{"id":49196,"date":"2023-08-18T12:45:09","date_gmt":"2023-08-18T04:45:09","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=49196"},"modified":"2023-08-18T12:45:11","modified_gmt":"2023-08-18T04:45:11","slug":"lstm%e7%9a%84%e4%bc%98%e7%82%b9%e5%92%8c%e7%bc%ba%e7%82%b9","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/49196.html","title":{"rendered":"LSTM\u7684\u4f18\u70b9\u548c\u7f3a\u70b9"},"content":{"rendered":"\n
\n

\u957f\u77ed\u65f6\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\uff0c\u7528\u4e8e\u5904\u7406\u4e0e\u65f6\u95f4\u5e8f\u5217\u76f8\u5173\u7684\u95ee\u9898\u3002LSTM\u7684\u4f18\u70b9\u4e3b\u8981\u6709\uff1a1. \u80fd\u6709\u6548\u5904\u7406\u957f\u5e8f\u5217\u4f9d\u8d56\u95ee\u9898\uff1b2. \u9632\u6b62\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff1b3. \u826f\u597d\u7684\u5b66\u4e60\u80fd\u529b\u3002\u7f3a\u70b9\u5219\u5305\u62ec\uff1a1. \u8bad\u7ec3\u65f6\u95f4\u8f83\u957f\uff1b2. \u53c2\u6570\u4f17\u591a\uff0c\u5bb9\u6613\u8fc7\u62df\u5408\uff1b3. \u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u5927\u3002\u4f8b\u5982\uff0cLSTM\u80fd\u591f\u6355\u6349\u957f\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f\uff0c\u9002\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3002<\/p>\n<\/blockquote>\n\n\n

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\"\"<\/figure><\/div>\n\n\n

\u4e00\u3001LSTM\u7684\u4f18\u70b9<\/h2>\n\n\n\n

1\u3001\u957f\u5e8f\u5217\u4f9d\u8d56\u5904\u7406\u80fd\u529b<\/h3>\n\n\n\n

\u901a\u8fc7\u95e8\u63a7\u673a\u5236\uff0cLSTM\u80fd\u591f\u5b66\u4e60\u5e76\u8bb0\u5fc6\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff0c\u89e3\u51b3\u666e\u901aRNN\u96be\u4ee5\u6355\u6349\u957f\u5e8f\u5217\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

2\u3001\u9632\u6b62\u68af\u5ea6\u6d88\u5931\u95ee\u9898<\/h3>\n\n\n\n

LSTM\u7684\u8bbe\u8ba1\u7ed3\u6784\u6709\u52a9\u4e8e\u4fdd\u6301\u68af\u5ea6\u6d41\uff0c\u6709\u6548\u89e3\u51b3\u4f20\u7edfRNN\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u68af\u5ea6\u6d88\u5931\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

3\u3001\u826f\u597d\u7684\u5b66\u4e60\u80fd\u529b<\/h3>\n\n\n\n

\u80fd\u591f\u5728\u590d\u6742\u7684\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u5982\u673a\u5668\u7ffb\u8bd1\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u3002<\/p>\n\n\n\n

\u4e8c\u3001LSTM\u7684\u7f3a\u70b9<\/h2>\n\n\n\n

1\u3001\u8bad\u7ec3\u65f6\u95f4\u8f83\u957f<\/h3>\n\n\n\n

\u7531\u4e8e\u590d\u6742\u7684\u95e8\u63a7\u673a\u5236\u548c\u591a\u4e2a\u6743\u91cd\u53c2\u6570\uff0cLSTM\u7684\u8bad\u7ec3\u8fc7\u7a0b\u76f8\u5bf9\u8f83\u6162\u3002<\/p>\n\n\n\n

2\u3001\u53c2\u6570\u4f17\u591a\uff0c\u5bb9\u6613\u8fc7\u62df\u5408<\/h3>\n\n\n\n

LSTM\u5305\u62ec\u7684\u53c2\u6570\u4f17\u591a\uff0c\u5982\u679c\u6ca1\u6709\u5145\u8db3\u7684\u8bad\u7ec3\u6570\u636e\u6216\u9002\u5f53\u7684\u6b63\u5219\u5316\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u8fc7\u62df\u5408\u95ee\u9898\u3002<\/p>\n\n\n\n

3\u3001\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u5927<\/h3>\n\n\n\n

LSTM\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\uff0c\u53ef\u80fd\u9700\u8981\u9ad8\u6027\u80fd\u7684\u786c\u4ef6\u652f\u6301\u3002<\/p>\n\n\n\n

\n\n\n\n

\u5e38\u89c1\u95ee\u7b54\uff1a<\/strong><\/h2>\n\n\n\n
\n

Q1\uff1aLSTM\u4e0eGRU\u6709\u4f55\u533a\u522b\uff1f<\/strong> <\/p>\n\n\n\n

\u7b54\uff1aGRU\u662fLSTM\u7684\u4e00\u79cd\u53d8\u4f53\uff0c\u7ed3\u6784\u8f83\u7b80\u5355\uff0c\u53c2\u6570\u8f83\u5c11\uff0c\u4f46\u53ef\u80fd\u5728\u5904\u7406\u67d0\u4e9b\u590d\u6742\u4efb\u52a1\u65f6\u6027\u80fd\u7565\u900a\u4e8eLSTM\u3002<\/p>\n<\/div>\n\n\n\n

\n

Q2\uff1aLSTM\u9002\u7528\u4e8e\u54ea\u4e9b\u5e94\u7528\u573a\u666f\uff1f<\/strong> <\/p>\n\n\n\n

\u7b54\uff1aLSTM\u9002\u7528\u4e8e\u5404\u79cd\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u4efb\u52a1\uff0c\u5982\u8bed\u97f3\u8bc6\u522b\u3001\u80a1\u4ef7\u9884\u6d4b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u3002<\/p>\n<\/div>\n\n\n\n

\n

Q3\uff1a\u5982\u4f55\u7f13\u89e3LSTM\u7684\u8bad\u7ec3\u65f6\u95f4\u548c\u8d44\u6e90\u6d88\u8017\u95ee\u9898\uff1f<\/strong> <\/p>\n\n\n\n

\u7b54\uff1a\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u7b80\u5316\u7248\u7684LSTM\u7ed3\u6784\u3001\u9002\u5f53\u51cf\u5c0f\u7f51\u7edc\u89c4\u6a21\u6216\u4f7f\u7528\u9ad8\u6548\u7684\u786c\u4ef6\u548c\u4f18\u5316\u7b97\u6cd5\u3002<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"\u957f\u77ed\u65f6\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\uff0c\u7528\u4e8e\u5904\u7406\u4e0e\u65f6\u95f4\u5e8f\u5217\u76f8\u5173\u7684\u95ee\u9898\u3002LSTM\u7684\u4f18\u70b9\u4e3b\u8981 […]","protected":false},"author":7,"featured_media":49200,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[1290,1291,1292],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/49196"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=49196"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/49196\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/49200"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=49196"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=49196"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=49196"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}