report.tm

<TeXmacs|1.99.1>

<style|<tuple|article|chinese>>

<\body>
  <doc-data|<doc-title|\<#6570\>\<#5B57\>\<#56FE\>\<#50CF\>\<#5904\>\<#7406\>\<#7B2C\>\<#4E8C\>\<#6B21\>\<#5927\>\<#4F5C\>\<#4E1A\>--Image
  Retrieval>|<\doc-author>
    \<#7B2C\>7\<#7EC4\>\<#FF1A\>\<#4F59\>\<#6B23\>\<#5F64\>
    \<#5468\>\<#7433\>\<#94A7\> \<#6881\>\<#4FCA\>\<#90A6\>
    \<#8D75\>\<#6DB5\>
  </doc-author>>

  <abstract-data|<abstract|\<#672C\>\<#6B21\>\<#5927\>\<#4F5C\>\<#4E1A\>\<#9700\>\<#8981\>\<#6211\>\<#4EEC\>\<#4ECE\>\<#4E00\>\<#4E2A\>\<#56FE\>\<#50CF\>\<#6570\>\<#636E\>\<#5E93\>\<#4E2D\>\<#63D0\>\<#53D6\>\<#56FE\>\<#50CF\>\<#548C\>\<#6587\>\<#5B57\>\<#7684\>\<#7279\>\<#5F81\>\<#5E76\>\<#5B66\>\<#4E60\>\<#FF0C\>\<#7136\>\<#540E\>\<#5BF9\>\<#6BCF\>\<#4E2A\>\<#67E5\>\<#8BE2\>\<#56FE\>\<#7247\>\<#FF0C\>\<#6309\>\<#76F8\>\<#5173\>\<#5EA6\>\<#5927\>\<#5C0F\>\<#964D\>\<#5E8F\>\<#6392\>\<#5E8F\>\<#FF0C\>\<#5E76\>\<#8BA1\>\<#7B97\>MAP\<#4F5C\>\<#4E3A\>\<#8BC4\>\<#4EF7\>\<#6807\>\<#51C6\>\<#3002\>\<#5728\>NUS\<#7684\>\<#6570\>\<#636E\>\<#96C6\>\<#4E2D\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#4F7F\>\<#7528\>\<#591A\>\<#5C42\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#FF0C\>\<#53EF\>\<#4EE5\>\<#5F97\>\<#5230\>0.74\<#7684\>MAP\<#FF1B\>\<#800C\>\<#5728\>wiki\<#6570\>\<#636E\>\<#96C6\>\<#4E2D\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#4F7F\>\<#7528\>CNN\<#5BF9\>\<#56FE\>\<#7247\>\<#548C\>\<#8BCD\>\<#888B\>\<#6A21\>\<#578B\>\<#5BF9\>\<#6587\>\<#6863\>\<#7684\>\<#9884\>\<#5904\>\<#7406\>\<#FF0C\>\<#7136\>\<#540E\>\<#5B9E\>\<#73B0\>\<#4E86\>\<#4E24\>\<#79CD\>\<#4E0D\>\<#540C\>\<#7684\>\<#5B66\>\<#4E60\>\<#65B9\>\<#6CD5\>\<#FF1A\>\<#591A\>\<#5C42\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#4EE5\>\<#53CA\>\<#903B\>\<#8F91\>\<#56DE\>\<#5F52\>\<#FF0C\>MAP\<#5206\>\<#522B\>\<#8FBE\>\<#5230\>\<#4E86\>0.908\<#548C\>0.910\<#3002\>>>

  <section|\<#4EFB\>\<#52A1\>\<#6982\>\<#8FF0\>\<#4E0E\>\<#521D\>\<#6B65\>\<#5206\>\<#6790\>>

  \;

  \<#6211\>\<#4EEC\>\<#9700\>\<#8981\>\<#5B9E\>\<#73B0\>\<#4E00\>\<#4E2A\>\<#76F8\>\<#4F3C\>\<#56FE\>\<#7247\>\<#67E5\>\<#8BE2\>\<#7CFB\>\<#7EDF\>\<#FF0C\>\<#5BF9\>\<#6BCF\>\<#4E2A\>\<#8BE2\>\<#95EE\>\<#7684\>\<#56FE\>\<#7247\>\<#FF0C\>\<#9700\>\<#8981\>\<#8FD4\>\<#56DE\>\<#4E00\>\<#4E9B\>\<#6BD4\>\<#8F83\>\<#76F8\>\<#8FD1\>\<#7684\>\<#56FE\>\<#7247\>\<#7ED9\>\<#7528\>\<#6237\>\<#3002\>

  <subsection|MAP>

  \;

  \<#5B9A\>\<#91CF\>\<#5730\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#5BF9\>\<#6BCF\>\<#4E2A\>\<#56FE\>\<#7247\>\<#8FD4\>\<#56DE\>\<#6570\>\<#636E\>\<#5E93\>\<#6240\>\<#6709\>\<#56FE\>\<#7247\>\<#7684\>\<#4E00\>\<#4E2A\>\<#6392\>\<#5E8F\>\<#FF0C\>\<#4F7F\>\<#7528\>MAP\<#FF08\>mean
  average precision\<#FF09\>\<#4F5C\>\<#4E3A\>\<#8BE5\>\<#7CFB\>\<#7EDF\>\<#7684\>\<#8BC4\>\<#4EF7\>\<#6307\>\<#6807\>\<#3002\>MAP\<#8BA1\>\<#7B97\>\<#516C\>\<#5F0F\>\<#5982\>\<#4E0B\>\<#FF1A\>

  <\equation*>
    MAP=<frac|<big|sum><rsub|i\<in\>T>AP<around*|(|i|)>|<around*|\||T|\|>>
  </equation*>

  \;

  \<#5176\>\<#4E2D\>\<#FF0C\>T\<#4E3A\>\<#6D4B\>\<#8BD5\>\<#96C6\>\<#5408\>\<#3002\>AP\<#5B9A\>\<#4E49\>\<#5982\>\<#4E0B\>\<#FF1A\>

  <\equation*>
    AP<around*|(|i|)>=<frac|<big|sum><rsub|j>P<around*|(|j,i|)>\<cdot\>\<delta\><rsub|i><around*|(|j|)>|<around*|\||<around*|{|j\|j\<in\>D,\<delta\><rsub|i><around*|(|j|)>=1|}>|\|>>
  </equation*>

  \;

  \<#5176\>\<#4E2D\><math|\<delta\><rsub|i><around*|(|j|)>>\<#4E3A\>i\<#548C\>j\<#662F\>\<#5426\>\<#6709\>\<#76F8\>\<#540C\>\<#7684\>\<#7C7B\>\<#522B\>\<#FF0C\>D\<#4E3A\>\<#6570\>\<#636E\>\<#5E93\>\<#96C6\>\<#5408\>\<#3002\>\<#7B80\>\<#5355\>\<#6765\>\<#8BF4\>AP(i)\<#5C31\>\<#662F\>\<#6570\>\<#636E\>\<#5E93\>\<#4E2D\>\<#4E0E\>i\<#6709\>\<#76F8\>\<#540C\>\<#7C7B\>\<#522B\>\<#7684\>\<#56FE\>\<#7247\>j\<#7684\>P(j,i)\<#7684\>\<#5747\>\<#503C\>\<#3002\>P(j,i)\<#5B9A\>\<#4E49\>\<#5982\>\<#4E0B\>\<#FF1A\>

  <\equation*>
    P<around*|(|j,i|)>=<frac|<around*|\||<around*|{|k\|index<around*|(|k|)>\<leqslant\>index<around*|(|j|)>,k\<in\>D,\<delta\><rsub|i><around*|(|k|)>=1|}>|\|>|<around*|\||<around*|{|k\|k\<in\>D,index<around*|(|k|)>\<leqslant\>index<around*|(|j|)>|}>|\|>>
  </equation*>

  \;

  \<#5176\>\<#4E2D\>index(j)\<#4E3A\>\<#56FE\>\<#7247\>j\<#7684\>\<#76F8\>\<#5173\>\<#5EA6\>\<#6392\>\<#540D\>\<#3002\>\<#7B80\>\<#5355\>\<#6765\>\<#8BB2\>P(j,i)\<#5C31\>\<#662F\>\<#5BF9\>\<#8BE2\>\<#95EE\>i\<#6765\>\<#8BF4\>\<#FF0C\>\<#4E0D\>\<#6BD4\>j\<#7684\>\<#6392\>\<#540D\>\<#540E\>\<#7684\>\<#90A3\>\<#4E9B\>\<#56FE\>\<#7247\>\<#4E2D\>\<#FF0C\>\<#771F\>\<#6B63\>\<#4E0E\>i\<#6709\>\<#76F8\>\<#540C\>\<#7C7B\>\<#522B\>\<#7684\>\<#56FE\>\<#7247\>\<#7684\>\<#6BD4\>\<#4F8B\>\<#3002\>

  <subsection|NUS\<#6570\>\<#636E\>\<#5E93\>\<#6587\>\<#4EF6\>\<#683C\>\<#5F0F\>>

  \;

  NUS\<#6570\>\<#636E\>\<#5E93\>\<#4E2D\>\<#FF0C\>\<#6CA1\>\<#6709\>\<#539F\>\<#59CB\>\<#7684\>\<#56FE\>\<#7247\>\<#548C\>\<#6587\>\<#5B57\>\<#FF0C\>\<#53EA\>\<#6709\>\<#5206\>\<#597D\>\<#7684\>500\<#4E2A\>feature\<#548C\>1000\<#4E2A\>tag\<#3002\>\<#5BF9\>\<#6BCF\>\<#4E2A\>\<#56FE\>\<#7247\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#77E5\>\<#9053\>\<#5B83\>\<#4EEC\>\<#62E5\>\<#6709\>\<#7684\>\<#5404\>\<#79CD\>feature\<#7684\>\<#6570\>\<#91CF\>\<#4EE5\>\<#53CA\>\<#662F\>\<#5426\>\<#62E5\>\<#6709\>\<#5404\>\<#79CD\>tag\<#FF0C\>\<#5E76\>\<#4E14\>\<#77E5\>\<#9053\>\<#6BCF\>\<#4E2A\>\<#56FE\>\<#7247\>\<#7684\>\<#7C7B\>\<#522B\>\<#3002\>\<#5728\>\<#8FD9\>\<#91CC\>\<#4E00\>\<#4E2A\>\<#56FE\>\<#7247\>\<#53EF\>\<#4EE5\>\<#6709\>\<#591A\>\<#4E2A\>\<#7C7B\>\<#522B\>\<#3002\>\<#4E00\>\<#5BF9\>\<#56FE\>\<#7247\>\<#53EA\>\<#8981\>\<#6709\>\<#4E00\>\<#4E2A\>\<#516C\>\<#5171\>\<#7C7B\>\<#522B\>\<#5C31\>\<#7B97\>\<#662F\>\<#76F8\>\<#5173\>\<#3002\>

  \<#6570\>\<#636E\>\<#5E93\>\<#5927\>\<#5C0F\>\<#4E3A\>100000\<#FF0C\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#5927\>\<#5C0F\>30000\<#FF0C\>\<#6D4B\>\<#8BD5\>\<#96C6\>\<#5927\>\<#5C0F\>2000\<#3002\>\<#4F7F\>\<#7528\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#8FDB\>\<#884C\>\<#5B66\>\<#4E60\>\<#FF0C\>\<#7136\>\<#540E\>\<#5BF9\>\<#6BCF\>\<#4E2A\>\<#6D4B\>\<#8BD5\>-\<#6570\>\<#636E\>\<#5E93\>\<#56FE\>\<#7247\>\<#5BF9\>\<#8FDB\>\<#884C\>\<#8BA1\>\<#7B97\>\<#3002\>

  <subsection|wiki\<#6570\>\<#636E\>\<#5E93\>\<#6587\>\<#4EF6\>\<#683C\>\<#5F0F\>>

  \;

  wiki\<#6570\>\<#636E\>\<#5E93\>\<#4E2D\>\<#53EA\>\<#6709\>\<#539F\>\<#59CB\>\<#7684\>\<#56FE\>\<#7247\>\<#548C\>\<#6587\>\<#5B57\>\<#4FE1\>\<#606F\>\<#3002\>\<#8FD9\>\<#91CC\>\<#6BCF\>\<#5F20\>\<#56FE\>\<#7247\>\<#6709\>\<#4E14\>\<#53EA\>\<#6709\>\<#4E00\>\<#4E2A\>\<#5206\>\<#7C7B\>\<#3002\>\<#4E00\>\<#5BF9\>\<#56FE\>\<#7247\>\<#76F8\>\<#4F3C\>\<#5F53\>\<#4E14\>\<#4EC5\>\<#5F53\>\<#5206\>\<#7C7B\>\<#76F8\>\<#540C\>\<#3002\>

  \<#6570\>\<#636E\>\<#5E93\>\<#5C31\>\<#662F\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#FF0C\>\<#5927\>\<#5C0F\>\<#4E3A\>2173\<#FF0C\>\<#6D4B\>\<#8BD5\>\<#96C6\>\<#5927\>\<#5C0F\>693\<#3002\>

  <subsection|\<#4EFB\>\<#52A1\>\<#7EDF\>\<#4E00\>\<#4E0E\>\<#5207\>\<#5206\>>

  \;

  \<#53EF\>\<#4EE5\>\<#770B\>\<#5230\>\<#FF0C\>\<#5BF9\>\<#4E8E\>NUS\<#6570\>\<#636E\>\<#96C6\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#76F4\>\<#63A5\>\<#5C31\>\<#5F97\>\<#5230\>\<#4E86\>\<#5904\>\<#7406\>\<#540E\>\<#7684\>\<#6570\>\<#636E\>\<#FF0C\>\<#6CA1\>\<#6709\>\<#63A5\>\<#89E6\>\<#5230\>\<#6E90\>\<#6570\>\<#636E\>\<#FF0C\>\<#800C\>wiki\<#6570\>\<#636E\>\<#5E93\>\<#5219\>\<#53EA\>\<#6709\>\<#6E90\>\<#6570\>\<#636E\>\<#9700\>\<#8981\>\<#6211\>\<#4EEC\>\<#8FDB\>\<#884C\>\<#5904\>\<#7406\>\<#3002\>

  \<#4E8E\>\<#662F\>\<#53EF\>\<#4EE5\>\<#60F3\>\<#5230\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#5BF9\>wiki\<#6570\>\<#636E\>\<#5E93\>\<#4E2D\>\<#7684\>\<#56FE\>\<#7247\>\<#548C\>\<#6587\>\<#5B57\>\<#4FE1\>\<#606F\>\<#63D0\>\<#53D6\>\<#5BF9\>\<#5E94\>\<#7684\>feature\<#548C\>tag\<#FF0C\>\<#8FD9\>\<#6837\>\<#5C31\>\<#548C\>NUS\<#6570\>\<#636E\>\<#5E93\>\<#7684\>\<#95EE\>\<#9898\>\<#4E00\>\<#6837\>\<#4E86\>\<#3002\>\<#5F97\>\<#5230\>\<#5904\>\<#7406\>\<#8FC7\>\<#540E\>\<#7684\>\<#6570\>\<#636E\>\<#4E4B\>\<#540E\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#4F7F\>\<#7528\>\<#67D0\>\<#79CD\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7684\>\<#65B9\>\<#6CD5\>\<#8FDB\>\<#884C\>\<#5B66\>\<#4E60\>\<#FF0C\>\<#7136\>\<#540E\>\<#8FDB\>\<#884C\>\<#6D4B\>\<#8BD5\>\<#5373\>\<#53EF\>\<#3002\>\<#5176\>\<#4E2D\>\<#5B66\>\<#4E60\>\<#65B9\>\<#6CD5\>\<#4EE5\>\<#53CA\>\<#76F8\>\<#4F3C\>\<#5EA6\>\<#7684\>\<#8BA1\>\<#7B97\>\<#65B9\>\<#6CD5\>\<#90FD\>\<#662F\>\<#53EF\>\<#4EE5\>\<#53D8\>\<#52A8\>\<#7684\>\<#3002\>

  \<#4E00\>\<#5F00\>\<#59CB\>\<#6211\>\<#4EEC\>\<#6253\>\<#7B97\>\<#5728\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7684\>\<#9636\>\<#6BB5\>\<#4E2D\>\<#7528\>\<#4E00\>\<#4E2A\>\<#6A21\>\<#578B\>\<#76F4\>\<#63A5\>\<#8F93\>\<#51FA\>10\<#79CD\>\<#5206\>\<#7C7B\>\<#7684\>\<#53EF\>\<#80FD\>\<#6027\>\<#FF0C\>\<#540E\>\<#6765\>\<#53D1\>\<#73B0\>\<#8FD9\>\<#79CD\>\<#65B9\>\<#6CD5\>\<#6548\>\<#679C\>\<#975E\>\<#5E38\>\<#5DEE\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#6539\>\<#6210\>\<#4E86\>\<#7528\>10\<#4E2A\>\<#76F8\>\<#540C\>\<#7684\>\<#6A21\>\<#578B\>\<#6765\>\<#8BAD\>\<#7EC3\>\<#FF0C\>\<#5206\>\<#522B\>\<#8F93\>\<#51FA\>\<#6BCF\>\<#4E00\>\<#79CD\>\<#5206\>\<#7C7B\>\<#7684\>\<#6982\>\<#7387\>\<#3002\>\<#5B9E\>\<#8DF5\>\<#8868\>\<#660E\>\<#505A\>10\<#4E2A\>\<#5206\>\<#7C7B\>\<#5668\>\<#7684\>\<#6548\>\<#679C\>\<#6BD4\>\<#8F83\>\<#597D\>\<#3002\>

  <section|NUS-WIDE dataset\<#89E3\>\<#51B3\>\<#65B9\>\<#6848\>>

  \;

  \<#6211\>\<#4EEC\>\<#5728\>\<#8FD9\>\<#91CC\>\<#5C1D\>\<#8BD5\>\<#4E86\>\<#5F88\>\<#591A\>\<#79CD\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7684\>\<#65B9\>\<#6CD5\>\<#FF0C\>\<#5305\>\<#62EC\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#FF0C\>SVM\<#FF0C\>LR\<#FF0C\>\<#903B\>\<#8F91\>\<#56DE\>\<#5F52\>\<#FF0C\>\<#51B3\>\<#7B56\>\<#6811\>\<#7B49\>\<#3002\>\<#6211\>\<#4EEC\>\<#8FD8\>\<#5B9E\>\<#73B0\>\<#4E86\>PCA\<#964D\>\<#7EF4\>\<#505A\>\<#5907\>\<#7528\>\<#3002\>\<#4EE5\>\<#4E0B\>\<#5206\>\<#522B\>\<#4ECB\>\<#7ECD\>\<#8FD9\>\<#51E0\>\<#79CD\>\<#505A\>\<#6CD5\>\<#3002\>\<#53E6\>\<#5916\>\<#8BE5\>\<#6570\>\<#636E\>\<#96C6\>\<#4E2D\>\<#7684\>id\<#5B58\>\<#5728\>\<#7740\>\<#4E00\>\<#4E2A\>\<#6620\>\<#5C04\>\<#5173\>\<#7CFB\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#5148\>\<#7528\>\<#4E00\>\<#4E2A\>\<#7A0B\>\<#5E8F\>\<#628A\>\<#5B83\>\<#4EEC\>\<#90FD\>\<#6620\>\<#5C04\>\<#5230\>\<#4E86\>0\<#5230\>20\<#4E07\>\<#7684\>\<#5E8F\>\<#53F7\>\<#4E86\>\<#3002\>

  <subsection|\<#591A\>\<#5C42\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>>

  \;

  \<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#662F\>\<#4E00\>\<#4E2A\>\<#5F88\>\<#7ECF\>\<#5178\>\<#4E5F\>\<#5F88\>\<#53E4\>\<#8001\>\<#7684\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7B97\>\<#6CD5\>\<#FF0C\>\<#548C\>svm\<#76F8\>\<#6BD4\>\<#FF0C\>\<#5B83\>\<#4E0D\>\<#9700\>\<#8981\>\<#9009\>\<#62E9\>\<#6838\>\<#51FD\>\<#6570\>\<#FF0C\>\<#80FD\>\<#591F\>\<#81EA\>\<#9002\>\<#5E94\>\<#5730\>\<#53BB\>\<#5B66\>\<#4E60\>\<#5E76\>\<#8C03\>\<#6574\>\<#53C2\>\<#6570\>\<#FF0C\>\<#662F\>\<#4E00\>\<#4E2A\>\<#8868\>\<#73B0\>\<#4E0D\>\<#9519\>\<#7684\>\<#7B97\>\<#6CD5\>\<#3002\>\<#5BF9\>\<#4E8E\>\<#8FD9\>\<#79CD\>\<#53EA\>\<#6709\>\<#6570\>\<#636E\>\<#6CA1\>\<#6709\>\<#56FE\>\<#7247\>\<#800C\>\<#4E14\>\<#6570\>\<#636E\>\<#4E4B\>\<#95F4\>\<#6CA1\>\<#6709\>\<#660E\>\<#663E\>\<#7684\>\<#5C40\>\<#90E8\>\<#6027\>\<#7684\>\<#6750\>\<#6599\>\<#FF0C\>\<#6BD4\>\<#8D77\>\<#5377\>\<#79EF\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#66F4\>\<#52A0\>\<#9002\>\<#5408\>\<#7528\>\<#591A\>\<#5C42\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#6765\>\<#8BAD\>\<#7EC3\>\<#3002\>\<#800C\>\<#591A\>\<#5C42\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#7684\>\<#7F3A\>\<#70B9\>\<#4E3A\>\<#FF0C\>\<#5B83\>\<#6CA1\>\<#6709\>\<#529E\>\<#6CD5\>\<#8BBE\>\<#8BA1\>\<#5F88\>\<#591A\>\<#5C42\>\<#FF0C\>\<#5BFC\>\<#81F4\>\<#8BAD\>\<#7EC3\>\<#6548\>\<#679C\>\<#53EF\>\<#80FD\>\<#4F1A\>\<#5F88\>\<#5DEE\>\<#FF1B\>\<#8FD8\>\<#6709\>\<#5C31\>\<#662F\>\<#5B66\>\<#4E60\>\<#901F\>\<#5EA6\>\<#5F88\>\<#6162\>\<#FF0C\>\<#8BA1\>\<#7B97\>\<#91CF\>\<#5927\>\<#3002\>\<#7531\>\<#4E8E\>\<#6211\>\<#4EEC\>\<#7684\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#662F\>\<#81EA\>\<#5DF1\>\<#5B9E\>\<#73B0\>\<#7684\>\<#FF0C\>\<#6CA1\>\<#6709\>\<#52A0\>\<#591A\>\<#7EBF\>\<#7A0B\>\<#4F18\>\<#5316\>\<#548C\>GPU\<#4F18\>\<#5316\>\<#FF0C\>\<#901F\>\<#5EA6\>\<#6BD4\>\<#8D77\>\<#5176\>\<#4ED6\>\<#7B97\>\<#6CD5\>\<#4F4E\>\<#4E86\>\<#4E00\>\<#4E2A\>\<#6570\>\<#91CF\>\<#7EA7\>\<#3002\>

  <subsubsection|\<#7F51\>\<#7EDC\>\<#7ED3\>\<#6784\>>

  \;

  \<#7B2C\>\<#4E00\>\<#5C42\>\<#4E3A\>\<#8F93\>\<#5165\>\<#5C42\>\<#FF0C\>\<#7B2C\>\<#4E8C\>\<#3001\>\<#4E09\>\<#5C42\>\<#4E3A\>\<#9690\>\<#5C42\>\<#FF0C\>\<#5206\>\<#522B\>\<#6709\>300\<#548C\>60\<#4E2A\>\<#795E\>\<#7ECF\>\<#5143\>\<#FF0C\>\<#6700\>\<#540E\>\<#8F93\>\<#51FA\>\<#5C42\>\<#6709\>\<#4E24\>\<#4E2A\>\<#795E\>\<#7ECF\>\<#5143\>\<#FF0C\>\<#8868\>\<#793A\>\<#5C5E\>\<#4E8E\>\<#548C\>\<#4E0D\>\<#5C5E\>\<#4E8E\>\<#67D0\>\<#4E00\>\<#4E2A\>\<#5206\>\<#7C7B\>\<#7684\>\<#6982\>\<#7387\>\<#3002\>\<#9690\>\<#5C42\>\<#548C\>\<#8F93\>\<#51FA\>\<#5C42\>\<#7684\>\<#6FC0\>\<#53D1\>\<#51FD\>\<#6570\>\<#5747\>\<#7528\>\<#7684\>\<#662F\>sigmoid\<#51FD\>\<#6570\>\<#3002\>

  <subsubsection|\<#591A\>\<#79CD\>\<#5C1D\>\<#8BD5\>>

  \;

  \<#5373\>\<#4FBF\>\<#662F\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#FF0C\>\<#5176\>\<#5185\>\<#90E8\>\<#7ED3\>\<#6784\>\<#4E5F\>\<#9700\>\<#8981\>\<#4ED4\>\<#7EC6\>\<#5730\>\<#8BBE\>\<#8BA1\>\<#3002\>\<#521A\>\<#5F00\>\<#59CB\>\<#505A\>\<#7684\>\<#65F6\>\<#5019\>\<#66FE\>\<#7ECF\>\<#8BBE\>\<#8BA1\>\<#8FC7\>\<#51E0\>\<#79CD\>\<#4E0D\>\<#540C\>\<#7684\>\<#7ED3\>\<#6784\>\<#5982\>\<#4E0B\>\<#3002\>

  \<#7531\>\<#4E8E\>\<#6700\>\<#540E\>\<#662F\>\<#8981\>\<#8F93\>\<#51FA\>\<#4E24\>\<#4E2A\>\<#56FE\>\<#7247\>\<#7684\>\<#76F8\>\<#4F3C\>\<#5EA6\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#5C1D\>\<#8BD5\>\<#4E86\>\<#7528\>\<#5BF9\>\<#5E94\>\<#7279\>\<#5F81\>\<#5DEE\>\<#7684\>\<#5E73\>\<#65B9\>\<#6765\>\<#505A\>\<#8F93\>\<#5165\>\<#FF0C\>\<#7136\>\<#540E\>\<#5728\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#4E2D\>\<#968F\>\<#673A\>\<#6311\>\<#53D6\>\<#82E5\>\<#5E72\>\<#5BF9\>\<#6765\>\<#8BAD\>\<#7EC3\>\<#FF0C\>\<#6700\>\<#540E\>\<#76F4\>\<#63A5\>\<#7528\>\<#8F93\>\<#51FA\>\<#7ED3\>\<#679C\>\<#6765\>\<#6392\>\<#5E8F\>\<#3002\>\<#53EF\>\<#662F\>\<#7531\>\<#4E8E\>\<#8FD9\>\<#6837\>\<#8BAD\>\<#7EC3\>\<#7684\>\<#8BDD\>\<#6D4B\>\<#8BD5\>\<#7684\>\<#65F6\>\<#5019\>\<#9700\>\<#8981\>\<#8DD1\>\<#4E0A\>\<#4EBF\>\<#6B21\>\<#7F51\>\<#7EDC\>\<#FF0C\>\<#65F6\>\<#95F4\>\<#5F00\>\<#9500\>\<#592A\>\<#5927\>\<#FF0C\>\<#800C\>\<#4E14\>\<#524D\>\<#51E0\>\<#5343\>\<#6B21\>\<#7684\>\<#8BAD\>\<#7EC3\>\<#4E2D\>\<#4E5F\>\<#6CA1\>\<#6709\>\<#770B\>\<#5230\>\<#6709\>\<#4EC0\>\<#4E48\>\<#6548\>\<#679C\>\<#FF0C\>\<#6545\>\<#653E\>\<#5F03\>\<#4E86\>\<#8FD9\>\<#79CD\>\<#6A21\>\<#578B\>\<#3002\>

  \<#540E\>\<#6765\>\<#6211\>\<#4EEC\>\<#6539\>\<#6210\>\<#6700\>\<#65B0\>\<#7684\>\<#6A21\>\<#578B\>\<#FF0C\>\<#4F46\>\<#662F\>\<#8BAD\>\<#7EC3\>\<#6570\>\<#636E\>\<#4E3A\>\<#539F\>\<#59CB\>\<#7684\>\<#6570\>\<#636E\>\<#3002\>\<#8FD9\>\<#91CC\>\<#6709\>\<#4E00\>\<#4E2A\>\<#95EE\>\<#9898\>\<#5C31\>\<#662F\>\<#8BAD\>\<#7EC3\>\<#6570\>\<#636E\>\<#4E2D\>\<#8D1F\>\<#4F8B\>\<#5360\>\<#4E86\>\<#7EDD\>\<#5BF9\>\<#591A\>\<#6570\>\<#FF0C\>\<#5982\>\<#679C\>\<#76F4\>\<#63A5\>\<#62FF\>\<#6765\>\<#8BAD\>\<#7EC3\>\<#7684\>\<#8BDD\>\<#6700\>\<#540E\>\<#5F97\>\<#5230\>\<#7684\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#80AF\>\<#5B9A\>\<#4F1A\>\<#504F\>\<#5411\>\<#5224\>\<#65AD\>\<#4E3A\>\<#8D1F\>\<#4F8B\>\<#7684\>\<#7ED3\>\<#679C\>\<#3002\>\<#6240\>\<#4EE5\>\<#8FD9\>\<#91CC\>\<#628A\>\<#8BAD\>\<#7EC3\>\<#6570\>\<#636E\>\<#6539\>\<#6210\>\<#6BCF\>\<#6B21\>\<#968F\>\<#673A\>\<#4ECE\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#91CC\>\<#9762\>\<#627E\>\<#FF0C\>\<#800C\>\<#4E14\>\<#6B63\>\<#8D1F\>\<#4F8B\>\<#95F4\>\<#9694\>\<#5730\>\<#8BAD\>\<#7EC3\>\<#3002\>

  \<#4F46\>\<#662F\>\<#8FD9\>\<#4E2A\>\<#65F6\>\<#5019\>\<#8FD8\>\<#662F\>\<#6CA1\>\<#6709\>\<#6548\>\<#679C\>\<#FF0C\>\<#4E0E\>\<#671F\>\<#671B\>\<#8F93\>\<#51FA\>\<#7684\>\<#8DDD\>\<#79BB\>\<#603B\>\<#662F\>\<#5728\>0.5\<#9644\>\<#8FD1\>\<#3002\>\<#4E8E\>\<#662F\>\<#6211\>\<#4EEC\>\<#627E\>\<#4E86\>\<#4E00\>\<#4E2A\>\<#5F88\>\<#7B80\>\<#5355\>\<#7684\>xor\<#6A21\>\<#578B\>\<#6765\>\<#8BAD\>\<#7EC3\>\<#FF0C\>\<#627E\>\<#5230\>\<#4E86\>\<#7F51\>\<#7EDC\>\<#91CC\>\<#9762\>\<#7684\>bug\<#FF1A\>\<#6BCF\>\<#4E00\>\<#5C42\>\<#4E2D\>\<#6211\>\<#4EEC\>\<#6CA1\>\<#6709\>\<#52A0\>\<#5E38\>\<#6570\>\<#8F93\>\<#51FA\>\<#7684\>\<#795E\>\<#7ECF\>\<#5143\>\<#FF0C\>\<#5BFC\>\<#81F4\>\<#5B66\>\<#4E60\>\<#6548\>\<#679C\>\<#5F88\>\<#5DEE\>\<#3002\>\<#52A0\>\<#4E0A\>\<#5E38\>\<#6570\>\<#795E\>\<#7ECF\>\<#5143\>\<#4E4B\>\<#540E\>\<#FF0C\>\<#7F51\>\<#7EDC\>\<#7EC8\>\<#4E8E\>\<#53EF\>\<#4EE5\>\<#6B63\>\<#5E38\>\<#5B66\>\<#4E60\>\<#4E86\>\<#FF0C\>\<#800C\>\<#4E14\>\<#53EF\>\<#4EE5\>\<#6709\>\<#4E0D\>\<#9519\>\<#7684\>\<#6548\>\<#679C\>\<#3002\>

  \<#800C\>\<#9664\>\<#4E86\>\<#7F51\>\<#7EDC\>\<#6A21\>\<#578B\>\<#4E4B\>\<#5916\>\<#FF0C\>\<#8BA1\>\<#7B97\>\<#76F8\>\<#4F3C\>\<#5EA6\>\<#7684\>\<#51FD\>\<#6570\>\<#4E5F\>\<#5BF9\>\<#6700\>\<#7EC8\>MAP\<#6709\>\<#5F88\>\<#5927\>\<#7684\>\<#5F71\>\<#54CD\>\<#3002\>\<#540E\>\<#9762\>\<#7684\>\<#5B9E\>\<#9A8C\>\<#7ED3\>\<#679C\>\<#4E2D\>\<#6709\>\<#8BE6\>\<#7EC6\>\<#8BF4\>\<#660E\>\<#3002\>

  <subsection|\<#5176\>\<#4ED6\>\<#5C1D\>\<#8BD5\>>

  <subsubsection|\<#6982\>\<#8FF0\>>

  \;

  \<#4E3A\>\<#4E86\>\<#548C\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#6A21\>\<#578B\>\<#8FDB\>\<#884C\>\<#5BF9\>\<#6BD4\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#5229\>\<#7528\>\<#4F20\>\<#7EDF\>\<#7684\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7B97\>\<#6CD5\>\<#5BF9\>\<#6570\>\<#636E\>\<#96C6\>\<#8FDB\>\<#884C\>\<#4E86\>\<#5B66\>\<#4E60\>\<#548C\>\<#9884\>\<#6D4B\>\<#3002\>\<#672C\>\<#9636\>\<#6BB5\>\<#6211\>\<#4EEC\>\<#5171\>\<#5C1D\>\<#8BD5\>\<#7684\>\<#65B9\>\<#6CD5\>\<#6709\>\<#FF1A\>\<#6734\>\<#7D20\>\<#8D1D\>\<#53F6\>\<#65AF\>\<#7B97\>\<#6CD5\>\<#3001\>SVM\<#3001\>\<#7EBF\>\<#6027\>\<#56DE\>\<#5F52\>\<#3001\>Logistic\<#56DE\>\<#5F52\>\<#3001\>\<#51B3\>\<#7B56\>\<#6811\>\<#548C\>KNN\<#7B97\>\<#6CD5\>\<#FF0C\>\<#8FD9\>\<#91CC\>\<#7EBF\>\<#6027\>\<#56DE\>\<#5F52\>\<#548C\>KNN\<#6548\>\<#679C\>\<#6BD4\>\<#8F83\>\<#5DEE\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#91CD\>\<#70B9\>\<#5173\>\<#6CE8\>\<#5176\>\<#4ED6\>4\<#79CD\>\<#7B97\>\<#6CD5\>\<#7684\>\<#9884\>\<#6D4B\>\<#7CBE\>\<#5EA6\>\<#3002\>\<#5B9E\>\<#9A8C\>\<#7ED3\>\<#679C\>\<#5728\>\<#7A0D\>\<#540E\>\<#4F1A\>\<#5C55\>\<#5F00\>\<#8BB2\>\<#89E3\>\<#3002\>

  <subsubsection|\<#73AF\>\<#5883\>>

  \;

  python 2.7\<#FF0C\>\<#7B97\>\<#6CD5\>\<#5305\>scikit-learn

  <subsubsection|\<#5B9E\>\<#9A8C\>\<#8FC7\>\<#7A0B\>>

  \;

  NUS-WIDE\<#6570\>\<#7B97\>\<#6CD5\>\<#5BF9\>feature\<#8FDB\>\<#884C\>\<#964D\>\<#7EF4\>\<#3002\>\<#6240\>\<#4EE5\>\<#6211\>\<#4EEC\>\<#5171\>\<#8FDB\>\<#884C\>\<#4E86\>4\<#7EC4\>\<#5B9E\>\<#9A8C\>\<#FF0C\>\<#8BAD\>\<#7EC3\>\<#7528\>\<#7279\>\<#5F81\>\<#5206\>\<#522B\>\<#4E3A\>\<#FF1A\>

  <\enumerate-numeric>
    <item>Feature+tag(1500\<#7EF4\>)

    <item>Tag(1000\<#7EF4\>)

    <item>\<#964D\>\<#7EF4\>\<#540E\>\<#7684\>Feature+Tag(50\<#7EF4\>)

    <item>\<#964D\>\<#7EF4\>\<#540E\>\<#7684\>Feature+Tag(5\<#7EF4\>)
  </enumerate-numeric>

  \;

  \<#4E3A\>\<#4E86\>\<#6BD4\>\<#8F83\>\<#5FEB\>\<#6377\>\<#65B9\>\<#4FBF\>\<#7684\>\<#8BC4\>\<#5224\>\<#7B97\>\<#6CD5\>\<#7684\>\<#7CBE\>\<#5EA6\>\<#FF0C\>\<#672C\>\<#9636\>\<#6BB5\>\<#6211\>\<#4EEC\>\<#6CA1\>\<#6709\>\<#7528\>MAP\<#4F5C\>\<#4E3A\>\<#8BC4\>\<#4EF7\>\<#6307\>\<#6807\>\<#FF08\>MAP\<#8BA1\>\<#7B97\>\<#91CF\>\<#5341\>\<#5206\>\<#5DE8\>\<#5927\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#8981\>\<#8C03\>\<#6574\>\<#597D\>\<#591A\>\<#53C2\>\<#6570\>\<#FF0C\>\<#65F6\>\<#95F4\>\<#4E0A\>\<#4E0D\>\<#5141\>\<#8BB8\>\<#FF09\>\<#FF0C\>\<#800C\>\<#662F\>\<#5C06\>30000\<#6570\>\<#636E\>\<#96C6\>\<#5212\>\<#5206\>\<#6210\>\<#4E86\>80%\<#7684\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#548C\>20%\<#7684\>\<#9A8C\>\<#8BC1\>\<#96C6\>\<#FF0C\>\<#7136\>\<#540E\>\<#5BF9\>\<#6BCF\>\<#4E00\>\<#4E2A\>Concept\<#8FDB\>\<#884C\>\<#4E00\>\<#4E2A\>\<#4E8C\>\<#5206\>\<#7C7B\>\<#7684\>\<#5B66\>\<#4E60\>\<#FF0C\>\<#5E76\>\<#5F15\>\<#5165\>\<#4E09\>\<#4E2A\>\<#8BC4\>\<#4EF7\>\<#6307\>\<#6807\>\<#FF1A\>Correct\<#FF08\>\<#603B\>\<#6B63\>\<#786E\>\<#7387\>\<#FF09\>\<#FF0C\>Tp\<#FF08\>true-positive\<#7387\>\<#FF09\>\<#548C\>Fn\<#FF08\>false-negative\<#7387\>\<#FF09\>\<#FF0C\>\<#56E0\>\<#4E3A\>\<#6570\>\<#636E\>\<#662F\>\<#6709\>\<#504F\>\<#7684\>\<#FF08\>\<#504F\>\<#5DEE\>\<#6700\>\<#5C0F\>\<#7684\>\<#4E3A\>Concept
  7\<#FF0C\>\<#5927\>\<#7EA6\>\<#6B63\>\<#4F8B\>1:3\<#8D1F\>\<#4F8B\>\<#FF0C\>\<#504F\>\<#5DEE\>\<#6700\>\<#5927\>\<#7684\>\<#4E3A\>Concept
  1\<#FF0C\>\<#5927\>\<#7EA6\>\<#6B63\>\<#4F8B\>1:15\<#8D1F\>\<#4F8B\>\<#FF09\>\<#FF0C\>\<#6240\>\<#4EE5\>\<#5355\>\<#7EAF\>\<#7684\>\<#8BC4\>\<#4EF7\>\<#603B\>\<#6B63\>\<#786E\>\<#7387\>\<#4E0D\>\<#8DB3\>\<#591F\>\<#4FE1\>\<#670D\>\<#3002\>\<#5B9E\>\<#9A8C\>\<#8868\>\<#660E\>\<#FF0C\>\<#6B63\>\<#8D1F\>\<#4F8B\>\<#6BD4\>\<#4F8B\>\<#8D8A\>\<#60AC\>\<#6B8A\>\<#FF0C\>\<#8BAD\>\<#7EC3\>\<#7684\>\<#6570\>\<#636E\>\<#8D8A\>\<#4E0D\>\<#7CBE\>\<#786E\>\<#FF0C\>\<#56E0\>\<#6B64\>\<#6211\>\<#4EEC\>\<#91C7\>\<#7528\>Concept
  7\<#505A\>\<#62A5\>\<#544A\>\<#FF0C\>\<#4F5C\>\<#4E3A\>\<#4E00\>\<#4E2A\>\<#8BAD\>\<#7EC3\>\<#7CBE\>\<#5EA6\>\<#7684\>\<#4E0A\>\<#754C\>\<#3002\>

  <subsubsection|\<#8BAD\>\<#7EC3\>\<#53C2\>\<#6570\>>

  \;

  \<#7ECF\>\<#8FC7\>\<#8C03\>\<#6574\>\<#53C2\>\<#6570\>\<#FF0C\>\<#4EE5\>\<#4E0B\>\<#53C2\>\<#6570\>\<#8FBE\>\<#5230\>\<#4E86\>\<#5404\>\<#7B97\>\<#6CD5\>\<#7684\>\<#6700\>\<#4F18\>\<#503C\>\<#FF1A\>

  Naïve Bayes\<#FF1A\>\<#9ED8\>\<#8BA4\>

  SVM\<#FF1A\>rbf\<#6838\>\<#FF0C\>C=2048\<#FF0C\>class_weight=auto\<#FF0C\>\<#4E0D\>\<#5F52\>\<#4E00\>\<#5316\>

  DecisionTree\<#FF1A\>entropy\<#6A21\>\<#578B\>\<#FF0C\>maxdepth=10

  Logistic\<#56DE\>\<#5F52\>\<#FF1A\>\<#9ED8\>\<#8BA4\>\<#53C2\>\<#6570\>

  <section|wikipedia dataset\<#89E3\>\<#51B3\>\<#65B9\>\<#6848\>>

  \;

  \<#7531\>\<#4E8E\>\<#6211\>\<#4EEC\>\<#63D0\>\<#53D6\>\<#4E86\>feature\<#548C\>tag\<#4E4B\>\<#540E\>\<#53EF\>\<#4EE5\>\<#4F7F\>\<#7528\>NUS\<#6570\>\<#636E\>\<#96C6\>\<#7684\>\<#89E3\>\<#51B3\>\<#65B9\>\<#6CD5\>\<#FF0C\>\<#6240\>\<#4EE5\>\<#8FD9\>\<#91CC\>\<#4E3B\>\<#8981\>\<#4ECB\>\<#7ECD\>\<#63D0\>\<#53D6\>\<#8FD9\>\<#4E24\>\<#79CD\>\<#6570\>\<#636E\>\<#7684\>\<#65B9\>\<#6CD5\>\<#3002\>\<#6211\>\<#4EEC\>\<#7684\>\<#672F\>\<#8BED\>\<#4E2D\>\<#FF0C\>feature\<#6307\>\<#7684\>\<#662F\>\<#4ECE\>\<#56FE\>\<#7247\>\<#4E2D\>\<#6536\>\<#96C6\>\<#7684\>\<#7279\>\<#5F81\>\<#FF0C\>\<#800C\>tag\<#6307\>\<#7684\>\<#662F\>\<#4ECE\>\<#6587\>\<#5B57\>\<#4E2D\>\<#6536\>\<#96C6\>\<#7684\>\<#7279\>\<#5F81\>\<#3002\>\<#6211\>\<#4EEC\>\<#4F7F\>\<#7528\>CNN\<#5377\>\<#79EF\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#4F5C\>\<#4E3A\>feature\<#7684\>\<#63D0\>\<#53D6\>\<#65B9\>\<#6CD5\>\<#FF0C\>\<#800C\>\<#4F7F\>\<#7528\>\<#8BCD\>\<#888B\>\<#6A21\>\<#578B\>\<#4F5C\>\<#4E3A\>tag\<#7684\>\<#63D0\>\<#53D6\>\<#65B9\>\<#6CD5\>\<#3002\>

  \<#7531\>\<#4E8E\>\<#9664\>\<#4E86\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#5916\>\<#5176\>\<#4ED6\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#65B9\>\<#6CD5\>\<#5B9E\>\<#73B0\>\<#7565\>\<#6709\>\<#4E0D\>\<#540C\>\<#FF0C\>\<#5728\>\<#8FD9\>\<#91CC\>\<#7A0D\>\<#5FAE\>\<#63D0\>\<#53CA\>\<#4E00\>\<#4E0B\>\<#3002\>

  <subsection|\<#4F20\>\<#7EDF\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7B97\>\<#6CD5\>\<#5B9E\>\<#73B0\>>

  <subsubsection|\<#6982\>\<#8FF0\>>

  \;

  Wiki\<#6570\>\<#636E\>\<#96C6\>\<#6709\>\<#4E00\>\<#4E2A\>\<#597D\>\<#5904\>\<#5C31\>\<#662F\>\<#6BCF\>\<#5F20\>\<#56FE\>\<#7247\>\<#53EA\>\<#6709\>1\<#4E2A\>\<#5206\>\<#7C7B\>\<#FF0C\>\<#56E0\>\<#6B64\>\<#4ECE\>\<#4E00\>\<#5B9A\>\<#7A0B\>\<#5EA6\>\<#4E0A\>\<#5E26\>\<#6765\>\<#4E86\>\<#7B80\>\<#4FBF\>\<#FF0C\>\<#672C\>\<#6570\>\<#636E\>\<#96C6\>\<#4E0A\>\<#7531\>\<#4E8E\>\<#4E0D\>\<#518D\>\<#662F\>\<#4E8C\>\<#5206\>\<#7C7B\>\<#FF0C\>\<#56E0\>\<#6B64\>DecisionTree\<#7B97\>\<#6CD5\>\<#4E0D\>\<#518D\>\<#9002\>\<#7528\>\<#FF0C\>\<#56E0\>\<#6B64\>\<#6211\>\<#4EEC\>\<#53EA\>\<#8BA8\>\<#8BBA\>\<#4F59\>\<#4E0B\>3\<#79CD\>\<#7B97\>\<#6CD5\>\<#3002\>\<#540C\>\<#6837\>\<#5B9E\>\<#9A8C\>\<#7ED3\>\<#679C\>\<#7A0D\>\<#540E\>\<#4ECB\>\<#7ECD\>\<#3002\>

  <subsubsection|\<#5B9E\>\<#9A8C\>\<#8FC7\>\<#7A0B\>>

  \;

  \<#7279\>\<#5F81\>\<#91C7\>\<#7528\>\<#8D75\>\<#6DB5\>\<#7ED9\>\<#51FA\>\<#7684\>\<#4E24\>\<#4E2A\>tag\<#96C6\>\<#FF1A\>tag2k\<#548C\>tag5k\<#FF0C\>\<#5206\>\<#522B\>\<#6709\>\<#7EA6\>2000\<#4E2A\>tag\<#548C\>5000\<#4E2A\>tag\<#3002\>\<#672C\>\<#9636\>\<#6BB5\>\<#6211\>\<#4EEC\>\<#91C7\>\<#7528\>MAP\<#4F5C\>\<#4E3A\>\<#6307\>\<#6807\>\<#8BC4\>\<#5224\>\<#3002\>\<#5177\>\<#4F53\>\<#505A\>\<#6CD5\>\<#662F\>\<#5BF9\>\<#6BCF\>\<#4E2A\>\<#6D4B\>\<#8BD5\>\<#6837\>\<#4F8B\>\<#7ED9\>\<#51FA\>\<#5176\>\<#5206\>\<#7C7B\>\<#FF0C\>\<#7136\>\<#540E\>\<#628A\>\<#6837\>\<#672C\>\<#96C6\>\<#4E2D\>\<#548C\>\<#5B83\>\<#5206\>\<#7C7B\>\<#4E00\>\<#81F4\>\<#7684\>\<#6392\>\<#5728\>\<#524D\>\<#9762\>\<#FF0C\>\<#4E0D\>\<#4E00\>\<#81F4\>\<#7684\>\<#6392\>\<#5728\>\<#540E\>\<#9762\>\<#3002\>\<#56E0\>\<#6B64\>\<#FF0C\>\<#63D0\>\<#9AD8\>MAP\<#7684\>\<#5173\>\<#952E\>\<#5C31\>\<#662F\>\<#5728\>\<#4E8E\>\<#63D0\>\<#9AD8\>\<#5206\>\<#7C7B\>\<#7684\>\<#51C6\>\<#786E\>\<#7A0B\>\<#5EA6\>\<#3002\>

  <subsubsection|\<#5B9E\>\<#9A8C\>\<#53C2\>\<#6570\>>

  \;

  \<#7ECF\>\<#8FC7\>\<#8C03\>\<#6574\>\<#53C2\>\<#6570\>\<#FF0C\>\<#4EE5\>\<#4E0B\>\<#53C2\>\<#6570\>\<#8FBE\>\<#5230\>\<#4E86\>\<#5404\>\<#7B97\>\<#6CD5\>\<#7684\>\<#6700\>\<#4F18\>\<#503C\>\<#FF1A\>

  Naïve Bayes\<#FF1A\>\<#9ED8\>\<#8BA4\>

  SVM\<#FF1A\>rbf\<#6838\>\<#FF0C\>C=2048\<#FF0C\>class_weight=auto\<#FF0C\>\<#5F52\>\<#4E00\>\<#5316\>

  Logistic\<#56DE\>\<#5F52\>\<#FF1A\>C=0.01

  <subsection|feature>

  <subsubsection|\<#63D0\>\<#53D6\>\<#624B\>\<#6BB5\>>

  \;

  \<#5BF9\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#548C\>\<#6D4B\>\<#8BD5\>\<#96C6\>\<#7684\>\<#6240\>\<#6709\>\<#56FE\>\<#7247\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#4F7F\>\<#7528\>CNN\<#63D0\>\<#53D6\>\<#7279\>\<#5F81\>\<#4F5C\>\<#4E3A\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7684\>\<#8F93\>\<#5165\>\<#3002\>

  <subsubsection|CNN\<#6A21\>\<#578B\>>

  \;

  \<#9996\>\<#5148\>\<#6309\>\<#7167\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#5217\>\<#8868\>\<#4E2D\>\<#7684\>\<#6587\>\<#4EF6\>\<#540D\>\<#627E\>\<#5230\>\<#56FE\>\<#7247\>\<#6587\>\<#4EF6\>\<#FF0C\>\<#7531\>\<#4E8E\>\<#6BCF\>\<#5F20\>\<#56FE\>\<#7247\>\<#5927\>\<#5C0F\>\<#4E0D\>\<#540C\>\<#FF0C\>\<#65E0\>\<#6CD5\>\<#76F4\>\<#63A5\>\<#4F5C\>\<#4E3A\>CNN\<#7684\>\<#8F93\>\<#5165\>\<#FF0C\>\<#56E0\>\<#6B64\>\<#7EDF\>\<#4E00\>resize\<#6210\>100*100\<#5927\>\<#5C0F\>\<#7684\>\<#56FE\>\<#7247\>\<#3002\>\<#7136\>\<#540E\>\<#4F7F\>\<#7528\>DeepLearnToolbox\<#7684\>CNN\<#51FD\>\<#6570\>\<#FF0C\>\<#7F51\>\<#7EDC\>\<#7ED3\>\<#6784\>\<#4E3A\>\<#9ED8\>\<#8BA4\>\<#7684\>6c-2s-12c-2s\<#7ED3\>\<#6784\>\<#FF0C\>\<#8BAD\>\<#7EC3\>\<#8FC7\>\<#7A0B\>\<#8FED\>\<#4EE3\>10\<#6B21\>\<#3002\>\<#5176\>\<#4E2D\>c\<#4E3A\>\<#5377\>\<#79EF\>\<#5C42\>\<#FF0C\>s\<#4E3A\>pooling\<#5C42\>\<#3002\>\<#524D\>\<#9762\>\<#7684\>\<#6570\>\<#4E3A\>\<#8BE5\>\<#5C42\>\<#7684\>\<#5355\>\<#5143\>\<#6570\>\<#91CF\>\<#3002\>\<#5982\>\<#4E0B\>\<#56FE\>\<#6240\>\<#793A\>\<#3002\>

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  \<#6211\>\<#4EEC\>\<#66FE\>\<#7ECF\>\<#5C1D\>\<#8BD5\>\<#53EA\>\<#4F7F\>\<#7528\>\<#4E00\>\<#4E2A\>CNN\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#FF0C\>\<#8F93\>\<#51FA\>10\<#4E2A\>\<#503C\>\<#8868\>\<#793A\>\<#8BE5\>\<#56FE\>\<#7247\>\<#88AB\>\<#5206\>\<#7C7B\>\<#4E3A\>\<#67D0\>\<#4E2A\>\<#7C7B\>\<#522B\>\<#7684\>\<#53EF\>\<#80FD\>\<#6027\>\<#3002\>\<#7F51\>\<#7EDC\>\<#8BBE\>\<#5B9A\>\<#4E3A\>\<#6BCF\>\<#5F20\>\<#56FE\>\<#7247\>\<#7684\>\<#8F93\>\<#5165\>\<#4E3A\>10000\<#7EF4\>\<#7684\>\<#5411\>\<#91CF\>\<#FF0C\>\<#8F93\>\<#51FA\>\<#4E3A\>10\<#7EF4\>\<#7684\>\<#5411\>\<#91CF\>\<#FF0C\>\<#5206\>\<#522B\>\<#5BF9\>\<#5E94\>10\<#4E2A\>\<#7C7B\>\<#522B\>\<#3002\>\<#8BAD\>\<#7EC3\>\<#8FC7\>\<#7A0B\>\<#4E2D\>\<#6BCF\>\<#6B21\>\<#8FED\>\<#4EE3\>\<#65F6\>\<#95F4\>\<#7EA6\>\<#4E3A\>70s\<#3002\>\<#5BF9\>\<#6D4B\>\<#8BD5\>\<#96C6\>\<#FF0C\>\<#9519\>\<#8BEF\>\<#7387\>\<#4E3A\>86.15%\<#FF0C\>\<#4E14\>\<#8F93\>\<#51FA\>\<#7684\>10\<#7EF4\>\<#5411\>\<#91CF\>\<#5747\>\<#4E3A\>\<#6781\>\<#5C0F\>\<#7684\>\<#6D6E\>\<#70B9\>\<#6570\>\<#FF0C\>\<#5927\>\<#5C0F\>\<#4E3A\>1e-19\<#81F3\>1e-58\<#4E0D\>\<#7B49\>\<#FF0C\>\<#65E0\>\<#6CD5\>\<#5F52\>\<#4E00\>\<#5316\>\<#4E5F\>\<#65E0\>\<#6CD5\>\<#76F4\>\<#63A5\>\<#4F5C\>\<#4E3A\>\<#56FE\>\<#7247\>\<#7684\>\<#7279\>\<#5F81\>\<#5411\>\<#91CF\>\<#4F9B\>MLP\<#4F7F\>\<#7528\>\<#3002\>\<#5C06\>\<#8FED\>\<#4EE3\>\<#6B21\>\<#6570\>\<#589E\>\<#52A0\>\<#5230\>15\<#6B21\>\<#FF0C\>\<#7ED3\>\<#679C\>\<#6CA1\>\<#6709\>\<#53D8\>\<#5316\>\<#FF0C\>\<#8BF4\>\<#660E\>CNN\<#7F51\>\<#7EDC\>\<#5DF2\>\<#7ECF\>\<#6536\>\<#655B\>\<#3002\>

  \<#540E\>\<#6765\>\<#6211\>\<#4EEC\>\<#4F7F\>\<#7528\>10\<#4E2A\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#FF0C\>\<#6BCF\>\<#4E2A\>\<#5BF9\>\<#4E00\>\<#4E2A\>\<#5355\>\<#72EC\>\<#7684\>\<#7C7B\>\<#522B\>\<#8FDB\>\<#884C\>\<#5206\>\<#7C7B\>\<#3002\>\<#7F51\>\<#7EDC\>\<#8BBE\>\<#5B9A\>\<#4E3A\>\<#5BF9\>\<#6BCF\>\<#4E00\>\<#7C7B\>\<#5355\>\<#72EC\>\<#8BAD\>\<#7EC3\>\<#4E00\>\<#4E2A\>CNN\<#FF0C\>\<#5C06\>\<#8F93\>\<#51FA\>\<#7684\>10\<#4E2A\>\<#7ED3\>\<#679C\>\<#4F5C\>\<#4E3A\>\<#56FE\>\<#7247\>\<#7684\>\<#7279\>\<#5F81\>\<#5411\>\<#91CF\>\<#3002\>\<#8BAD\>\<#7EC3\>\<#8FC7\>\<#7A0B\>\<#4E2D\>\<#6BCF\>\<#6B21\>\<#8FED\>\<#4EE3\>\<#65F6\>\<#95F4\>\<#7EA6\>\<#4E3A\>70s\<#3002\>\<#8F93\>\<#51FA\>\<#7684\>\<#7ED3\>\<#679C\>\<#4ECD\>\<#7136\>\<#662F\>\<#6781\>\<#5C0F\>\<#7684\>\<#6D6E\>\<#70B9\>\<#6570\>\<#FF0C\>\<#4F46\>\<#91CF\>\<#7EA7\>\<#5747\>\<#4E3A\>1e-78\<#FF0C\>\<#5F52\>\<#4E00\>\<#5316\>\<#540E\>\<#7684\>\<#7ED3\>\<#679C\>\<#5341\>\<#5206\>\<#4F4D\>\<#4E0D\>\<#4E3A\>0\<#3002\>\<#4EE5\>0.5\<#4E3A\>\<#5206\>\<#7C7B\>\<#9608\>\<#503C\>\<#FF0C\>\<#53EF\>\<#5F97\>\<#8BAD\>\<#7EC3\>\<#96C6\>\<#5BF9\>\<#6BCF\>\<#4E00\>\<#4E2A\>\<#7C7B\>\<#522B\>\<#7684\>\<#6B63\>\<#786E\>\<#7387\>\<#5982\>\<#4E0B\>\<#3002\>

  <big-table|<block*|<tformat|<table|<row|<cell|\<#7C7B\>\<#522B\>\<#5E8F\>\<#53F7\>>|<cell|true-positive>|<cell|false-negative>|<cell|\<#603B\>\<#6B63\>\<#786E\>\<#7387\>>>|<row|<cell|1>|<cell|0.1594>|<cell|0.8211>|<cell|0.7791>>|<row|<cell|2>|<cell|0.3713>|<cell|0.6512>|<cell|0.6162>>|<row|<cell|3>|<cell|0.3607>|<cell|0.5682>|<cell|0.5449>>|<row|<cell|4>|<cell|0.3548>|<cell|0.7429>|<cell|0.6986>>|<row|<cell|5>|<cell|0.3861>|<cell|0.6854>|<cell|0.6576>>|<row|<cell|6>|<cell|0.1067>|<cell|0.7158>|<cell|0.6659>>|<row|<cell|7>|<cell|0.1559>|<cell|0.7564>|<cell|0.8050>>|<row|<cell|8>|<cell|0.2083>|<cell|0.8034>|<cell|0.7639>>|<row|<cell|9>|<cell|0.1121>|<cell|0.7907>|<cell|0.7239>>|<row|<cell|10>|<cell|0.5274>|<cell|0.6364>|<cell|0.6190>>>>>|>

  \<#5176\>\<#4E2D\>\<#FF0C\>true-positive\<#4E3A\>\<#6B63\>\<#4F8B\>\<#4E2D\>\<#7684\>\<#6B63\>\<#786E\>\<#7387\>\<#FF0C\>false-negative\<#4E3A\>\<#8D1F\>\<#4F8B\>\<#4E2D\>\<#7684\>\<#6B63\>\<#786E\>\<#7387\>\<#FF0C\>\<#4E0B\>\<#540C\>\<#3002\>\<#7531\>\<#4E8E\>\<#6BCF\>\<#4E00\>\<#7C7B\>\<#7684\>true\<#548C\>false\<#6837\>\<#672C\>\<#6570\>\<#91CF\>\<#4E0D\>\<#540C\>\<#FF0C\>\<#56E0\>\<#6B64\>\<#5206\>\<#7C7B\>\<#5668\>\<#503E\>\<#5411\>\<#4E8E\>\<#628A\>\<#56FE\>\<#7247\>\<#5206\>\<#4E3A\>negative\<#7684\>\<#FF0C\>\<#5BFC\>\<#81F4\>f-n\<#8F83\>\<#9AD8\>\<#3002\>

  <subsection|tag>

  \;

  \<#5728\>\<#8FD9\>\<#91CC\>\<#5904\>\<#7406\>wikiset\<#7684\>\<#6587\>\<#5B57\>\<#90E8\>\<#5206\>\<#FF0C\>\<#5F97\>\<#5230\>\<#4E00\>\<#7CFB\>\<#5217\>\<#7684\>tag\<#FF0C\>\<#5E76\>\<#4E14\>\<#5BF9\>\<#6BCF\>\<#4E00\>\<#7BC7\>\<#6587\>\<#7AE0\>\<#FF0C\>\<#5F97\>\<#5230\>\<#5BF9\>\<#5E94\>tag\<#7684\>\<#503C\>\<#3002\>\<#6211\>\<#4EEC\>\<#4E3B\>\<#8981\>\<#6536\>\<#96C6\>\<#5355\>\<#8BCD\>\<#7684\>tf-idf\<#503C\>\<#7136\>\<#540E\>\<#7B5B\>\<#9009\>\<#503C\>\<#6BD4\>\<#8F83\>\<#5927\>\<#7684\>\<#5355\>\<#8BCD\>\<#4F5C\>\<#4E3A\>tag\<#3002\>

  <subsubsection|tf-idf\<#7B97\>\<#6CD5\>>

  \;

  tf-idf\<#7B97\>\<#6CD5\>\<#5168\>\<#79F0\>\<#4E3A\>term frequency\Uinverse
  document frequency\<#FF0C\>\<#662F\>\<#4E00\>\<#79CD\>\<#7528\>\<#4E8E\>\<#8D44\>\<#8BAF\>\<#68C0\>\<#7D22\>\<#4E0E\>\<#8D44\>\<#8BAF\>\<#63A2\>\<#52D8\>\<#7684\>\<#5E38\>\<#7528\>\<#52A0\>\<#6743\>\<#6280\>\<#672F\>\<#3002\>\<#6211\>\<#4EEC\>\<#5229\>\<#7528\>\<#8FD9\>\<#79CD\>\<#65B9\>\<#6CD5\>\<#53EF\>\<#4EE5\>\<#6709\>\<#6548\>\<#7684\>\<#63D0\>\<#53D6\>\<#51FA\>\<#5177\>\<#6709\>\<#7279\>\<#5F81\>\<#7684\>\<#5173\>\<#952E\>\<#8BCD\>\<#3002\>\<#8BA1\>\<#7B97\>\<#516C\>\<#5F0F\>\<#5982\>\<#4E0B\>\<#FF1A\>

  <\equation*>
    tf<rsub|i,j>=<frac|n<rsub|i,j>|<big|sum><rsub|k>n<rsub|k,j>>
  </equation*>

  <\equation*>
    idf<rsub|i>=log<frac|<around*|\||D|\|>|<around*|\||<around*|{|j:t<rsub|i>\<in\>d<rsub|j>|}>|\|>>
  </equation*>

  <\equation*>
    tfidf<rsub|i,j>=tf<rsub|i,j>\<times\>idf<rsub|i>
  </equation*>

  \;

  tf\<#6307\>\<#7684\>\<#662F\>\<#8BCD\>\<#9891\>\<#FF0C\>\<#4E5F\>\<#5C31\>\<#662F\>\<#4E00\>\<#4E2A\>\<#8BCD\>\<#5728\>\<#67D0\>\<#4E00\>\<#7BC7\>\<#6587\>\<#7AE0\>\<#4E2D\>\<#51FA\>\<#73B0\>\<#7684\>\<#9891\>\<#7387\>\<#FF1B\>idf\<#6307\>\<#7684\>\<#662F\>\<#9006\>\<#5411\>\<#6587\>\<#6863\>\<#9891\>\<#7387\>\<#FF0C\>\<#6307\>\<#7684\>\<#662F\>\<#5728\>\<#6240\>\<#6709\>\<#6587\>\<#6863\>\<#4E2D\>\<#FF0C\>\<#51FA\>\<#73B0\>\<#8BE5\>\<#5355\>\<#8BCD\>\<#6587\>\<#6863\>\<#9891\>\<#7387\>\<#7684\>\<#9006\>\<#5411\>\<#9891\>\<#7387\>\<#FF08\>\<#53D6\>log\<#FF0C\>\<#5206\>\<#6BCD\>\<#5B9E\>\<#9645\>\<#5904\>\<#7406\>\<#4E2D\>\<#8981\>\<#52A0\>\<#4E00\>\<#FF09\>\<#3002\>\<#5F53\>\<#4E00\>\<#4E2A\>\<#5355\>\<#8BCD\>\<#5728\>\<#67D0\>\<#4E00\>\<#7BC7\>\<#6587\>\<#7AE0\>\<#4E2D\>\<#51FA\>\<#73B0\>\<#5F88\>\<#591A\>\<#FF0C\>\<#800C\>\<#5728\>\<#5176\>\<#4ED6\>\<#6587\>\<#7AE0\>\<#4E2D\>\<#51FA\>\<#73B0\>\<#8F83\>\<#5C11\>\<#65F6\>\<#FF0C\>tf-idf\<#4F1A\>\<#6BD4\>\<#8F83\>\<#5927\>\<#FF0C\>\<#53EF\>\<#4EE5\>\<#8BA4\>\<#4E3A\>\<#662F\>\<#8BE5\>\<#6587\>\<#7AE0\>\<#7684\>\<#7279\>\<#5F81\>\<#5355\>\<#8BCD\>\<#3002\>

  <subsubsection|\<#5177\>\<#4F53\>\<#505A\>\<#6CD5\>>

  \;

  \<#6211\>\<#4EEC\>\<#5C06\>\<#6240\>\<#6709\>\<#6587\>\<#7AE0\>\<#6309\>\<#7167\>\<#7C7B\>\<#522B\>\<#5408\>\<#5E76\>\<#6210\>\<#5341\>\<#7BC7\>\<#957F\>\<#6587\>\<#7AE0\>\<#FF0C\>\<#8FD9\>\<#6837\>\<#4F7F\>\<#5F97\>\<#76F8\>\<#540C\>\<#7C7B\>\<#522B\>\<#7684\>\<#7279\>\<#5F81\>\<#5355\>\<#8BCD\>\<#805A\>\<#5728\>\<#4E00\>\<#4E2A\>\<#6587\>\<#7AE0\>\<#4E2D\>\<#FF0C\>\<#4FBF\>\<#4E8E\>\<#4F7F\>\<#7528\>tf-idf\<#8FDB\>\<#884C\>\<#5904\>\<#7406\>\<#3002\>\<#4E00\>\<#5F00\>\<#59CB\>\<#6211\>\<#4EEC\>\<#6CA1\>\<#6709\>\<#8003\>\<#8651\>\<#5230\>\<#5C06\>\<#6240\>\<#6709\>\<#6587\>\<#6863\>\<#5408\>\<#5E76\>\<#6210\>10\<#7BC7\>\<#957F\>\<#6587\>\<#6863\>\<#FF0C\>\<#56E0\>\<#6B64\>\<#867D\>\<#7136\>\<#6211\>\<#5F97\>\<#5230\>\<#4E86\>\<#4E0D\>\<#5C11\>tf-idf\<#8F83\>\<#5927\>\<#7684\>\<#503C\>\<#FF0C\>\<#4F46\>\<#662F\>\<#8FD9\>\<#4E9B\>\<#8BCD\>\<#57FA\>\<#672C\>\<#90FD\>\<#4EC5\>\<#4EC5\>\<#5C5E\>\<#4E8E\>\<#67D0\>\<#4E00\>\<#7BC7\>\<#6587\>\<#7AE0\>\<#FF0C\>\<#5BF9\>\<#4E8E\>\<#8FD9\>\<#4E00\>\<#7C7B\>\<#6587\>\<#7AE0\>\<#6CA1\>\<#4EC0\>\<#4E48\>\<#5E2E\>\<#52A9\>\<#3002\>\<#540E\>\<#6765\>\<#6211\>\<#4EEC\>\<#53D1\>\<#73B0\>\<#6BCF\>\<#7BC7\>\<#6587\>\<#7AE0\>\<#90FD\>\<#6BD4\>\<#8F83\>\<#77ED\>\<#800C\>\<#4E14\>\<#76F8\>\<#540C\>\<#5355\>\<#8BCD\>\<#51FA\>\<#73B0\>\<#7684\>\<#9891\>\<#7387\>\<#6BD4\>\<#8F83\>\<#5C11\>\<#FF0C\>\<#628A\>\<#540C\>\<#7C7B\>\<#7684\>\<#6587\>\<#7AE0\>\<#5408\>\<#5E76\>\<#8D77\>\<#6765\>\<#6709\>\<#5229\>\<#4E8E\>\<#6211\>\<#4EEC\>\<#627E\>\<#5230\>\<#771F\>\<#6B63\>\<#51FA\>\<#73B0\>\<#9891\>\<#7387\>\<#9AD8\>\<#7684\>\<#5355\>\<#8BCD\>\<#3002\>

  \<#5BF9\>\<#4E8E\>\<#521A\>\<#521A\>\<#5904\>\<#7406\>\<#597D\>\<#7684\>10\<#7BC7\>\<#957F\>\<#6587\>\<#7AE0\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#5148\>\<#5BF9\>\<#5176\>\<#8FDB\>\<#884C\>\<#8F6C\>\<#6210\>\<#5927\>\<#5199\>\<#7684\>\<#64CD\>\<#4F5C\>\<#FF0C\>\<#7136\>\<#540E\>\<#8FDB\>\<#884C\>\<#5206\>\<#8BCD\>\<#3002\>\<#5206\>\<#8BCD\>\<#7B56\>\<#7565\>\<#6BD4\>\<#8F83\>\<#7B80\>\<#5355\>\<#FF0C\>\<#5373\>\<#8BA4\>\<#4E3A\>\<#975E\>\<#5B57\>\<#6BCD\>\<#7684\>\<#90E8\>\<#5206\>\<#90FD\>\<#662F\>\<#5206\>\<#9694\>\<#7B26\>\<#3002\>\<#5BF9\>\<#4E8E\>\<#6BCF\>\<#4E2A\>\<#5355\>\<#8BCD\>\<#FF0C\>\<#7EDF\>\<#8BA1\>\<#5728\>\<#8FD9\>10\<#7BC7\>\<#6587\>\<#6863\>\<#4E2D\>\<#51FA\>\<#73B0\>\<#7684\>\<#6587\>\<#6863\>\<#4E2A\>\<#6570\>\<#5E76\>\<#4E14\>\<#8BB0\>\<#5F55\>\<#FF0C\>\<#4E4B\>\<#540E\>\<#4FBF\>\<#53EF\>\<#6C42\>\<#51FA\>\<#6BCF\>\<#4E2A\>\<#5355\>\<#8BCD\>\<#7684\>idf\<#3002\>\<#7136\>\<#540E\>\<#7EDF\>\<#8BA1\>\<#6BCF\>\<#4E2A\>\<#5355\>\<#8BCD\>\<#5728\>10\<#7BC7\>\<#6587\>\<#6863\>\<#4E2D\>\<#5206\>\<#522B\>\<#51FA\>\<#73B0\>\<#7684\>\<#9891\>\<#7387\>\<#FF0C\>\<#5F97\>\<#5230\>tf\<#3002\>\<#4E4B\>\<#540E\>\<#7528\>tf\<#548C\>idf\<#8BA1\>\<#7B97\>\<#51FA\>\<#6BCF\>\<#4E2A\>\<#5355\>\<#8BCD\>\<#5BF9\>\<#6BCF\>\<#7BC7\>\<#6587\>\<#6863\>\<#7684\>tf-idf\<#3002\>

  \<#521A\>\<#521A\>\<#6211\>\<#4EEC\>\<#5F97\>\<#5230\>\<#4E86\>\<#6BCF\>\<#4E2A\>\<#5355\>\<#8BCD\>\<#5BF9\>\<#6BCF\>\<#7BC7\>\<#6587\>\<#6863\>\<#7684\>tf-idf\<#7684\>\<#503C\>\<#FF0C\>\<#7136\>\<#540E\>\<#6211\>\<#4EEC\>\<#53EF\>\<#4EE5\>\<#8BBE\>\<#5B9A\>threshold
  = 5e-5\<#FF08\>\<#7ECF\>\<#4E0D\>\<#65AD\>\<#8C03\>\<#6574\>\<#540E\>\<#5F97\>\<#5230\>\<#FF09\>\<#3002\>\<#5BF9\>\<#4E8E\>\<#6240\>\<#6709\>\<#5355\>\<#8BCD\>\<#FF0C\>\<#5982\>\<#679C\>\<#8BE5\>\<#5355\>\<#8BCD\>\<#5728\>\<#67D0\>\<#4E00\>\<#7BC7\>\<#6587\>\<#7AE0\>\<#4E2D\>\<#5F97\>tf-idf\<#FF0C\>\<#5927\>\<#4E8E\>threshold\<#FF0C\>\<#5219\>\<#8BA4\>\<#4E3A\>\<#8BE5\>\<#5355\>\<#8BCD\>\<#662F\>\<#7279\>\<#5F81\>\<#5355\>\<#8BCD\>\<#FF0C\>\<#4FDD\>\<#7559\>\<#4E3A\>tag\<#3002\>\<#6211\>\<#4EEC\>\<#66FE\>\<#7ECF\>\<#628A\>\<#9608\>\<#503C\>\<#8BBE\>\<#7F6E\>\<#4E3A\>1e-4\<#FF0C\>\<#5F97\>\<#5230\>\<#4E86\>\<#4E24\>\<#5343\>\<#4E2A\>\<#5DE6\>\<#53F3\>\<#7684\>\<#5355\>\<#8BCD\>\<#FF0C\>\<#73B0\>\<#5728\>\<#662F\>\<#4E94\>\<#5343\>\<#4E2A\>\<#5DE6\>\<#53F3\>\<#3002\>\<#7A0D\>\<#540E\>\<#6211\>\<#4EEC\>\<#4F1A\>\<#770B\>\<#5230\>\<#5355\>\<#8BCD\>\<#6570\>\<#91CF\>\<#7684\>\<#4E0D\>\<#540C\>\<#5BF9\>\<#5B66\>\<#4E60\>\<#6548\>\<#679C\>\<#7684\>\<#5F71\>\<#54CD\>\<#3002\>

  \<#91CD\>\<#65B0\>\<#904D\>\<#5386\>\<#6240\>\<#6709\>\<#6587\>\<#6863\>\<#FF0C\>\<#7136\>\<#540E\>\<#904D\>\<#5386\>\<#6240\>\<#6709\>tag\<#FF0C\>\<#8BA1\>\<#7B97\>\<#6BCF\>\<#7BC7\>\<#6587\>\<#6863\>\<#4E2D\>\<#6240\>\<#6709\>tag\<#7684\>\<#51FA\>\<#73B0\>\<#9891\>\<#7387\>\<#3002\>\<#7531\>\<#4E8E\>\<#9891\>\<#7387\>\<#5B9E\>\<#5728\>\<#5F88\>\<#5C0F\>\<#FF08\>1e-3\<#91CF\>\<#7EA7\>\<#FF09\>\<#4E3A\>\<#4E86\>\<#4FDD\>\<#8BC1\>\<#6570\>\<#636E\>\<#8303\>\<#56F4\>\<#4FBF\>\<#4E8E\>\<#64CD\>\<#4F5C\>\<#FF0C\>\<#6211\>\<#4EEC\>\<#5C06\>\<#9891\>\<#7387\>\<#6269\>\<#5927\>\<#4E86\>1000\<#500D\>\<#FF0C\>\<#8FD9\>\<#6837\>\<#7ED3\>\<#679C\>\<#4FDD\>\<#6301\>\<#5728\>1~10\<#5DE6\>\<#53F3\>\<#FF0C\>\<#6709\>\<#5229\>\<#4E8E\>\<#4E4B\>\<#540E\>\<#5904\>\<#7406\>\<#3002\>

  <subsubsection|\<#5904\>\<#7406\>\<#7ED3\>\<#679C\>>

  \;

  \<#6211\>\<#4EEC\>\<#7528\>\<#4E0A\>\<#8FF0\>\<#65B9\>\<#6CD5\>\<#603B\>\<#5171\>\<#5904\>\<#7406\>\<#51FA\>\<#4E86\>5427\<#4E2A\>tag\<#3002\>\<#7ECF\>\<#89C2\>\<#5BDF\>\<#53D1\>\<#73B0\>\<#FF0C\>\<#5927\>\<#591A\>\<#6570\>tag\<#90FD\>\<#4E3B\>\<#8981\>\<#805A\>\<#96C6\>\<#5728\>10\<#4E2A\>\<#5206\>\<#7C7B\>\<#4E2D\>\<#7684\>\<#67D0\>\<#4E00\>\<#7C7B\>\<#FF0C\>\<#4E14\>\<#786E\>\<#5B9E\>\<#5177\>\<#6709\>\<#5B9E\>\<#9645\>\<#610F\>\<#4E49\>\<#FF0C\>\<#8BF4\>\<#660E\>\<#5904\>\<#7406\>\<#6548\>\<#679C\>\<#5F88\>\<#597D\>\<#3002\>\<#5904\>\<#7406\>\<#540E\>\<#7684\>\<#6587\>\<#4EF6\>\<#5728\>\<#9644\>\<#4EF6\>\<#4E2D\>\<#53EF\>\<#4EE5\>\<#627E\>\<#5F97\>\<#5230\>\<#FF0C\>\<#7A0D\>\<#540E\>\<#4F1A\>\<#8BE6\>\<#7EC6\>\<#63D0\>\<#53CA\>\<#3002\>

  <section|\<#5B9E\>\<#9A8C\>\<#6548\>\<#679C\>>

  <subsection|\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>>

  \;

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  <subsection|\<#5176\>\<#4ED6\>\<#7B97\>\<#6CD5\>>

  <subsubsection|NUS>

  \;

  \<#7ED3\>\<#679C\>\<#5982\>\<#4E0B\>\<#56FE\>\<#3002\>

  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  \<#4E0E\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#6A21\>\<#578B\>\<#76F8\>\<#6BD4\>\<#FF0C\>\<#4F20\>\<#7EDF\>\<#7684\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7B97\>\<#6CD5\>\<#8981\>\<#76F8\>\<#5BF9\>\<#5DEE\>\<#4E00\>\<#70B9\>\<#FF0C\>SVM\<#3001\>LR\<#3001\>Dtree\<#5BF9\>\<#4E8E\>\<#8D1F\>\<#4F8B\>\<#5212\>\<#5206\>\<#7684\>\<#5F88\>\<#597D\>\<#FF0C\>\<#4F46\>\<#6B63\>\<#4F8B\>\<#6BD4\>\<#8F83\>\<#5DEE\>\<#FF0C\>\<#800C\>Naïve
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  \<#8BAD\>\<#7EC3\>\<#65F6\>\<#95F4\>\<#FF1A\>\<#9664\>\<#4E86\>SVM\<#90FD\>\<#5F88\>\<#5FEB\>\<#FF0C\>\<#6BD5\>\<#7ADF\>SVM\<#590D\>\<#6742\>\<#5EA6\>\<#5728\>O(n^2*Feature)\<#548C\>O(n^3*Feature)\<#4E4B\>\<#95F4\>\<#FF0C\>\<#8FD9\>\<#6837\>\<#FF0C\>\<#968F\>\<#7740\>\<#6570\>\<#636E\>\<#96C6\>\<#7684\>\<#589E\>\<#957F\>\<#65F6\>\<#95F4\>\<#589E\>\<#957F\>\<#7684\>\<#975E\>\<#5E38\>\<#5FEB\>\<#3002\>SVM\<#5728\>All
  Feature\<#4E2D\>\<#5927\>\<#6982\>\<#8FD0\>\<#884C\>20\<#5206\>\<#949F\>\<#5DE6\>\<#53F3\>\<#3002\>\<#5176\>\<#4ED6\>\<#7B97\>\<#6CD5\>\<#5728\>All
  Feature\<#4E2D\>\<#901F\>\<#5EA6\>\<#4E0D\>\<#8D85\>\<#8FC7\>1\<#5206\>\<#949F\>\<#3002\>

  <subsubsection|wiki>

  \;

  \<#7ED3\>\<#679C\>\<#5982\>\<#4E0B\>\<#56FE\>\<#3002\>

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  \<#53EF\>\<#4EE5\>\<#770B\>\<#51FA\>\<#6211\>\<#4EEC\>\<#63D0\>\<#53D6\>\<#7684\>feature\<#8BAD\>\<#7EC3\>\<#51FA\>\<#6765\>\<#7684\>\<#7ED3\>\<#679C\>\<#975E\>\<#5E38\>\<#597D\>\<#FF0C\>\<#5176\>\<#4E2D\>Logictic
  Regression\<#FF08\>5k\<#FF09\>\<#7684\>MAP\<#53EF\>\<#4EE5\>\<#8FBE\>\<#5230\>0.9103\<#FF0C\>\<#7565\>\<#4F18\>\<#4E8E\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#6A21\>\<#578B\>\<#FF0C\>SVM\<#548C\>Naïve
  Bayes\<#4E5F\>\<#80FD\>\<#591F\>\<#8FBE\>\<#5230\>88%\<#548C\>87%\<#548C\>MAP\<#3002\>

  \<#8BAD\>\<#7EC3\>\<#65F6\>\<#95F4\>\<#FF1A\>\<#4F9D\>\<#7136\>\<#662F\>\<#9664\>\<#4E86\>SVM\<#90FD\>\<#5F88\>\<#5FEB\>\<#FF0C\>SVM\<#5927\>\<#6982\>\<#8981\>1\<#5206\>\<#949F\>\<#FF0C\>\<#5176\>\<#4ED6\>\<#7B97\>\<#6CD5\>\<#57FA\>\<#672C\>\<#4E0A\>\<#51E0\>\<#79D2\>\<#949F\>\<#51FA\>\<#7ED3\>\<#679C\>\<#3002\>

  <section|\<#5B9E\>\<#9A8C\>\<#7ED3\>\<#679C\>\<#3001\>\<#4EE3\>\<#7801\>\<#3001\>\<#548C\>\<#6570\>\<#636E\>>

  \;

  \<#6211\>\<#4EEC\>\<#5728\>github\<#4E0A\>\<#6709\>\<#4E00\>\<#4E2A\>\<#5DE5\>\<#4F5C\>\<#76EE\>\<#5F55\>\<#FF1A\>https://github.com/zhoulinjun1994/Image-Retrieval

  <subsection|NUS dataset>

  \;

  neural_network\<#4E2D\>\<#FF0C\>new_*id.txt\<#4E3A\>\<#6620\>\<#5C04\>\<#540E\>\<#7684\>\<#56FE\>\<#7247\>\<#5E8F\>\<#53F7\>\<#3002\>mlp.cpp\<#548C\>neuron.h\<#4E3A\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#7684\>\<#6E90\>\<#4EE3\>\<#7801\>\<#3002\>check.cpp\<#4E3A\>\<#8BA1\>\<#7B97\>MAP\<#7684\>\<#7A0B\>\<#5E8F\>\<#3002\>id_change.cpp\<#4E3A\>\<#6620\>\<#5C04\>\<#5E8F\>\<#53F7\>\<#7684\>\<#6E90\>\<#7A0B\>\<#5E8F\>\<#3002\>\<#53EF\>\<#4EE5\>\<#4EE5\>\<#4EE5\>\<#4E0B\>\<#987A\>\<#5E8F\>\<#8FD0\>\<#884C\>\<#FF0C\>\<#65E0\>\<#9700\>\<#5176\>\<#4ED6\>\<#6240\>\<#6709\>\<#7684\>\<#9884\>\<#5904\>\<#7406\>\<#6587\>\<#4EF6\>\<#FF1A\>id_change--mlp--check\<#3002\>\<#8FD0\>\<#884C\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#65F6\>\<#9700\>\<#8981\>\<#628A\>new_*id.txt\<#4EE5\>\<#53CA\>\<#53EF\>\<#6267\>\<#884C\>\<#7A0B\>\<#5E8F\>\<#90FD\>\<#653E\>\<#5230\>NUS\<#6587\>\<#4EF6\>\<#5939\>\<#7684\>\<#6839\>\<#76EE\>\<#5F55\>\<#4E0B\>\<#3002\>train1\<#548C\>train3\<#4E3A\>\<#8BAD\>\<#7EC3\>1\<#8F6E\>\<#548C\>3\<#8F6E\>\<#7684\>\<#8F93\>\<#51FA\>\<#3002\>con0~9.txt\<#4E3A\>\<#5BF9\>\<#5E94\>concept\<#7684\>\<#6570\>\<#636E\>\<#5E93\>\<#4E0E\>\<#6D4B\>\<#8BD5\>\<#96C6\>\<#7684\>\<#8F93\>\<#51FA\>\<#3002\>\<#524D\>\<#9762\>100000\<#884C\>\<#4E3A\>\<#6570\>\<#636E\>\<#5E93\>\<#5BF9\>\<#5E94\>\<#7684\>\<#8F93\>\<#51FA\>\<#FF0C\>\<#540E\>2000\<#884C\>\<#4E3A\>\<#6D4B\>\<#8BD5\>\<#96C6\>\<#7684\>\<#3002\>\<#8FD0\>\<#884C\>check\<#65F6\>\<#9700\>\<#8981\>\<#628A\>con0~9.txt\<#4E5F\>\<#653E\>\<#5230\>NUS\<#6587\>\<#4EF6\>\<#5939\>\<#7684\>\<#6839\>\<#76EE\>\<#5F55\>\<#4E0B\>\<#3002\>log.txt\<#4E3A\>\<#63A7\>\<#5236\>\<#53F0\>\<#8F93\>\<#51FA\>\<#3002\>mlp\<#6700\>\<#540E\>\<#4F1A\>\<#987A\>\<#5E26\>\<#8BA1\>\<#7B97\>MAP\<#3002\>

  \;

  others\<#4E2D\>\<#4E3A\>\<#5176\>\<#4ED6\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#65B9\>\<#6CD5\>\<#7684\>\<#6C47\>\<#603B\>\<#3002\>

  \<#5B9E\>\<#9A8C\>\<#8FD0\>\<#884C\>\<#65B9\>\<#6CD5\>\<#FF1A\>

  python trainready.py : \<#51C6\>\<#5907\>\<#6570\>\<#636E\>

  python train.py : \<#8BAD\>\<#7EC3\>\<#FF0C\>\<#5E76\>\<#7ED9\>\<#51FA\>\<#5728\>\<#9A8C\>\<#8BC1\>\<#96C6\>\<#4E0B\>\<#7684\>\<#7CBE\>\<#5EA6\>\<#FF0C\>\<#7A0B\>\<#5E8F\>\<#4E2D\>\<#6CE8\>\<#91CA\>\<#6389\>\<#7684\>\<#51E0\>\<#884C\>\<#4E3A\>\<#53EF\>\<#9009\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7B97\>\<#6CD5\>

  /Data\<#4E2D\>\<#4FDD\>\<#5B58\>\<#7740\>\<#4E00\>\<#4E9B\>\<#4F9B\>\<#8BAD\>\<#7EC3\>\<#7528\>\<#7684\>\<#6570\>\<#636E\>\<#FF0C\>\<#5176\>\<#4E2D\>\<#FF1A\>

  ft50.txt\<#4E3A\>\<#964D\>\<#4E3A\>50\<#7EF4\>\<#540E\>\<#7684\>\<#6570\>\<#636E\>

  ft5.txt\<#4E3A\>\<#964D\>\<#4E3A\>5\<#7EF4\>\<#540E\>\<#7684\>\<#6570\>\<#636E\>

  trdata_all.txt\<#4E3A\>\<#5168\>\<#90E8\>feature+tag

  trdata.txt\<#5168\>\<#90E8\>tag

  trdata_feature.txt\<#4E3A\>\<#5168\>\<#90E8\>feature

  <subsection|wiki dataset>

  \;

  tag\<#4E2D\>\<#4E3A\>\<#5BF9\>\<#6587\>\<#7AE0\>\<#9884\>\<#5904\>\<#7406\>\<#7684\>\<#7A0B\>\<#5E8F\>\<#548C\>\<#6587\>\<#4EF6\>\<#3002\>tag.cpp\<#4E3A\>\<#751F\>\<#6210\>5000\<#4E2A\>tag\<#7684\>\<#7A0B\>\<#5E8F\>\<#3002\>TE.cpp\<#6839\>\<#636E\>5000\<#4E2A\>tag\<#751F\>\<#6210\>\<#6BCF\>\<#5F20\>\<#56FE\>\<#7247\>\<#62E5\>\<#6709\>\<#7684\>tag\<#7684\>\<#6570\>\<#91CF\>\<#3002\>tag.cpp\<#540E\>\<#9762\>\<#6CE8\>\<#91CA\>\<#7684\>\<#90E8\>\<#5206\>\<#6839\>\<#636E\>5000\<#4E2A\>tag\<#751F\>\<#6210\>\<#4E00\>\<#5F20\>\<#8868\>\<#FF0C\>\<#6BCF\>\<#884C\>\<#4E00\>\<#4E2A\>tag\<#FF0C\>\<#6709\>10\<#4E2A\>\<#6570\>\<#8868\>\<#793A\>\<#6BCF\>\<#4E00\>\<#7C7B\>\<#4E2D\>\<#51FA\>\<#73B0\>\<#8FD9\>\<#4E2A\>tag\<#7684\>\<#9891\>\<#7387\>\<#3002\>tags2_stats_2.txt\<#5C31\>\<#662F\>\<#8FD9\>\<#5F20\>\<#8868\>\<#FF0C\>tags2.txt\<#548C\>*set_tag.txt\<#90FD\>\<#662F\>\<#8FD9\>\<#51E0\>\<#4E2A\>\<#7A0B\>\<#5E8F\>\<#7684\>\<#8F93\>\<#51FA\>\<#FF0C\>\<#4F46\>\<#662F\>\<#53EA\>\<#6709\>2000\<#4E2A\>tag\<#3002\>5000\<#4E2A\>tag\<#7684\>\<#6570\>\<#636E\>\<#5728\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7B97\>\<#6CD5\>\<#5BF9\>\<#5E94\>\<#7684\>\<#6587\>\<#4EF6\>\<#5939\>\<#4E2D\>\<#6709\>\<#3002\>\<#8FD0\>\<#884C\>\<#8FD9\>\<#4E9B\>\<#7A0B\>\<#5E8F\>\<#65F6\>\<#9700\>\<#8981\>\<#628A\>\<#5B83\>\<#4EEC\>\<#653E\>\<#5728\>wiki\<#6587\>\<#4EF6\>\<#5939\>\<#7684\>\<#6839\>\<#76EE\>\<#5F55\>\<#4E0B\>\<#3002\>

  \;

  cnn\<#4E2D\>\<#4E3A\>\<#6211\>\<#4EEC\>\<#6240\>\<#4F7F\>\<#7528\>\<#7684\>cnn\<#7684\>\<#4EE3\>\<#7801\>\<#548C\>\<#6587\>\<#4EF6\>\<#3002\>main.m\<#91CC\>\<#653E\>\<#4E86\>\<#4F7F\>\<#7528\>\<#7684\>\<#6307\>\<#4EE4\>\<#3002\>

  \;

  neural_network\<#4E2D\>\<#4E3A\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>\<#7684\>\<#6E90\>\<#7A0B\>\<#5E8F\>\<#548C\>\<#8F93\>\<#51FA\>\<#7ED3\>\<#679C\>\<#3002\>\<#5206\>\<#4E3A\>2ktag\<#548C\>5ktag\<#4E24\>\<#4E2A\>\<#6587\>\<#4EF6\>\<#5939\>\<#FF0C\>\<#91CC\>\<#9762\>\<#7684\>\<#6587\>\<#4EF6\>\<#610F\>\<#4E49\>\<#4E0E\>NUS\<#7684\>\<#76F8\>\<#540C\>\<#3002\>\<#6839\>\<#76EE\>\<#5F55\>\<#7684\>\<#4E09\>\<#4E2A\>\<#7A0B\>\<#5E8F\>\<#610F\>\<#4E49\>\<#548C\>\<#7528\>\<#6CD5\>\<#4E5F\>\<#4E0E\>NUS\<#7684\>\<#76F8\>\<#540C\>\<#3002\>

  \;

  others\<#4E2D\>\<#5B58\>\<#653E\>\<#7740\>\<#5176\>\<#4ED6\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7B97\>\<#6CD5\>\<#7684\>\<#6570\>\<#636E\>\<#548C\>\<#4EE3\>\<#7801\>\<#3002\>

  python train.py\<#8BAD\>\<#7EC3\>\<#FF0C\>\<#5E76\>\<#751F\>\<#6210\>\<#9884\>\<#6D4B\>\<#7684\>\<#7ED3\>\<#679C\>\<#6587\>\<#4EF6\>result.txt\<#3002\>

  \<#6570\>\<#636E\>\<#FF1A\>

  \ \ \ \ \ \ \ \ testset_tag2k.txt \ 2k tag\<#7684\>\<#6D4B\>\<#8BD5\>\<#96C6\>

  \ \ \ \ \ \ \ \ testset_tag5k.txt \ 5k tag\<#7684\>\<#6D4B\>\<#8BD5\>\<#96C6\>

  \ \ \ \ \ \ \ \ trainset_tag2k.txt \ 2k
  tag\<#7684\>\<#8BAD\>\<#7EC3\>\<#96C6\>

  \ \ \ \ \ \ \ \ trainset_tag5k.txt \ 5k
  tag\<#7684\>\<#6D4B\>\<#8BD5\>\<#96C6\>

  <section|\<#5F15\>\<#7528\>\<#6587\>\<#732E\>>

  \;

  <em|R.B.Palm>, <em|Prediction as a candidate for learning deep
  direrarchical models of data>, 2012.
</body>

<initial|<\collection>
</collection>>

<\references>
  <\collection>
    <associate|auto-1|<tuple|1|1>>
    <associate|auto-10|<tuple|2.2|3>>
    <associate|auto-11|<tuple|2.2.1|3>>
    <associate|auto-12|<tuple|2.2.2|3>>
    <associate|auto-13|<tuple|2.2.3|3>>
    <associate|auto-14|<tuple|2.2.4|3>>
    <associate|auto-15|<tuple|3|3>>
    <associate|auto-16|<tuple|3.1|3>>
    <associate|auto-17|<tuple|3.1.1|3>>
    <associate|auto-18|<tuple|3.1.2|4>>
    <associate|auto-19|<tuple|3.1.3|4>>
    <associate|auto-2|<tuple|1.1|1>>
    <associate|auto-20|<tuple|3.2|4>>
    <associate|auto-21|<tuple|3.2.1|4>>
    <associate|auto-22|<tuple|3.2.2|4>>
    <associate|auto-23|<tuple|1|4>>
    <associate|auto-24|<tuple|1|5>>
    <associate|auto-25|<tuple|3.3|5>>
    <associate|auto-26|<tuple|3.3.1|5>>
    <associate|auto-27|<tuple|3.3.2|5>>
    <associate|auto-28|<tuple|3.3.3|6>>
    <associate|auto-29|<tuple|4|6>>
    <associate|auto-3|<tuple|1.2|1>>
    <associate|auto-30|<tuple|4.1|6>>
    <associate|auto-31|<tuple|4.2|6>>
    <associate|auto-32|<tuple|4.2.1|6>>
    <associate|auto-33|<tuple|2|6>>
    <associate|auto-34|<tuple|4.2.2|7>>
    <associate|auto-35|<tuple|3|7>>
    <associate|auto-36|<tuple|5|7>>
    <associate|auto-37|<tuple|5.1|7>>
    <associate|auto-38|<tuple|5.2|8>>
    <associate|auto-39|<tuple|6|8>>
    <associate|auto-4|<tuple|1.3|1>>
    <associate|auto-40|<tuple|6|?|../../../.TeXmacs/texts/scratch/no_name_4.tm>>
    <associate|auto-5|<tuple|1.4|2>>
    <associate|auto-6|<tuple|2|2>>
    <associate|auto-7|<tuple|2.1|2>>
    <associate|auto-8|<tuple|2.1.1|2>>
    <associate|auto-9|<tuple|2.1.2|2>>
  </collection>
</references>

<\auxiliary>
  <\collection>
    <\associate|figure>
      <tuple|normal||<pageref|auto-23>>

      <tuple|normal||<pageref|auto-33>>

      <tuple|normal||<pageref|auto-35>>
    </associate>
    <\associate|table>
      <tuple|normal||<pageref|auto-24>>
    </associate>
    <\associate|toc>
      <vspace*|1fn><with|font-series|<quote|bold>|math-font-series|<quote|bold>|1<space|2spc>\<#4EFB\>\<#52A1\>\<#6982\>\<#8FF0\>\<#4E0E\>\<#521D\>\<#6B65\>\<#5206\>\<#6790\>>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-1><vspace|0.5fn>

      <with|par-left|<quote|1tab>|1.1<space|2spc>MAP
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-2>>

      <with|par-left|<quote|1tab>|1.2<space|2spc>NUS\<#6570\>\<#636E\>\<#5E93\>\<#6587\>\<#4EF6\>\<#683C\>\<#5F0F\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-3>>

      <with|par-left|<quote|1tab>|1.3<space|2spc>wiki\<#6570\>\<#636E\>\<#5E93\>\<#6587\>\<#4EF6\>\<#683C\>\<#5F0F\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-4>>

      <with|par-left|<quote|1tab>|1.4<space|2spc>\<#4EFB\>\<#52A1\>\<#7EDF\>\<#4E00\>\<#4E0E\>\<#5207\>\<#5206\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-5>>

      <vspace*|1fn><with|font-series|<quote|bold>|math-font-series|<quote|bold>|2<space|2spc>NUS-WIDE
      dataset\<#89E3\>\<#51B3\>\<#65B9\>\<#6848\>>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-6><vspace|0.5fn>

      <with|par-left|<quote|1tab>|2.1<space|2spc>\<#591A\>\<#5C42\>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-7>>

      <with|par-left|<quote|2tab>|2.1.1<space|2spc>\<#7F51\>\<#7EDC\>\<#7ED3\>\<#6784\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-8>>

      <with|par-left|<quote|2tab>|2.1.2<space|2spc>\<#591A\>\<#79CD\>\<#5C1D\>\<#8BD5\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-9>>

      <with|par-left|<quote|1tab>|2.2<space|2spc>\<#5176\>\<#4ED6\>\<#5C1D\>\<#8BD5\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-10>>

      <with|par-left|<quote|2tab>|2.2.1<space|2spc>\<#6982\>\<#8FF0\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-11>>

      <with|par-left|<quote|2tab>|2.2.2<space|2spc>\<#73AF\>\<#5883\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-12>>

      <with|par-left|<quote|2tab>|2.2.3<space|2spc>\<#5B9E\>\<#9A8C\>\<#8FC7\>\<#7A0B\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-13>>

      <with|par-left|<quote|2tab>|2.2.4<space|2spc>\<#8BAD\>\<#7EC3\>\<#53C2\>\<#6570\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-14>>

      <vspace*|1fn><with|font-series|<quote|bold>|math-font-series|<quote|bold>|3<space|2spc>wikipedia
      dataset\<#89E3\>\<#51B3\>\<#65B9\>\<#6848\>>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-15><vspace|0.5fn>

      <with|par-left|<quote|1tab>|3.1<space|2spc>\<#4F20\>\<#7EDF\>\<#673A\>\<#5668\>\<#5B66\>\<#4E60\>\<#7B97\>\<#6CD5\>\<#5B9E\>\<#73B0\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-16>>

      <with|par-left|<quote|2tab>|3.1.1<space|2spc>\<#6982\>\<#8FF0\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-17>>

      <with|par-left|<quote|2tab>|3.1.2<space|2spc>\<#5B9E\>\<#9A8C\>\<#8FC7\>\<#7A0B\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-18>>

      <with|par-left|<quote|2tab>|3.1.3<space|2spc>\<#5B9E\>\<#9A8C\>\<#53C2\>\<#6570\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-19>>

      <with|par-left|<quote|1tab>|3.2<space|2spc>feature
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-20>>

      <with|par-left|<quote|2tab>|3.2.1<space|2spc>\<#63D0\>\<#53D6\>\<#624B\>\<#6BB5\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-21>>

      <with|par-left|<quote|2tab>|3.2.2<space|2spc>CNN\<#6A21\>\<#578B\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-22>>

      <with|par-left|<quote|1tab>|3.3<space|2spc>tag
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-25>>

      <with|par-left|<quote|2tab>|3.3.1<space|2spc>tf-idf\<#7B97\>\<#6CD5\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-26>>

      <with|par-left|<quote|2tab>|3.3.2<space|2spc>\<#5177\>\<#4F53\>\<#505A\>\<#6CD5\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-27>>

      <with|par-left|<quote|2tab>|3.3.3<space|2spc>\<#5904\>\<#7406\>\<#7ED3\>\<#679C\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-28>>

      <vspace*|1fn><with|font-series|<quote|bold>|math-font-series|<quote|bold>|4<space|2spc>\<#5B9E\>\<#9A8C\>\<#6548\>\<#679C\>>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-29><vspace|0.5fn>

      <with|par-left|<quote|1tab>|4.1<space|2spc>\<#795E\>\<#7ECF\>\<#7F51\>\<#7EDC\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-30>>

      <with|par-left|<quote|1tab>|4.2<space|2spc>\<#5176\>\<#4ED6\>\<#7B97\>\<#6CD5\>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-31>>

      <with|par-left|<quote|2tab>|4.2.1<space|2spc>NUS
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-32>>

      <with|par-left|<quote|2tab>|4.2.2<space|2spc>wiki
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-34>>

      <vspace*|1fn><with|font-series|<quote|bold>|math-font-series|<quote|bold>|5<space|2spc>\<#5B9E\>\<#9A8C\>\<#7ED3\>\<#679C\>\<#3001\>\<#4EE3\>\<#7801\>\<#3001\>\<#548C\>\<#6570\>\<#636E\>>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-36><vspace|0.5fn>

      <with|par-left|<quote|1tab>|5.1<space|2spc>NUS dataset
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-37>>

      <with|par-left|<quote|1tab>|5.2<space|2spc>wiki dataset
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-38>>

      <vspace*|1fn><with|font-series|<quote|bold>|math-font-series|<quote|bold>|6<space|2spc>\<#5F15\>\<#7528\>\<#6587\>\<#732E\>>
      <datoms|<macro|x|<repeat|<arg|x>|<with|font-series|medium|<with|font-size|1|<space|0.2fn>.<space|0.2fn>>>>>|<htab|5mm>>
      <no-break><pageref|auto-39><vspace|0.5fn>
    </associate>
  </collection>
</auxiliary>