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- <html xmlns="http://www.w3.org/1999/xhtml" lang="en">
- <head>
- <meta http-equiv="Content-Type" content="text/html;charset=utf-8" />
- <title>
- 算法运行报告
- </title>
- <link rel="stylesheet" type="text/css" href="R2HTML.css" />
- </head>
- <body>
- <h1>
- bp神经网络算法
- </h1>
- <h3 class="cls">
- 模型参数
- </h3>
- <p>
- 输出配置的参数以及参数的取值。
- </p>
- <table>
- <tr>
- </tr>
- <th>
- 参数名称
- </th>
- <th>
- 参数值
- </th>
- <tr>
- </tr>
- <td>
- 隐藏层神经元个数
- </td>
- <td>
- 17
- </td>
- <tr>
- </tr>
- <td>
- 隐层激活函数
- </td>
- <td>
- relu
- </td>
- <tr>
- </tr>
- <td>
- 求解器
- </td>
- <td>
- lbfgs
- </td>
- <tr>
- </tr>
- <td>
- 最大迭代
- </td>
- <td>
- 200
- </td>
- <tr>
- </tr>
- <td>
- L2惩罚(正则化项)参数
- </td>
- <td>
- 0.0001
- </td>
- <tr>
- </tr>
- <td>
- 权重更新的学习率
- </td>
- <td>
- constant
- </td>
- <tr>
- </tr>
- <td>
- 初始学习率
- </td>
- <td>
- 0.001
- </td>
- </table>
- <h3 class="cls">
- 模型属性
- </h3>
- <p>
- 输出模型的属性信息。
- </p>
- <table>
- <tr>
- </tr>
- <th>
- 参数名称
- </th>
- <th>
- 参数值
- </th>
- <tr>
- </tr>
- <td>
- classes_
- </td>
- <td>
- ['0.0' '1.0']
- </td>
- <tr>
- </tr>
- <td>
- loss_
- </td>
- <td>
- 0.000121
- </td>
- <tr>
- </tr>
- <td>
- t_
- </td>
- <td>
- 0
- </td>
- </table>
- <h3 class="cls">
- 模型评价指标
- </h3>
- <table>
- <tr>
- </tr>
- <th>
- 指标
- </th>
- <th>
- 值
- </th>
- <tr>
- </tr>
- <td>
- accuracy
- </td>
- <td>
- 1.0
- </td>
- <tr>
- </tr>
- <td>
- precision
- </td>
- <td>
- 1.0
- </td>
- <tr>
- </tr>
- <td>
- recall
- </td>
- <td>
- 1.0
- </td>
- <tr>
- </tr>
- <td>
- f1
- </td>
- <td>
- 1.0
- </td>
- </table>
- <h3 class="cls">
- 混淆矩阵
- </h3>
- <p>
- 如下所示混淆矩阵图:
- </p>
- <img style="margin:0 auto;display:block;" src="data:image/png;base64,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" />
- <h3 class="cls">
- ROC图
- </h3>
- <p>
- 如下图所示:AUC所占的面积是1.0
- </p>
- <img style="margin:0 auto;display:block;" 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" />
- <h3 class="cls">
- Precision-Recall图
- </h3>
- <img style="margin:0 auto;display:block;" 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" 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