{"id":9729,"date":"2016-08-06T01:00:00","date_gmt":"2016-08-05T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-06T08:59:43","modified_gmt":"2018-12-06T00:59:43","slug":"nlp%e5%88%9d%e5%ad%a6%e6%95%99%e7%a8%8b%ef%bc%9aword2vec%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=9729","title":{"rendered":"NLP\u521d\u5b66\u6559\u7a0b\uff1aword2vec\u5b9e\u8df5"},"content":{"rendered":"
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word2vec\u4ecb\u7ecd\uff1a<\/strong><\/section>\n

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word2vec\u662f\u4e00\u4e2a\u5c06\u5355\u8bcd\u8f6c\u6362\u6210\u5411\u91cf\u5f62\u5f0f\u7684\u5de5\u5177\u3002\u53ef\u4ee5\u628a\u5bf9\u6587\u672c\u5185\u5bb9\u7684\u5904\u7406\u7b80\u5316\u4e3a\u5411\u91cf\u7a7a\u95f4\u4e2d\u7684\u5411\u91cf\u8fd0\u7b97\uff0c\u8ba1\u7b97\u51fa\u5411\u91cf\u7a7a\u95f4\u4e0a\u7684\u76f8\u4f3c\u5ea6\uff0c\u6765\u8868\u793a\u6587\u672c\u8bed\u4e49\u4e0a\u7684\u76f8\u4f3c\u5ea6\u3002word2vec\u662fGoogle\u57282013\u5e74\u63d0\u51fa\u7684\u4e00\u6b3e\u5f00\u6e90\u5de5\u5177\uff0c\u5176\u662f\u4e00\u4e2aDeep Learning(\u6df1\u5ea6\u5b66\u4e60)\u6a21\u578b\uff08\u5b9e\u9645\u4e0a\u8be5\u6a21\u578b\u5c42\u6b21\u8f83\u6d45\uff0c\u4e25\u683c\u4e0a\u8fd8\u4e0d\u80fd\u7b97\u662f\u6df1\u5c42\u6a21\u578b\uff0c\u5982\u679cword2vec\u4e0a\u5c42\u518d\u5957\u4e00\u5c42\u4e0e\u5177\u4f53\u5e94\u7528\u76f8\u5173\u7684\u8f93\u51fa\u5c42\uff0c\u5982Softmax\uff0c\u4fbf\u66f4\u50cf\u662f\u4e00\u4e2a\u6df1\u5c42\u6a21\u578b\uff09\uff0c\u5b83\u5c06\u8bcd\u8868\u5f81\u6210\u5b9e\u6570\u503c\u5411\u91cf\uff0c\u91c7\u7528CBOW\uff08Continuous Bag-Of-Words Model\uff0c\u8fde\u7eed\u8bcd\u888b\u6a21\u578b\uff09\u548cSkip-Gram(Continuous Skip-GramModel)\u4e24\u79cd\u6a21\u578b\u3002<\/section>\n

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word2vec\u6e90\u7801\u662flinux\u4e0b\u7684c\u8bed\u8a00\u5199\u7684\uff0c\u5982\u679c\u8981\u5728windows\u4e0b\u7f16\u8bd1\uff0c\u9700\u8981\u7528\u5230Cygwin\uff0c\u5176\u4ed6\u7684\u865a\u62df\u673a\u5b89\u88c5linux\u7cfb\u7edf\u53ef\u4ee5\u81ea\u884c\u5c1d\u8bd5\u3002Cygwin\u5c31\u662f\u5728windows\u5e73\u53f0\u4e0a\u8fd0\u884c\u7c7bUnix\u7684\u6a21\u62df\u73af\u5883\u3002\u5b89\u88c5\u9700\u8981\u534a\u4e2a\u5c0f\u65f6\u5de6\u53f3\uff0c\u4e4b\u540e\u5728Cygwin\u91cc\u9762\u7f16\u8bd1Word2vec\uff0c\u4e0d\u9700\u8981\u6539\u4efb\u4f55\u4ee3\u7801\u3002<\/section>\n

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\uff081\uff09<\/strong>\u4e0b\u8f7dword2vec \u4e0b\u8f7d\u5730\u5740\uff0chttps:\/\/github.com\/dav\/word2vec<\/section>\n

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This tool provides an efficient implementation of the continuous bag-of-words and skip-gram architectures for computing vector representations of words. These representations can be subsequently used in many natural language processing applications and for further research.<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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make\u4e4b\u540e\uff0c\u4f1a\u5728bin\u6587\u4ef6\u4e2d\u751f\u6210\u4e00\u4e9b\u53ef\u6267\u884c\u6587\u4ef6\uff0c\u5728windows\u7a97\u53e3\u4e0b\u53ef\u4ee5\u770b\u5230\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\uff083\uff09<\/strong>cd bin \u8fdb\u5165bin\u6587\u4ef6\u5939\u4e4b\u540e\uff0c\u5728cygwin\u7a97\u53e3\u8f93\u5165\u4ee5\u4e0b\u4ee3\u7801\uff08\u56e0\u4e3a\u8981\u4f7f\u7528bin\u6587\u4ef6\u4e2d\u7684word2vec.exe\uff09<\/section>\n

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time .\/word2vec -train 2<\/span>.txt<\/span> -output 3.txt -cbow 1 -size 100 -window 8 -negative 25 -hs 0 -sample 1e-4 -threads 20 -binary 0 -iter 15
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-train “data\/2.txt” \u8868\u793a\u5728\u6307\u5b9a\u7684\u8bed\u6599\u5e93\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c2.txt\u8fd9\u4e2a\u662f\u8981\u8bad\u7ec3\u7684\u8bed\u6599\u5e93\uff0c\u5bf9\u4e8e\u4e2d\u6587\u6765\u8bf4\u662f\u5df2\u7ecf\u5206\u8bcd\u597d\uff0c\u5904\u7406\u597d\u7684\u8bed\u6599\u5e93\u5173\u4e8e\u5206\u8bcd\u5728\u6700\u540e\u8bf4\u660e<\/span><\/section>\n

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-size 100 \u8bcd\u5411\u91cf\u7684\u7ef4\u5ea6\u4e3a100<\/section>\n

-window 8 \u8bad\u7ec3\u7a97\u53e3\u7684\u5927\u5c0f\u4e3a8   \u5373\u8003\u8651\u4e00\u4e2a\u5355\u8bcd\u7684\u524d\u516b\u4e2a\u548c\u540e\u516b\u4e2a\u5355\u8bcd-negative 25 -hs 0  \u662f\u4f7f\u7528negative sample\u8fd8\u662fHS\u7b97\u6cd5<\/section>\n

-sample 1e-4 \u91c7\u7528\u9608\u503c<\/section>\n

-threads 20 \u7ebf\u7a0b\u6570<\/section>\n

-binary 0 \u8f93\u51fa\u6587\u4ef6\u4fdd\u5b58\u6210\u975e\u4e8c\u8fdb\u5236 <\/section>\n

-iter 15 \u8fed\u4ee3\u6b21\u6570
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\u672c\u6b21\u8981\u6c42\u7684\u662f\u8bad\u7ec3\u4e2d\u6587\u7684\u8bed\u6599\u5e93\uff0c\u4e2d\u6587\u8bed\u6599\u5e93\u6d89\u53ca\u5230\u5206\u8bcd\u7684\u8fc7\u7a0b\u3002\u9996\u5148\u7b2c\u4e00\u6b21\u8bad\u7ec3\u5c31\u4f7f\u7528\u5c0f\u4e00\u70b9\u7684\u6587\u672c\u770b\u4e00\u4e0b\u4ec0\u4e48\u6837\u7684\u6d41\u7a0b\uff0c\u540e\u9762\u518d\u627e\u597d\u70b9\u7684\u8bed\u6599\u5e93\u3002<\/section>\n

\u7b2c\u4e00\u6b21\u8bad\u7ec3\uff0c\u63a8\u8350\u627e\u4e00\u672c1M\u5de6\u53f3\u7684\u5c0f\u8bf4\uff0ctxt\u6587\u6863\uff0c\u653e\u5230word\u6587\u6863\uff0c\u628a\u6807\u70b9\u66ff\u6362\u6210\u7a7a\u683c\uff0c\u5206\u8bcd\u53ef\u4ee5\u4f7f\u7528ansj\u5de5\u5177\uff0c\u628aansj\u7684jar\u5305\u5bfc\u5165java\u5de5\u7a0b\uff0c\u7136\u540e\u53ef\u4ee5\u521b\u5efa\u4e0b\u9762\u7684\u7c7b\uff08\u81ea\u5df1\u5199\u7684\uff09\uff0c\u9996\u5148\u8bfb\u6587\u4ef6-\u6309\u7167\u884c\u6765\u5904\u7406\uff0c\u5206\u8bcd\uff0c\u5199\u6587\u4ef6\u5b8c\u6210\u5206\u8bcd\u7684\u8fc7\u7a0b\u3002
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\u4ee3\u7801\uff1a<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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public class Ansj {<\/section>\n
public static void main(String[] args) throws Exception {  <\/section>\n
String infilepath=”D:\\1.txt”;\/\/\u6e90\u6587\u4ef6<\/section>\n
String outfilepath=”D:\\2.txt”;\/\/\u5206\u8bcd\u4e4b\u540e\u7684\u6587\u4ef6<\/section>\n
BufferedReader readfile = new BufferedReader (new InputStreamReader(new FileInputStream(infilepath),”GB2312″));<\/section>\n
BufferedWriter writefile = new BufferedWriter(new OutputStreamWriter(new FileOutputStream(outfilepath),”GB2312″));<\/section>\n
String line = “”;<\/section>\n
while((line= readfile.readLine())!= null){  <\/section>\n
System.out.println(line);<\/section>\n
writefile.write(ToAnalysis.parse(line).toString());<\/section>\n
writefile.flush(); \/\/\u5237\u65b0\u7f13\u51b2\u533a\u7684\u6570\u636e\u5230\u6587\u4ef6<\/section>\n
       }  <\/section>\n
readfile.close();<\/section>\n
writefile.close();<\/section>\n
       System.out.println(“\u5206\u8bcd\u7ed3\u675f”);  <\/section>\n
   }  <\/section>\n<\/section>\n
\n
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\n
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\n

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\u8bad\u7ec3\u51fa\u6765\u4e4b\u540e\uff0c\u53ef\u80fd\u4f1a\u51fa\u73b0\u8fde\u7eed\u4e24\u4e2a\u7a7a\u683c\u7684\u60c5\u51b5\uff0c\u53ef\u4ee5\u653e\u5230word\u91cc\u9762\u8fdb\u884c\u66ff\u6362\uff0c\u5904\u7406\u597d\u3002\u4e0b\u9762\u662f\u6211\u5206\u8bcd\u4e4b\u540e\u7684\u7ed3\u679c\u3002<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u5206\u8bcd\u51fa\u6765\u4e4b\u540e\u7684\u8fd9\u4e2a\u6587\u4ef6\u662f\u5bf9\u5e94\u662f2.txt\u6587\u4ef6\uff0c\u4e0d\u8fc7\u540d\u5b57\u53ef\u4ee5\u81ea\u5df1\u53e6\u5916\u5b9a\u4e49\u3002    <\/section>\n

<\/section>\n
\u5728cygwin\u7a97\u53e3\u8f93\u5165\uff1atime .\/word2vec -train 2.txt<\/span>-output 3.txt<\/span> -cbow 1 -size 100 -window 8 -negative 25 -hs 0 -sample 1e-4 -threads 20 -binary 0 -iter 15<\/section>\n

<\/section>\n
\u53ef\u4ee5\u5728word2vec\/bin\u6587\u4ef6\u5939\u4e2d\u770b\u5230\u8bad\u7ec3\u51fa\u6765\u7684\u6587\u4ef63.txt\uff0c\u5982\u679c\u4e4b\u524d\u9009\u62e9\u7684binary 0\uff0c\u8fd9\u4e2a\u6587\u4ef6\u53ef\u4ee5\u76f4\u63a5\u5728Windows\u4e0b\u6253\u5f00\u770b\u5230\uff0c\u770b\u5230\u7684\u662f\u4e0b\u9762\u7684\u7ed3\u679c\u6216\u8005\u901a\u8fc7vi 2.txt\u5728Linux\u73af\u5883\u4e0b\u770b\u5230\u3002
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\"\u96c6\u667a\"<\/section>\n<\/section>\n
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\u25b2\u56fe\uff1a3-1<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u5982\u679c\u662f\u4e71\u7801\uff0c\u53ef\u4ee5\u4f7f\u7528notepad\u8fdb\u884c\u683c\u5f0f\u7684\u8f6c\u6362
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\"\u96c6\u667a\"<\/section>\n<\/section>\n
\n
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\u25b2\u56fe\uff1a3-2<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/p>\n

\u6392\u7248\uff1a\u6f88\u6c34\u6e05\u6cc9<\/span><\/strong><\/p>\n

\u6821\u5bf9\uff1a\u6f88\u6c34\u6e05\u6cc9<\/span><\/strong><\/span><\/strong><\/p>\n

\u7ec8\u5ba1\uff1aJake<\/span><\/strong><\/p>\n


<\/p>\n


<\/p>\n


<\/p>\n

\"\u96c6\u667a\"<\/p>\n

\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01\uff01\uff01<\/span><\/p>\n

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\n

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<\/p>\n

\u96c6\u667a\u8457\u4f5c\uff1a\u300a\u8d70\u8fd12050\uff1a\u6ce8\u610f\u529b\u3001\u4e92\u8054\u7f51\u4e0e\u4eba\u5de5\u667a\u80fd\u300b<\/span><\/strong><\/p>\n


<\/span><\/strong><\/p>\n

\"\u96c6\u667a\"
<\/span><\/strong><\/p>\n

\u25bc<\/p>\n


<\/p>\n

<\/p>\n
\"\u96c6\u667a\"
<\/section>\n
\"\u96c6\u667a\"\u2190<\/span>\u8bc6\u522b\u4e8c\u7ef4\u7801\u8d2d\u4e70~<\/section>\n

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\"\u96c6\u667a\"<\/p>\n


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\"\u96c6\u667a\"<\/span><\/p>\n


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\"\u96c6\u667a\"
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\u957f\u6309\u8bc6\u522b\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u96c6\u667aClub\u5fae\u4fe1\uff0c<\/span><\/p>\n

\u8ba9\u6211\u4eec\u79bb\u79d1\u5b66\u63a2\u7d22\u66f4\u8fd1\u4e00\u6b65\u3002<\/span><\/p>\n

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