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  1. <!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
  2. <html xmlns="http://www.w3.org/1999/xhtml" lang="en">
  3. <head>
  4. <meta http-equiv="Content-Type" content="text/html;charset=utf-8" />
  5. <title>
  6. 算法运行报告
  7. </title>
  8. <link rel="stylesheet" type="text/css" href="R2HTML.css" />
  9. </head>
  10. <body>
  11. <h1>
  12. BP神经网络测试结果
  13. </h1>
  14. <h1>
  15. BP神经网络算法评估脚本
  16. </h1>
  17. <h3 class="cls">
  18. 模型评价指标
  19. </h3>
  20. <table>
  21. <tr>
  22. </tr>
  23. <th>
  24. 指标
  25. </th>
  26. <th>
  27. </th>
  28. <tr>
  29. </tr>
  30. <td>
  31. accuracy
  32. </td>
  33. <td>
  34. 0.82
  35. </td>
  36. <tr>
  37. </tr>
  38. <td>
  39. precision
  40. </td>
  41. <td>
  42. 0.67
  43. </td>
  44. <tr>
  45. </tr>
  46. <td>
  47. recall
  48. </td>
  49. <td>
  50. 0.5
  51. </td>
  52. <tr>
  53. </tr>
  54. <td>
  55. f1
  56. </td>
  57. <td>
  58. 0.57
  59. </td>
  60. </table>
  61. <h3 class="cls">
  62. 混淆矩阵
  63. </h3>
  64. <p>
  65. 如下所示混淆矩阵图:
  66. </p>
  67. <img style="margin:0 auto;display:block;" 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gCwQkAAAFYICADACgEBAFghIAAAKwQEAGCFgAAArEQEegA0PB//13/p54ufVe7+fSosKFCzZs2U1P1mzfjZbN0zdFigx0MjUHO+SNUFf5c5/5VM1TkpLEKOqJaKiLtN4a4b67yNMR5VfrJepuKsIhIGKiLutnqeOvQQEHxvx459obLSUv3r2Exdf32Czp07p82b3tSD99+rpctf1YRJjwR6RDRwpqpUqqlSeKtuUpPmUk21PMVHVJW/Xab9IEW0ueWS23i+OnDxdqg3DmOMCfQQgeR2u+VyuVRYVKKYmJhAj9NgeTweDezXRxcqLuijg58EepwGo2XfKYEeocEwpkaVhzdIxqPI7mO8r6s6p4pDaxURl6zqgr08ArkC46lUxYGVKinx7eceayDwi/DwcLVPTFRJcXGgR0Ej5XCEyeGMlvFUXHJd9akcOaJiFdayWwAmC11BGZBly5apY8eOioqKUv/+/bV3797v3H/jxo1KSkpSVFSUevTooe3bt9fTpKGtvLxcX3/9tT4/ckQv//ZFvb3jLQ1KGxzosdCIGE+VTPV51VSUqPp0nmrcXygsur3XPjXlhfKcOawm7e4M0JShK+gCsn79es2cOVMLFizQ/v371atXL6Wnp+v06dN17v/+++9r1KhRmjBhgnJzc5WRkaGMjAwdPHiwnicPPXNn/0yJ11+nW5I6K2vOLN2bcb9efHlpoMdCI1J9co8qDv4vVR56XdUn31eYq5OatLur9npjjKpOvKew2M4Ka942gJOGpqBbA+nfv7/69u2rpUsv/iCqqalRYmKipk6dqrlz516y/4gRI1ReXq6tW7fWbhswYICSk5P1yiuvXPH7sQZi7/Ann+jEiS916uRJvfm/N6iJ06mXl65QfHx8oEdrMFgD+W41F87KVJVJVeXyFH8mOcLVpH2qHE2aSZKqiw6p+sv3FNl9tBzOaNVUuFV56DXWQK6gUa6BVFZWat++fRoyZEjttrCwMA0ZMkQ5OTl13iYnJ8drf0lKT0+/7P4VFRVyu91eX7DTLSlJPxw8RGPG/kR//o+tKi8r0wMZwxRk/yZBAxYW1VLh0YkKb5UkZ6ehUk2VKvO3yRgj46lU9akchccly+GMDvSoISmoAvL111/L4/Fc8i/Y+Ph4FRQU1HmbgoKC77X/kiVL5HK5ar8SExP9Mzx0/788qH0f/l3/79NPAz0KGqkw100y507LVBSr+nSuZGoU3rKLaircqqlwS1VlkiTjqVBNhVumxhPgiRu3kHsdSFZWlmbOnFl72e12ExE/OX/+vCSppKQkwJOg0TLVF//0VMpUlkmeClV+8qdLdvMU7pOncJ+cXR+So9l19Txk6AiqgLRp00bh4eEqLCz02l5YWKi2beteIGvbtu332j8yMlKRkZH+GThEnT59WnFxcV7bqqqq9Mbrf1TTpk3V/eabAzQZGgtTda52naN2m/HIc+aw5PjHq9Kv6ynzrVelm+rzqv5yt8JbJSks5kY5IlnXvJaCKiBOp1N9+vRRdna2MjIyJF1cRM/OztaUKXUvNqakpCg7O1vTp0+v3bZz506lpKTUy8yhaMrkR1XqdusHd96lhIR2Kiws0Lo/rdXhTz7Rv/36ebVo0SLQI6KBq/pyt+SpVFiLBKlJC6nqnDxnP/3H25TcIUe48+Iji289uqipuLim6YhqpfDYTgGYPLQEVUAkaebMmcrMzNTtt9+ufv366be//a3Ky8s1fvx4SdJPfvITtWvXTkuWLJEkTZs2TampqXr++ed1zz33aN26dfrwww/1+9//PpB3o1F7cPgI/WH1v2vlqytUVFSk6Oho3da7j37+y19p6LB7Az0eGoHw2C7yFH2s6q8PStUVUngThTW9ThEJKZd9LyzUv6ALyIgRI/TVV1/pmWeeUUFBgZKTk7Vjx47ahfJjx44pLOy/1/4HDhyoN954Q0899ZTmzZunLl26aPPmzbr11lsDdRcavYdGjNRDI0YGegw0YuEtuyi8ZZfvfbuwyBhFJf/0GkyEugTd60DqG68DQSDxOhAEQqN8HQgAoOEgIAAAKwQEAGCFgAAArBAQAIAVAgIAsEJAAABWCAgAwAoBAQBYISAAACsEBABghYAAAKwQEACAFQICALBCQAAAVggIAMAKAQEAWCEgAAArBAQAYIWAAACsEBAAgBUCAgCwQkAAAFYICADACgEBAFghIAAAKwQEAGCFgAAArBAQAIAVAgIAsEJAAABWCAgAwAoBAQBYISAAACsEBABghYAAAKwQEACAFQICALBCQAAAVggIAMAKAQEAWCEgAAArBAQAYIWAAACsEBAAgBUCAgCwQkAAAFYICADACgEBAFghIAAAKwQEAGCFgAAArBAQAIAVAgIAsEJAAABWCAgAwAoBAQBYISAAACsEBABghYAAAKwQEACAFQICALBCQAAAVggIAMAKAQEAWCEgAAArBAQAYIWAAACsEBAAgBUCAgCwQkAAAFYICADASkSgBwg0Y4wkqdTtDvAkCEXGUxnoERCCvjnvvvn5ZyvkA1JaWipJ6nxjYoAnAYD6VVpaKpfLZX17h/E1QQ1cTU2NTp48qejoaDkcjkCP0+C43W4lJibq+PHjiomJCfQ4CBGcd74xxqi0tFQJCQkKC7NfyQj5RyBhYWFq3759oMdo8GJiYviLjHrHeWfPl0ce32ARHQBghYAAAKwQEPgkMjJSCxYsUGRkZKBHQQjhvAsOIb+IDgCwwyMQAIAVAgIAsEJAAABWCAgu67333tOwYcOUkJAgh8OhzZs3X/E2u3fvVu/evRUZGanOnTtrzZo1135QNErLli1Tx44dFRUVpf79+2vv3r3fuf/GjRuVlJSkqKgo9ejRQ9u3b6+nSUMXAcFllZeXq1evXlq2bNlV7Z+fn6977rlHaWlpysvL0/Tp0zVx4kS9/fbb13hSNDbr16/XzJkztWDBAu3fv1+9evVSenq6Tp8+Xef+77//vkaNGqUJEyYoNzdXGRkZysjI0MGDB+t58tDCs7BwVRwOhzZt2qSMjIzL7jNnzhxt27bN6y/tyJEjVVxcrB07dtTHmGgk+vfvr759+2rp0qWSLr7lUGJioqZOnaq5c+desv+IESNUXl6urVu31m4bMGCAkpOT9corr9Tb3KGGRyDwm5ycHA0ZMsRrW3p6unJycgI0ERqiyspK7du3z+tcCgsL05AhQy57LnHuBQYBgd8UFBQoPj7ea1t8fLzcbrfOnz8foKnQ0Hz99dfyeDx1nksFBQV13uZy597l9od/EBAAgBUCAr9p27atCgsLvbYVFhYqJiZGTZs2DdBUaGjatGmj8PDwOs+ltm3b1nmby517l9sf/kFA4DcpKSnKzs722rZz506lpKQEaCI0RE6nU3369PE6l2pqapSdnX3Zc4lzL0AMcBmlpaUmNzfX5ObmGknmhRdeMLm5ueaLL74wxhgzd+5cM3bs2Nr9P//8c9OsWTMze/Zsc+jQIbNs2TITHh5uduzYEai7gAZq3bp1JjIy0qxZs8Z8/PHH5pFHHjGxsbGmoKDAGGPM2LFjzdy5c2v337Nnj4mIiDDPPfecOXTokFmwYIFp0qSJOXDgQKDuQkggILisXbt2GUmXfGVmZhpjjMnMzDSpqamX3CY5Odk4nU7TqVMns3r16nqfG43D7373O3PDDTcYp9Np+vXrZz744IPa61JTU2vPw29s2LDBdO3a1TidTnPLLbeYbdu21fPEoYfXgQAArLAGAgCwQkAAAFYICADACgEBAFghIAAAKwQEAGCFgAAArBAQAIAVAgJYOnr0qBwOh/Ly8iRd/Dhfh8Oh4uLiAE/m7dlnn1VycrJPx/j2fQUkAoJGZty4cXI4HHI4HHI6nercubMWLVqk6urqa/69Bw4cqFOnTsnlcl3V/oMGDdL06dP9th9Q3yICPQDgb3fffbdWr16tiooKbd++XT/96U/VpEkTZWVlXbKvx+ORw+FQWJjv/5ZyOp28fThCCo9A0OhERkaqbdu26tChgx5//HENGTJEW7ZskSStWbNGsbGx2rJli26++WZFRkbq2LFjkqRVq1ape/fuioqKUlJSkpYvX+513L179+q2225TVFSUbr/9duXm5npdX9evsPbs2aNBgwapWbNmatmypdLT03X27FmNGzdOf/3rX/XSSy/VPmI6evSo1f2dM2eOunbtqmbNmqlTp056+umnVVVVdcl+r776qhITE9WsWTM99NBDKikp8br+Svcf+DYegaDRa9q0qYqKimovnzt3Tr/61a+0atUqtW7dWnFxcVq7dq2eeeYZLV26VLfddptyc3M1adIkNW/eXJmZmSorK9PQoUP1ox/9SK+//rry8/M1bdq07/y+eXl5Gjx4sB5++GG99NJLioiI0K5du+TxePTSSy/p008/1a233qpFixZJkq677jqr+xcdHa01a9YoISFBBw4c0KRJkxQdHa0nn3yydp/PPvtMGzZs0F/+8he53W5NmDBBkydP1tq1ayXpivcfqFOg3w4Y8KfMzExz3333GWOMqampMTt37jSRkZFm1qxZxhhjVq9ebSSZvLw8r9vddNNN5o033vDatnjxYpOSkmKMMebVV181rVu3NufPn6+9fsWKFUaSyc3NNcb899vfnz171hhjzKhRo8wdd9xx2VlTU1PNtGnTrnifrna/b/zmN78xffr0qb28YMECEx4ebr788svabW+99ZYJCwszp06dMsZc+f7n5+d73VfAGGN4BIJGZ+vWrWrRooWqqqpUU1Oj0aNH69lnn6293ul0qmfPnrWXy8vLdeTIEU2YMEGTJk2q3V5dXV27IH7o0CH17NlTUVFRtddf6dPu8vLyNHz4cD/dq8tbv369Xn75ZR05ckRlZWWqrq5WTEyM1z433HCD2rVrV3s5JSVFNTU1Onz4sKKjo694/4G6EBA0OmlpaVqxYoWcTqcSEhIUEeF9mjdt2lQOh6P2cllZmSRp5cqV6t+/v9e+4eHh1nPUx+fA5+TkaMyYMVq4cKHS09Plcrm0bt06Pf/881d9jGt1/9H4ERA0Os2bN1fnzp2vev/4+HglJCTo888/15gxY+rcp3v37nrttdd04cKF2kchH3zwwXcet2fPnsrOztbChQvrvN7pdMrj8Vz1nHV5//331aFDB82fP7922xdffHHJfseOHdPJkyeVkJAg6eLsYWFh6tat21Xdf6AuBASQtHDhQj3xxBNyuVy6++67VVFRoQ8//FBnz57VzJkzNXr0aM2fP1+TJk1SVlaWjh49queee+47j5mVlaUePXpo8uTJeuyxx+R0OrVr1y4NHz5cbdq0UceOHfW3v/1NR48eVYsWLdSqVavLPp34q6++uuRFfNdff726dOmiY8eOad26derbt6+2bdumTZs2XXL7qKgoZWZm6rnnnpPb7dYTTzyhhx56qPZpx1e6/0CdAr0IA/jTPy+i12X16tXG5XLVed3atWtrP8+9ZcuW5q677jJ//vOfa6/PyckxvXr1Mk6n0yQnJ5s333zzOxfRjTFm9+7dZuDAgSYyMtLExsaa9PT02usPHz5sBgwYYJo2bWokmfz8/DrnSk1NrfOz6RcvXmyMMWb27NmmdevWpkWLFmbEiBHmxRdf9LqPCxYsML169TLLly83CQkJJioqyjz44IPmzJkzV33/WURHXfhMdACAFV5ICACwQkAAAFYICADACgEBAFghIAAAKwQEAGCFgAAArBAQAIAVAgIAsEJAAABWCAgAwAoBAQBYISAAACsEBABghYAAAKwQEACAFQICALBCQAAAVggIAMAKAQEAWPn/J55GfgBQoL4AAAAASUVORK5CYII=" />
  68. <h3 class="cls">
  69. ROC图
  70. </h3>
  71. <p>
  72. 如下图所示:AUC所占的面积是0.71
  73. </p>
  74. <img style="margin:0 auto;display:block;" 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" />
  75. <h3 class="cls">
  76. Precision-Recall图
  77. </h3>
  78. <img style="margin:0 auto;display:block;" 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" 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