)
</span><span>106</span> <span>    {
</span><span>107</span>         <span>$temp</span> =  <span>$test</span>[<span>$i</span>][<span>$j</span>]."\t"<span>;
</span><span>108</span>         <span>fwrite</span>(<span>$fp</span>,<span>$temp</span><span>);
</span><span>109</span> <span>    }
</span><span>110</span>     <span>fwrite</span>(<span>$fp</span>,"\r\n"<span>);
</span><span>111</span> <span>}
</span><span>112</span> <span>fclose</span>(<span>$fp</span><span>);
</span><span>113</span> <span>//</span><span>--------------------------------------------------------------------</span>
<span>114</span> 
<span>115</span> <span>/*</span>
<span>116</span> <span>*打印输出
</span><span>117</span> <span>*/</span>
<span>118</span> <span>//</span><span>--------------------------------------------------------------------</span>
<span>119</span> <span>echo</span> "<pre class="brush:php;toolbar:false">"<span>;
</span><span>120</span> <span>print_r</span>(<span>$test</span><span>);
</span><span>121</span> <span>echo</span> "

"; 122 //-------------------------------------------------------------------- 123 ?>

声明

本文内容由网友自发贡献，版权归原作者所有，本站不承担相应法律责任。如您发现有涉嫌抄袭侵权的内容，请联系admin@php.cn

可以在PHP会话中存储哪些数据？May 02, 2025 am 12:17 AM

phpsessionscanStorestrings，数字，数组和原始物。

您如何开始PHP会话？May 02, 2025 am 12:16 AM

tostartaphpsession，usesesses_start（）attheScript'Sbeginning.1）placeitbeforeanyOutputtosetThesessionCookie.2）useSessionsforuserDatalikeloginstatusorshoppingcarts.3）regenerateSessiveIdStopreventFentfixationAttacks.s.4）考虑使用AttActAcks.s.s.4）

什么是会话再生，如何提高安全性？May 02, 2025 am 12:15 AM

会话再生是指在用户进行敏感操作时生成新会话ID并使旧ID失效，以防会话固定攻击。实现步骤包括：1.检测敏感操作，2.生成新会话ID，3.销毁旧会话ID，4.更新用户端会话信息。

使用PHP会话时有哪些性能考虑？May 02, 2025 am 12:11 AM

PHP会话对应用性能有显着影响。优化方法包括：1.使用数据库存储会话数据，提升响应速度；2.减少会话数据使用，只存储必要信息；3.采用非阻塞会话处理器，提高并发能力；4.调整会话过期时间，平衡用户体验和服务器负担；5.使用持久会话，减少数据读写次数。

PHP会话与Cookie有何不同？May 02, 2025 am 12:03 AM

PHPsessionsareserver-side,whilecookiesareclient-side.1)Sessionsstoredataontheserver,aremoresecure,andhandlelargerdata.2)Cookiesstoredataontheclient,arelesssecure,andlimitedinsize.Usesessionsforsensitivedataandcookiesfornon-sensitive,client-sidedata.

PHP如何识别用户的会话？May 01, 2025 am 12:23 AM

phpientifiesauser'ssessionusessessionSessionCookiesAndSessionIds.1）whiwSession_start（）被称为，phpgeneratesainiquesesesessionIdStoredInacookInAcookInamedInAcienamedphpsessidontheuser'sbrowser'sbrowser.2）thisIdAllowSphptptpptpptpptpptortoreTessessionDataAfromtheserverMtheserver。

确保PHP会议的一些最佳实践是什么？May 01, 2025 am 12:22 AM

PHP会话的安全可以通过以下措施实现：1.使用session_regenerate_id()在用户登录或重要操作时重新生成会话ID。2.通过HTTPS协议加密传输会话ID。3.使用session_save_path()指定安全目录存储会话数据，并正确设置权限。

PHP会话文件默认存储在哪里？May 01, 2025 am 12:15 AM

phpsessionFilesArestoredIntheDirectorySpecifiedBysession.save_path，通常是/tmponunix-likesystemsorc：\ windows \ windows \ temponwindows.tocustomizethis：tocustomizEthis：1）useession_save_save_save_path_path（）

See all articles