{"id":261,"date":"2025-11-02T16:26:17","date_gmt":"2025-11-02T08:26:17","guid":{"rendered":"https:\/\/blog.zeronely.cn\/?p=261"},"modified":"2025-11-02T16:26:18","modified_gmt":"2025-11-02T08:26:18","slug":"%e4%bb%8e%e5%a4%a7%e8%a7%84%e6%a8%a1%e8%bd%a8%e8%bf%b9%e6%88%96%e8%a1%8c%e4%b8%ba%e6%95%b0%e6%8d%ae%e4%b8%ad%e5%8f%91%e7%8e%b0%e6%bd%9c%e5%9c%a8%e8%a7%84%e5%88%99%e5%85%b3%e7%b3%bb%e7%9a%84%e8%b0%83","status":"publish","type":"post","link":"https:\/\/blog.zeronely.cn\/index.php\/2025\/11\/02\/%e4%bb%8e%e5%a4%a7%e8%a7%84%e6%a8%a1%e8%bd%a8%e8%bf%b9%e6%88%96%e8%a1%8c%e4%b8%ba%e6%95%b0%e6%8d%ae%e4%b8%ad%e5%8f%91%e7%8e%b0%e6%bd%9c%e5%9c%a8%e8%a7%84%e5%88%99%e5%85%b3%e7%b3%bb%e7%9a%84%e8%b0%83\/","title":{"rendered":"\u4ece\u5927\u89c4\u6a21\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u4e2d\u53d1\u73b0\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u7684\u8c03\u7814\u6c47\u62a5"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"\u4e00-\u7814\u7a76\u65b9\u5411\u5386\u53f2\u53d1\u5c55\u8c03\u7814\">\u4e00\u3001\u7814\u7a76\u65b9\u5411\u5386\u53f2\u53d1\u5c55\u8c03\u7814<\/h2>\n\n\n\n<p>\u4ece\u5927\u89c4\u6a21\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u4e2d\u53d1\u73b0\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\uff0c\u662f\u968f\u7740\u6570\u636e\u91c7\u96c6\u6280\u672f\u3001\u8ba1\u7b97\u80fd\u529b\u4ee5\u53ca\u76f8\u5173\u7406\u8bba\u7684\u53d1\u5c55\u800c\u9010\u6b65\u6f14\u8fdb\u7684\uff0c\u5176\u5386\u53f2\u53d1\u5c55\u5927\u81f4\u53ef\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u521d\u6b65\u63a2\u7d22\u9636\u6bb520-\u4e16\u7eaa-90-\u5e74\u4ee3---21-\u4e16\u7eaa\u521d\">\uff08\u4e00\uff09\u521d\u6b65\u63a2\u7d22\u9636\u6bb5\uff0820 \u4e16\u7eaa 90 \u5e74\u4ee3 &#8211; 21 \u4e16\u7eaa\u521d\uff09<\/h3>\n\n\n\n<p>\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u6570\u636e\u91c7\u96c6\u624b\u6bb5\u76f8\u5bf9\u6709\u9650\uff0c\u5927\u89c4\u6a21\u8f68\u8ff9\u548c\u884c\u4e3a\u6570\u636e\u7684\u83b7\u53d6\u96be\u5ea6\u8f83\u5927\uff0c\u76f8\u5173\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u5c0f\u89c4\u6a21\u6570\u636e\u7684\u7b80\u5355\u5206\u6790\u4e0a\u3002\u6b64\u9636\u6bb5\u7684\u6838\u5fc3\u76ee\u6807\u662f\u4ece\u5c11\u91cf\u7684\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u4e2d\u63d0\u53d6\u57fa\u7840\u7684\u7edf\u8ba1\u7279\u5f81\uff0c\u5982\u6570\u636e\u7684\u5747\u503c\u3001\u65b9\u5dee\u3001\u9891\u7387\u5206\u5e03\u7b49\uff0c\u4ee5\u6b64\u6765\u53d1\u73b0\u4e00\u4e9b\u76f4\u89c2\u7684\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\u5728\u6280\u672f\u65b9\u6cd5\u4e0a\uff0c\u4e3b\u8981\u4f9d\u8d56\u4f20\u7edf\u7684\u7edf\u8ba1\u5206\u6790\u65b9\u6cd5\uff0c\u5982<strong>\u56de\u5f52\u5206\u6790\u3001\u805a\u7c7b\u5206\u6790\u4e2d\u7684 K &#8211; Means \u7b97\u6cd5<\/strong>\u7b49\u3002\u4f8b\u5982\uff0c\u5728\u4ea4\u901a\u9886\u57df\uff0c\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5bf9\u5c11\u91cf\u8f66\u8f86\u884c\u9a76\u8f68\u8ff9\u6570\u636e\u7684\u7edf\u8ba1\u5206\u6790\uff0c\u521d\u6b65\u4e86\u89e3\u8f66\u8f86\u5728\u4e0d\u540c\u65f6\u95f4\u6bb5\u3001\u4e0d\u540c\u8def\u6bb5\u7684\u884c\u9a76\u901f\u5ea6\u5206\u5e03\u60c5\u51b5\uff0c\u4e3a\u4ea4\u901a\u7ba1\u7406\u63d0\u4f9b\u7b80\u5355\u7684\u51b3\u7b56\u4f9d\u636e\u3002\u4e0d\u8fc7\uff0c\u7531\u4e8e\u6570\u636e\u91cf\u5c0f\u3001\u5206\u6790\u65b9\u6cd5\u7b80\u5355\uff0c\u8be5\u9636\u6bb5\u96be\u4ee5\u53d1\u73b0\u6570\u636e\u4e2d\u6df1\u5c42\u6b21\u3001\u590d\u6742\u7684\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e8c\u5feb\u901f\u53d1\u5c55\u9636\u6bb521-\u4e16\u7eaa\u521d---2010-\u5e74\u5de6\u53f3\">\uff08\u4e8c\uff09\u5feb\u901f\u53d1\u5c55\u9636\u6bb5\uff0821 \u4e16\u7eaa\u521d &#8211; 2010 \u5e74\u5de6\u53f3\uff09<\/h3>\n\n\n\n<p>\u968f\u7740 GPS \u6280\u672f\u3001\u4f20\u611f\u5668\u6280\u672f\u7684\u666e\u53ca\uff0c\u5927\u89c4\u6a21\u8f68\u8ff9\u6570\u636e\u7684\u91c7\u96c6\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\uff0c\u540c\u65f6\u4e92\u8054\u7f51\u7684\u53d1\u5c55\u4e5f\u4f7f\u5f97\u7528\u6237\u884c\u4e3a\u6570\u636e\uff08\u5982\u7f51\u9875\u6d4f\u89c8\u8bb0\u5f55\u3001\u8d2d\u7269\u8bb0\u5f55\u7b49\uff09\u5927\u91cf\u6d8c\u73b0\u3002\u8fd9\u4e00\u9636\u6bb5\uff0c\u7814\u7a76\u91cd\u70b9\u8f6c\u5411\u4e86\u4ece\u8f83\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u6316\u6398\u65f6\u7a7a\u5173\u8054\u89c4\u5219\u548c\u5e8f\u5217\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p>\u5728\u6280\u672f\u5c42\u9762\uff0c\u6570\u636e\u6316\u6398\u6280\u672f\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u548c\u53d1\u5c55\u3002\u5173\u8054\u89c4\u5219\u6316\u6398\u7b97\u6cd5\u5982&nbsp;<strong>Apriori \u7b97\u6cd5<\/strong>(\u5728\u8bba\u6587\u300aFast Algorithms for Mining Association Rules\u300b\u4e2d\u63d0\u51fa)\u88ab\u6539\u8fdb\u540e\u5e94\u7528\u4e8e\u8f68\u8ff9\u548c\u884c\u4e3a\u6570\u636e\uff0c\u4ee5\u53d1\u73b0\u4e0d\u540c\u65f6\u7a7a\u4e8b\u4ef6\u4e4b\u95f4\u7684\u5173\u8054\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u7684\u8d2d\u7269\u884c\u4e3a\u6570\u636e\uff0c\u53d1\u73b0 \u201c\u8d2d\u4e70\u5976\u7c89\u7684\u7528\u6237\u901a\u5e38\u4f1a\u540c\u65f6\u8d2d\u4e70\u7eb8\u5c3f\u88e4\u201d \u8fd9\u6837\u7684\u5173\u8054\u89c4\u5219\u3002\u6b64\u5916\uff0c\u5e8f\u5217\u6a21\u5f0f\u6316\u6398\u7b97\u6cd5\u4e5f\u53d6\u5f97\u4e86\u8fdb\u5c55\uff0c\u80fd\u591f\u4ece\u7528\u6237\u7684\u884c\u4e3a\u5e8f\u5217\uff08\u5982\u7f51\u9875\u6d4f\u89c8\u987a\u5e8f\uff09\u4e2d\u53d1\u73b0\u5177\u6709\u89c4\u5f8b\u6027\u7684\u884c\u4e3a\u6a21\u5f0f\uff0c\u5982 \u201c\u7528\u6237\u5728\u8bbf\u95ee\u7535\u5546\u7f51\u7ad9\u7684\u9996\u9875\u540e\uff0c\u901a\u5e38\u4f1a\u5148\u6d4f\u89c8\u5546\u54c1\u5206\u7c7b\u9875\u9762\uff0c\u518d\u8fdb\u5165\u5177\u4f53\u5546\u54c1\u8be6\u60c5\u9875\u9762\u201d\u3002<\/p>\n\n\n\n<p><strong>\u7b97\u6cd5\u6838\u5fc3<\/strong><br>\u57fa\u4e8e&nbsp;<strong>\u9891\u7e41\u9879\u96c6\u7684\u6240\u6709\u5b50\u96c6\u5fc5\u9891\u7e41<\/strong>\u7684\u539f\u5219\uff0c\u901a\u8fc7\u4e24\u6b65\u6316\u6398\u5173\u8054\u89c4\u5219\uff1a<br>\u751f\u6210\u9891\u7e41\u9879\u96c6\uff1a\u4ece\u5355\u4e2a\u5143\u7d20\uff081 &#8211; \u9879\u96c6\uff09\u5f00\u59cb\uff0c\u8fed\u4ee3\u751f\u6210\u66f4\u5927\u7684\u9879\u96c6\uff0c\u53ea\u4fdd\u7559\u51fa\u73b0\u9891\u7387\uff08\u652f\u6301\u5ea6\uff09\u9ad8\u4e8e\u9608\u503c\u7684 \u201c\u9891\u7e41\u9879\u96c6\u201d\u3002<br>\u751f\u6210\u5173\u8054\u89c4\u5219\uff1a\u4ece\u9891\u7e41\u9879\u96c6\u4e2d\u63d0\u53d6\u5f62\u5982 \u201cX\u2192Y\u201d \u7684\u89c4\u5219\uff0c\u8981\u6c42\u89c4\u5219\u7684\u53ef\u9760\u5ea6\uff08\u7f6e\u4fe1\u5ea6\uff09\u9ad8\u4e8e\u9608\u503c\u3002<br>\u8f93\u5165\u4e0e\u8f93\u51fa<br>\u8f93\u5165\uff1a<br>\u4e8b\u52a1\u6570\u636e\u96c6\uff08\u5982\u591a\u6761\u7528\u6237\u884c\u4e3a\u5e8f\u5217\u3001\u8f68\u8ff9\u70b9\u96c6\u5408\uff0c\u6bcf\u6761\u4e8b\u52a1\u662f\u4e00\u4e2a\u5143\u7d20\u96c6\u5408\uff09\uff1b<br>\u6700\u5c0f\u652f\u6301\u5ea6\uff08\u9879\u96c6\u9700\u6ee1\u8db3\u7684\u6700\u4f4e\u51fa\u73b0\u9891\u7387\uff09\uff1b<br>\u6700\u5c0f\u7f6e\u4fe1\u5ea6\uff08\u89c4\u5219\u9700\u6ee1\u8db3\u7684\u6700\u4f4e\u53ef\u9760\u5ea6\uff09\u3002<br>\u8f93\u51fa\uff1a\u6ee1\u8db3\u652f\u6301\u5ea6\u548c\u7f6e\u4fe1\u5ea6\u9608\u503c\u7684\u5173\u8054\u89c4\u5219\uff08\u5982 \u201c\u7528\u6237\u5728 A \u5730\u505c\u7559\u21921 \u5c0f\u65f6\u5185\u524d\u5f80 B \u5730\u201d\u201c\u70b9\u51fb\u5546\u54c1 A\u2192\u8d2d\u4e70\u5546\u54c1 B\u201d\uff09\u3002<br>\u4e0e\u8bfe\u9898\u7684\u5173\u8054<br>\u5728 \u201c\u4ece\u5927\u89c4\u6a21\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u4e2d\u53d1\u73b0\u6f5c\u5728\u89c4\u5219\u201d \u4e2d\uff0cApriori \u53ef\u76f4\u63a5\u7528\u4e8e\u6316\u6398\uff1a<br>\u884c\u4e3a\u5173\u8054\uff1a\u5982\u7528\u6237\u884c\u4e3a\u5e8f\u5217\u4e2d \u201c\u6d4f\u89c8\u8be6\u60c5\u9875\u2192\u52a0\u5165\u8d2d\u7269\u8f66\u2192\u4e0b\u5355\u201d \u7684\u9ad8\u9891\u89c4\u5219\uff1b<br>\u65f6\u7a7a\u5173\u8054\uff1a\u5982\u8f68\u8ff9\u6570\u636e\u4e2d \u201c\u5de5\u4f5c\u65e5\u65e9 8 \u70b9\u51fa\u73b0\u5728\u5c0f\u533a\u219230 \u5206\u949f\u540e\u51fa\u73b0\u5728\u5730\u94c1\u7ad9\u201d \u7684\u9891\u7e41\u6a21\u5f0f\u3002<br>\u901a\u8fc7\u8fd9\u4e9b\u89c4\u5219\uff0c\u80fd\u63ed\u793a\u6570\u636e\u4e2d\u9690\u85cf\u7684\u884c\u4e3a\u504f\u597d\u6216\u65f6\u7a7a\u89c4\u5f8b\uff0c\u4e3a\u51b3\u7b56\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e09\u6df1\u5165\u7814\u7a76\u9636\u6bb52010-\u5e74---2020-\u5e74\u5de6\u53f3\">\uff08\u4e09\uff09\u6df1\u5165\u7814\u7a76\u9636\u6bb5\uff082010 \u5e74 &#8211; 2020 \u5e74\u5de6\u53f3\uff09<\/h3>\n\n\n\n<p>\u8fdb\u5165\u8fd9\u4e00\u9636\u6bb5\uff0c\u5927\u6570\u636e\u6280\u672f\u8fc5\u731b\u53d1\u5c55\uff0c\u80fd\u591f\u5904\u7406\u7684\u6570\u636e\u91cf\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u540c\u65f6\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5c24\u5176\u662f\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u5174\u8d77\uff0c\u4e3a\u4ece\u5927\u89c4\u6a21\u8f68\u8ff9\u548c\u884c\u4e3a\u6570\u636e\u4e2d\u53d1\u73b0\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u7684\u5de5\u5177\u3002\u7814\u7a76\u65b9\u5411\u4e0d\u4ec5\u5c40\u9650\u4e8e\u65f6\u7a7a\u5173\u8054\u548c\u5e8f\u5217\u6a21\u5f0f\uff0c\u8fd8\u8fdb\u4e00\u6b65\u62d3\u5c55\u5230\u56e0\u679c\u5173\u7cfb\u7684\u63a2\u7d22\u4ee5\u53ca\u590d\u6742\u573a\u666f\u4e0b\u7684\u89c4\u5219\u6316\u6398\u3002<\/p>\n\n\n\n<p>\u5728\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u5e94\u7528\u65b9\u9762\uff0c\u76d1\u7763\u5b66\u4e60\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u548c\u534a\u76d1\u7763\u5b66\u4e60\u65b9\u6cd5\u90fd\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002\u4f8b\u5982\uff0c\u5229\u7528\u76d1\u7763\u5b66\u4e60\u4e2d\u7684<strong>\u5206\u7c7b\u7b97\u6cd5<\/strong>\uff0c\u901a\u8fc7\u5bf9\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\u6570\u636e\u548c\u5bf9\u5e94\u7684\u7ed3\u679c\uff08\u5982\u662f\u5426\u8d2d\u4e70\u5546\u54c1\u3001\u662f\u5426\u8fdd\u7ea6\u7b49\uff09\u8fdb\u884c\u8bad\u7ec3\uff0c\u6784\u5efa\u9884\u6d4b\u6a21\u578b\uff0c\u8fdb\u800c\u53d1\u73b0\u5f71\u54cd\u7528\u6237\u51b3\u7b56\u7684\u6f5c\u5728\u89c4\u5219\uff1b\u65e0\u76d1\u7763\u5b66\u4e60\u4e2d\u7684<strong>\u805a\u7c7b\u7b97\u6cd5<\/strong>\u80fd\u591f\u5bf9\u5927\u91cf\u7684\u8f68\u8ff9\u6570\u636e\u8fdb\u884c\u805a\u7c7b\uff0c\u5212\u5206\u51fa\u4e0d\u540c\u7684\u8f68\u8ff9\u6a21\u5f0f\uff0c\u5982\u901a\u52e4\u8f68\u8ff9\u3001\u65c5\u6e38\u8f68\u8ff9\u7b49\uff0c\u4ece\u800c\u53d1\u73b0\u4e0d\u540c\u7fa4\u4f53\u7684\u79fb\u52a8\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\u5728\u56e0\u679c\u5173\u7cfb\u63a2\u7d22\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u5c1d\u8bd5\u8fd0\u7528\u56e0\u679c\u63a8\u65ad\u65b9\u6cd5\uff0c\u5982<strong>\u503e\u5411\u5f97\u5206\u5339\u914d\u3001\u56e0\u679c\u56fe\u6a21\u578b<\/strong>\u7b49\uff0c\u4ece\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u533a\u5206\u76f8\u5173\u5173\u7cfb\u548c\u56e0\u679c\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u5728\u4ea4\u901a\u9886\u57df\uff0c\u901a\u8fc7\u5206\u6790\u4ea4\u901a\u6d41\u91cf\u3001\u5929\u6c14\u3001\u4ea4\u901a\u4e8b\u6545\u7b49\u6570\u636e\uff0c\u8fd0\u7528\u56e0\u679c\u63a8\u65ad\u65b9\u6cd5\u627e\u51fa\u5bfc\u81f4\u4ea4\u901a\u62e5\u5835\u7684\u771f\u6b63\u539f\u56e0\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e0e\u4ea4\u901a\u62e5\u5835\u76f8\u5173\u7684\u56e0\u7d20\u3002\u6b64\u5916\uff0c\u5728\u590d\u6742\u573a\u666f\u4e0b\uff0c\u5982<strong>\u591a\u6e90\u6570\u636e\u878d\u5408\u3001\u52a8\u6001\u6570\u636e\u5904\u7406<\/strong>\u7b49\u65b9\u9762\uff0c\u76f8\u5173\u7814\u7a76\u4e5f\u53d6\u5f97\u4e86\u7a81\u7834\uff0c\u80fd\u591f\u6574\u5408\u4e0d\u540c\u6765\u6e90\u7684\u8f68\u8ff9\u548c\u884c\u4e3a\u6570\u636e\uff08\u5982 GPS \u6570\u636e\u3001\u624b\u673a\u4fe1\u4ee4\u6570\u636e\u3001\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u7b49\uff09\uff0c\u5e76\u5904\u7406\u6570\u636e\u968f\u65f6\u95f4\u52a8\u6001\u53d8\u5316\u7684\u60c5\u51b5\uff0c\u4ee5\u66f4\u5168\u9762\u3001\u51c6\u786e\u5730\u53d1\u73b0\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u56db\u667a\u80fd\u5316\u4e0e\u878d\u5408\u5316\u9636\u6bb52020-\u5e74\u81f3\u4eca\">\uff08\u56db\uff09\u667a\u80fd\u5316\u4e0e\u878d\u5408\u5316\u9636\u6bb5\uff082020 \u5e74\u81f3\u4eca\uff09<\/h3>\n\n\n\n<p>\u5f53\u524d\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u4e0d\u65ad\u6210\u719f\u4ee5\u53ca 5G\u3001\u7269\u8054\u7f51\u7b49\u6280\u672f\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u4ece\u5927\u89c4\u6a21\u8f68\u8ff9\u548c\u884c\u4e3a\u6570\u636e\u4e2d\u53d1\u73b0\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u7684\u7814\u7a76\u8fdb\u5165\u4e86\u667a\u80fd\u5316\u4e0e\u878d\u5408\u5316\u9636\u6bb5\u3002\u8be5\u9636\u6bb5\u7684\u7814\u7a76\u66f4\u52a0\u6ce8\u91cd\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5904\u7406\u590d\u6742\u3001\u9ad8\u7ef4\u5ea6\u7684\u6570\u636e\uff0c\u5b9e\u73b0\u5bf9\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u7684\u667a\u80fd\u5316\u6316\u6398\u548c\u9884\u6d4b\uff0c\u540c\u65f6\u5f3a\u8c03\u591a\u5b66\u79d1\u3001\u591a\u6280\u672f\u7684\u878d\u5408\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5728\u5904\u7406\u5927\u89c4\u6a21\u8f68\u8ff9\u548c\u884c\u4e3a\u6570\u636e\u65b9\u9762\u5c55\u73b0\u51fa\u4e86\u72ec\u7279\u7684\u4f18\u52bf\u3002\u4f8b\u5982\uff0c<strong>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u53ca\u5176\u53d8\u4f53\uff0c\u5982\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc LSTM\u3001\u95e8\u63a7\u5faa\u73af\u5355\u5143 GRU<\/strong>\u80fd\u591f\u6709\u6548\u5904\u7406\u5e8f\u5217\u6570\u636e\uff0c\u9002\u7528\u4e8e\u5206\u6790\u7528\u6237\u7684\u884c\u4e3a\u5e8f\u5217\u548c\u8f68\u8ff9\u65f6\u5e8f\u7279\u5f81\uff0c\u6355\u6349\u6570\u636e\u4e2d\u7684\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff1b<strong>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u53ef\u4ee5\u63d0\u53d6\u8f68\u8ff9\u6570\u636e\u4e2d\u7684\u7a7a\u95f4\u7279\u5f81<\/strong>\uff0c\u5982\u8f68\u8ff9\u7684\u5f62\u72b6\u3001\u65b9\u5411\u7b49\uff1b\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u5219\u80fd\u591f\u5c06\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u6784\u5efa\u6210\u56fe\u7ed3\u6784\uff0c\u6316\u6398\u6570\u636e\u4e4b\u95f4\u7684\u590d\u6742\u5173\u8054\u5173\u7cfb\uff0c\u5982\u793e\u4ea4\u7f51\u7edc\u4e2d\u7528\u6237\u884c\u4e3a\u7684\u76f8\u4e92\u5f71\u54cd\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u5728\u591a\u5b66\u79d1\u878d\u5408\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u6570\u636e\u79d1\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u7edf\u8ba1\u5b66\u3001\u5730\u7406\u5b66\u3001\u793e\u4f1a\u5b66\u7b49\u591a\u4e2a\u5b66\u79d1\u7684\u7406\u8bba\u548c\u65b9\u6cd5\u76f8\u7ed3\u5408\uff0c\u4ece\u4e0d\u540c\u89d2\u5ea6\u6df1\u5165\u63a2\u7d22\u8f68\u8ff9\u548c\u884c\u4e3a\u6570\u636e\u4e2d\u7684\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u7ed3\u5408\u5730\u7406\u5b66\u77e5\u8bc6\uff0c\u5206\u6790\u4eba\u7c7b\u8f68\u8ff9\u4e0e\u5730\u7406\u73af\u5883\uff08\u5982\u5730\u5f62\u3001\u4ea4\u901a\u7f51\u7edc\u3001\u57ce\u5e02\u89c4\u5212\uff09\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u53d1\u73b0\u4eba\u7c7b\u6d3b\u52a8\u7684\u7a7a\u95f4\u5206\u5e03\u89c4\u5f8b\uff1b\u7ed3\u5408\u793e\u4f1a\u5b66\u7406\u8bba\uff0c\u7814\u7a76\u7528\u6237\u884c\u4e3a\u80cc\u540e\u7684\u793e\u4f1a\u5fc3\u7406\u56e0\u7d20\uff0c\u63ed\u793a\u7528\u6237\u884c\u4e3a\u7684\u9a71\u52a8\u673a\u5236\u3002\u6b64\u5916\uff0c\u8be5\u9636\u6bb5\u8fd8\u6ce8\u91cd\u5c06\u6316\u6398\u51fa\u7684\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u5e94\u7528\u4e8e\u5b9e\u9645\u573a\u666f\uff0c\u5982\u667a\u80fd\u4ea4\u901a\u8c03\u5ea6\u3001\u4e2a\u6027\u5316\u63a8\u8350\u3001\u516c\u5171\u5b89\u5168\u9632\u63a7\u7b49\uff0c\u5b9e\u73b0\u4ece\u7406\u8bba\u7814\u7a76\u5230\u5b9e\u9645\u5e94\u7528\u7684\u8f6c\u5316\uff0c\u4e3a\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u63d0\u4f9b\u66f4\u6709\u6548\u7684\u652f\u6301\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e8c-\u9002\u5408\u8be5\u7814\u7a76\u65b9\u5411\u7684\u5177\u4f53\u6a21\u578b\u7b5b\u9009\">\u4e8c\u3001\u9002\u5408\u8be5\u7814\u7a76\u65b9\u5411\u7684\u5177\u4f53\u6a21\u578b\u7b5b\u9009<\/h2>\n\n\n\n<p>\u57fa\u4e8e\u4e0a\u8ff0\u5386\u53f2\u53d1\u5c55\u8c03\u7814\uff0c\u7ed3\u5408\u4ece\u5927\u89c4\u6a21\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u4e2d\u53d1\u73b0\u65f6\u95f4\u3001\u7a7a\u95f4\u3001\u56e0\u679c\u7b49\u591a\u65b9\u9762\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\u7684\u9700\u6c42\uff0c\u4ee5\u4e0b\u7b5b\u9009\u51fa\u4e00\u4e9b\u8f83\u4e3a\u9002\u5408\u7684\u5177\u4f53\u6a21\u578b\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u7528\u4e8e\u65f6\u7a7a\u89c4\u5219\u6316\u6398\u7684\u6a21\u578b\">\uff08\u4e00\uff09\u7528\u4e8e\u65f6\u7a7a\u89c4\u5219\u6316\u6398\u7684\u6a21\u578b<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u57fa\u4e8e LSTM\/GRU \u7684\u5e8f\u5217\u6a21\u578b<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9002\u7528\u4e8e\u5904\u7406\u5177\u6709\u65f6\u5e8f\u7279\u5f81\u7684\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\uff0c\u5982\u7528\u6237\u7684\u8fde\u7eed\u884c\u4e3a\u5e8f\u5217\u3001\u8f66\u8f86\u7684\u5b9e\u65f6\u884c\u9a76\u8f68\u8ff9\u7b49\uff0c\u80fd\u591f\u6709\u6548\u6355\u6349\u6570\u636e\u4e2d\u7684\u957f\u671f\u65f6\u95f4\u4f9d\u8d56\u5173\u7cfb\uff0c\u53d1\u73b0\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u6f5c\u5728\u89c4\u5219\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u4f18\u52bf<\/strong>\uff1aLSTM \u548c GRU \u901a\u8fc7\u7279\u6b8a\u7684\u95e8\u63a7\u673a\u5236\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf RNN \u5728\u5904\u7406\u957f\u5e8f\u5217\u6570\u636e\u65f6\u5bb9\u6613\u51fa\u73b0\u7684\u68af\u5ea6\u6d88\u5931\u6216\u68af\u5ea6\u7206\u70b8\u95ee\u9898\uff0c\u80fd\u591f\u66f4\u597d\u5730\u5b66\u4e60\u5e8f\u5217\u6570\u636e\u4e2d\u7684\u65f6\u5e8f\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u5728\u5206\u6790\u7528\u6237\u7684\u8d2d\u7269\u884c\u4e3a\u5e8f\u5217\u65f6\uff0cLSTM\/GRU \u6a21\u578b\u53ef\u4ee5\u5b66\u4e60\u5230\u7528\u6237\u5728\u4e0d\u540c\u65f6\u95f4\u70b9\u8d2d\u4e70\u5546\u54c1\u7684\u504f\u597d\u53d8\u5316\u89c4\u5f8b\uff0c\u8fdb\u800c\u9884\u6d4b\u7528\u6237\u672a\u6765\u7684\u8d2d\u7269\u884c\u4e3a\u3002<\/li>\n\n\n\n<li><strong>\u5e94\u7528\u6848\u4f8b<\/strong>\uff1a\u5728\u667a\u80fd\u4ea4\u901a\u9886\u57df\uff0c\u5229\u7528\u8f66\u8f86\u884c\u9a76\u8f68\u8ff9\u7684\u65f6\u5e8f\u6570\u636e\u8bad\u7ec3 LSTM\/GRU \u6a21\u578b\uff0c\u53ef\u4ee5\u9884\u6d4b\u8f66\u8f86\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u884c\u9a76\u8def\u7ebf\u548c\u901f\u5ea6\uff0c\u4e3a\u4ea4\u901a\u6d41\u91cf\u8c03\u5ea6\u63d0\u4f9b\u4f9d\u636e\uff1b\u5728\u7535\u5546\u5e73\u53f0\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u7684\u6d4f\u89c8\u3001\u6536\u85cf\u3001\u8d2d\u4e70\u7b49\u884c\u4e3a\u5e8f\u5217\uff0c\u6784\u5efa LSTM\/GRU \u6a21\u578b\uff0c\u5b9e\u73b0\u5bf9\u7528\u6237\u672a\u6765\u8d2d\u4e70\u9700\u6c42\u7684\u9884\u6d4b\uff0c\u4ece\u800c\u8fdb\u884c\u4e2a\u6027\u5316\u5546\u54c1\u63a8\u8350\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>RNN<\/strong>&nbsp;\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5229\u7528\u5e8f\u5217\u4fe1\u606f\uff0c\u5b83\u80fd\u591f\u8bb0\u4f4f\u4e4b\u524d\u7684\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u7528\u4e8e\u5f53\u524d\u8f93\u51fa\u7684\u8ba1\u7b97\u4e2d\u3002<br>\u4f18\u70b9\uff1a\u80fd\u591f\u5904\u7406\u4efb\u610f\u957f\u5ea6\u7684\u5e8f\u5217\uff0c\u53c2\u6570\u5171\u4eab\uff0c\u6a21\u578bsize\u4e0d\u968f\u5e8f\u5217\u957f\u5ea6\u589e\u52a0\u3002<br>\u7f3a\u70b9\uff1a\u5b58\u5728\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8\u95ee\u9898\uff0c\u96be\u4ee5\u6355\u6349\u957f\u671f\u4f9d\u8d56\u5173\u7cfb<\/p>\n\n\n\n<p><strong>LSTM<\/strong>&nbsp;\u662f\u4e3a\u4e86\u89e3\u51b3 RNN \u7684\u957f\u671f\u4f9d\u8d56\u95ee\u9898\u548c\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u800c\u63d0\u51fa\u7684\u3002<br>\u5b83\u901a\u8fc7\u5f15\u5165\u95e8\u63a7\u673a\u5236\uff08\u8f93\u5165\u95e8\u3001\u9057\u5fd8\u95e8\u3001\u8f93\u51fa\u95e8\uff09\u548c\u8bb0\u5fc6\u5355\u5143\uff08cell state\uff09\u6765\u63a7\u5236\u4fe1\u606f\u7684\u6d41\u52a8\uff0c\u4ece\u800c\u6709\u6548\u5730\u8bb0\u4f4f\u957f\u671f\u4fe1\u606f\u3002<br>\u4f18\u70b9\uff1a\u6709\u6548\u89e3\u51b3\u4e86 RNN \u7684\u957f\u671f\u4f9d\u8d56\u95ee\u9898\uff0c\u7f13\u89e3\u4e86\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u3002<br>\u7f3a\u70b9\uff1a\u7ed3\u6784\u76f8\u5bf9\u590d\u6742\uff0c\u53c2\u6570\u8f83\u591a\uff0c\u8ba1\u7b97\u91cf\u8f83\u5927\u3002<\/p>\n\n\n\n<p><strong>GRU<\/strong>&nbsp;\u662f LSTM \u7684\u4e00\u79cd\u7b80\u5316\u7248\u672c\uff0c\u5b83\u5c06 LSTM \u4e2d\u7684\u8f93\u5165\u95e8\u548c\u9057\u5fd8\u95e8\u5408\u5e76\u4e3a\u66f4\u65b0\u95e8\uff0c\u5e76\u5408\u5e76\u4e86\u7ec6\u80de\u72b6\u6001\u548c\u9690\u85cf\u72b6\u6001\uff0c\u4ece\u800c\u51cf\u5c11\u4e86\u53c2\u6570\u6570\u91cf\uff0c\u63d0\u9ad8\u4e86\u8bad\u7ec3\u6548\u7387\u3002<br>\u4f18\u70b9\uff1a\u7ed3\u6784\u66f4\u7b80\u5355\uff0c\u53c2\u6570\u66f4\u5c11\uff0c\u8bad\u7ec3\u901f\u5ea6\u66f4\u5feb\uff0c\u6548\u679c\u4e0e LSTM \u76f8\u8fd1\u3002<br>\u7f3a\u70b9\uff1a\u5728\u67d0\u4e9b\u4efb\u52a1\u4e0a\u53ef\u80fd\u7565\u900a\u4e8e LSTM\uff0c\u5c24\u5176\u662f\u5728\u975e\u5e38\u957f\u7684\u5e8f\u5217\u4f9d\u8d56\u4efb\u52a1\u4e0a\u3002<\/p>\n\n\n\n<p>\u53c2\u8003\u8bba\u6587\uff1aDeepMove: Predicting Human Mobility with Attentional Recurrent Networks<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u662f\u901a\u8fc7 \u201c\u591a\u6a21\u6001\u5d4c\u5165 + \u5faa\u73af\u7f51\u7edc + \u5386\u53f2\u6ce8\u610f\u529b\u201d \u7684\u534f\u540c\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u4e00\u3001\u8f93\u5165<br>\u6838\u5fc3\u6570\u636e\u7c7b\u578b\uff1a\u7528\u6237\u7684\u8f68\u8ff9\u6570\u636e\uff0c\u5206\u4e3a\u5f53\u524d\u8f68\u8ff9\u548c\u5386\u53f2\u8f68\u8ff9\u4e24\u7c7b\uff0c\u5747\u4ee5 \u201c\u65f6\u7a7a\u70b9\u201d \u4e3a\u57fa\u7840\u5355\u5143\u3002<br>\u5177\u4f53\u8f93\u5165\u7279\u5f81\uff1a<br>\u57fa\u7840\u7279\u5f81\uff1a\u6bcf\u4e2a\u65f6\u7a7a\u70b9\u5305\u542b\u65f6\u95f4\u6233\uff08\u5982\u5c0f\u65f6\u3001\u5206\u949f\uff09\u3001\u4f4d\u7f6e ID\uff08\u5982 POI ID\u3001\u57fa\u7ad9 ID\u3001\u8857\u533a ID\uff09\u3001\u7528\u6237 ID\uff1b<br>\u9884\u5904\u7406\u540e\u5f62\u5f0f\uff1a\u901a\u8fc7 \u201c\u591a\u6a21\u6001\u5d4c\u5165\u5c42\u201d \u5c06\u4e0a\u8ff0\u7a00\u758f\u7279\u5f81\uff08\u5982\u7528\u6237 ID\u3001\u4f4d\u7f6e ID \u7684 one-hot \u5411\u91cf\uff09\u8f6c\u4e3a\u4f4e\u7ef4 dense \u5411\u91cf\uff0c\u4f5c\u4e3a\u6a21\u578b\u540e\u7eed\u6a21\u5757\u7684\u76f4\u63a5\u8f93\u5165\u3002<br>\u4e8c\u3001\u8f93\u51fa<br>\u6838\u5fc3\u8f93\u51fa\u76ee\u6807\uff1a\u7528\u6237\u4e0b\u4e00\u4e2a\u65f6\u7a7a\u70b9\u7684\u4f4d\u7f6e ID\uff08\u56e0\u8bba\u6587\u56fa\u5b9a 30 \u5206\u949f\u4e3a\u65f6\u95f4\u95f4\u9694\uff0c\u7b80\u5316\u4e3a\u4ec5\u9884\u6d4b\u4f4d\u7f6e\uff0c\u65e0\u9700\u989d\u5916\u9884\u6d4b\u65f6\u95f4\uff09\u3002<br>\u8f93\u51fa\u5f62\u5f0f\uff1a<br>\u539f\u59cb\u8f93\u51fa\uff1a\u901a\u8fc7 \u201c\u5e26\u8d1f\u91c7\u6837\u7684 softmax \u5c42\u201d \u751f\u6210\u6240\u6709\u5019\u9009\u4f4d\u7f6e\u7684\u6982\u7387\u5206\u5e03\uff1b<br>\u6700\u7ec8\u7ed3\u679c\uff1a\u53d6\u6982\u7387\u6700\u9ad8\u7684\u4f4d\u7f6e ID \u4f5c\u4e3a\u9884\u6d4b\u7ed3\u679c\uff08\u6216\u8f93\u51fa Top-N \u4e2a\u9ad8\u6982\u7387\u4f4d\u7f6e\uff0c\u7528\u4e8e\u8bc4\u4f30 Top-1\u3001Top-5 \u51c6\u786e\u7387\uff09\u3002<\/p>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>CNN &#8211; LSTM \u6df7\u5408\u6a21\u578b<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u5f53\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u540c\u65f6\u5305\u542b\u7a7a\u95f4\u7279\u5f81\u548c\u65f6\u5e8f\u7279\u5f81\u65f6\uff0c\u5982\u5e26\u6709\u7a7a\u95f4\u4f4d\u7f6e\u4fe1\u606f\u7684\u8fde\u7eed\u884c\u4e3a\u6570\u636e\u3001\u5177\u6709\u65f6\u7a7a\u5c5e\u6027\u7684\u8f68\u8ff9\u6570\u636e\u7b49\uff0cCNN &#8211; LSTM \u6df7\u5408\u6a21\u578b\u80fd\u591f\u540c\u65f6\u63d0\u53d6\u6570\u636e\u7684\u7a7a\u95f4\u7279\u5f81\u548c\u65f6\u5e8f\u7279\u5f81\uff0c\u4ece\u800c\u53d1\u73b0\u65f6\u7a7a\u7ef4\u5ea6\u4e0a\u7684\u6f5c\u5728\u89c4\u5219\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u4f18\u52bf<\/strong>\uff1a<strong>CNN \u64c5\u957f\u63d0\u53d6\u6570\u636e\u7684\u7a7a\u95f4\u7279\u5f81\uff0c\u80fd\u591f\u4ece\u8f68\u8ff9\u7684\u7a7a\u95f4\u5206\u5e03\u3001\u884c\u4e3a\u53d1\u751f\u7684\u7a7a\u95f4\u4f4d\u7f6e\u7b49\u65b9\u9762\u6316\u6398\u7279\u5f81<\/strong>\uff1bLSTM \u5219\u80fd\u591f\u5904\u7406\u6570\u636e\u7684\u65f6\u5e8f\u4fe1\u606f\uff0c\u6355\u6349\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u53d8\u5316\u89c4\u5f8b\u3002\u5c06\u4e24\u8005\u7ed3\u5408\uff0c\u53ef\u4ee5\u5145\u5206\u5229\u7528\u5404\u81ea\u7684\u4f18\u52bf\uff0c\u66f4\u5168\u9762\u5730\u6316\u6398\u6570\u636e\u4e2d\u7684\u65f6\u7a7a\u6f5c\u5728\u89c4\u5219\u3002\u4f8b\u5982\uff0c\u5728\u5206\u6790\u5916\u5356\u914d\u9001\u5458\u7684\u914d\u9001\u8f68\u8ff9\u6570\u636e\u65f6\uff0cCNN \u53ef\u4ee5\u63d0\u53d6\u914d\u9001\u5458\u5728\u4e0d\u540c\u533a\u57df\u7684\u505c\u7559\u4f4d\u7f6e\u3001\u884c\u9a76\u8def\u7ebf\u7684\u7a7a\u95f4\u7279\u5f81\uff0cLSTM \u5219\u53ef\u4ee5\u5b66\u4e60\u914d\u9001\u5458\u5728\u4e0d\u540c\u65f6\u95f4\u6bb5\u7684\u914d\u9001\u6548\u7387\u3001\u914d\u9001\u8def\u7ebf\u9009\u62e9\u7684\u65f6\u5e8f\u89c4\u5f8b\uff0c\u4e24\u8005\u7ed3\u5408\u80fd\u591f\u4e3a\u4f18\u5316\u914d\u9001\u8def\u7ebf\u3001\u63d0\u9ad8\u914d\u9001\u6548\u7387\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u89c4\u5219\u652f\u6301\u3002<\/li>\n\n\n\n<li><strong>\u5e94\u7528\u6848\u4f8b<\/strong>\uff1a\u5728\u57ce\u5e02\u89c4\u5212\u9886\u57df\uff0c\u901a\u8fc7\u6536\u96c6\u5c45\u6c11\u7684\u51fa\u884c\u8f68\u8ff9\u6570\u636e\uff08\u5305\u542b\u7a7a\u95f4\u4f4d\u7f6e\u548c\u65f6\u95f4\u4fe1\u606f\uff09\uff0c\u5229\u7528 CNN &#8211; LSTM \u6df7\u5408\u6a21\u578b\u63d0\u53d6\u5c45\u6c11\u51fa\u884c\u7684\u65f6\u7a7a\u7279\u5f81\uff0c\u53d1\u73b0\u5c45\u6c11\u5728\u4e0d\u540c\u65f6\u95f4\u6bb5\u3001\u4e0d\u540c\u533a\u57df\u7684\u51fa\u884c\u89c4\u5f8b\uff0c\u4e3a\u57ce\u5e02\u4ea4\u901a\u7ebf\u8def\u89c4\u5212\u3001\u516c\u5171\u8bbe\u65bd\u5e03\u5c40\u63d0\u4f9b\u53c2\u8003\uff1b\u5728\u5065\u5eb7\u7ba1\u7406\u9886\u57df\uff0c\u5206\u6790\u7528\u6237\u7684\u8fd0\u52a8\u8f68\u8ff9\u6570\u636e\uff08\u5982\u8dd1\u6b65\u8def\u7ebf\u7684\u7a7a\u95f4\u4f4d\u7f6e\u548c\u8fd0\u52a8\u65f6\u95f4\u5e8f\u5217\uff09\uff0c\u91c7\u7528 CNN &#8211; LSTM \u6df7\u5408\u6a21\u578b\u6316\u6398\u7528\u6237\u8fd0\u52a8\u7684\u65f6\u7a7a\u6a21\u5f0f\uff0c\u4e3a\u7528\u6237\u5236\u5b9a\u4e2a\u6027\u5316\u7684\u8fd0\u52a8\u8ba1\u5212\u63d0\u4f9b\u4f9d\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u6a21\u578b<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9002\u7528\u4e8e\u5904\u7406\u5177\u6709\u7f51\u7edc\u7ed3\u6784\u7684\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\uff0c\u5982\u793e\u4ea4\u7f51\u7edc\u4e2d\u7528\u6237\u4e4b\u95f4\u7684\u4e92\u52a8\u884c\u4e3a\u6570\u636e\u3001\u4ea4\u901a\u7f51\u7edc\u4e2d\u8f66\u8f86\u7684\u884c\u9a76\u8f68\u8ff9\u6570\u636e\u7b49\uff0c\u80fd\u591f\u6316\u6398\u6570\u636e\u4e4b\u95f4\u7684\u590d\u6742\u5173\u8054\u5173\u7cfb\uff0c\u53d1\u73b0\u7f51\u7edc\u7ed3\u6784\u4e2d\u7684\u6f5c\u5728\u89c4\u5219\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u4f18\u52bf<\/strong>\uff1aGNN \u80fd\u591f\u5c06\u6570\u636e\u6784\u5efa\u6210\u56fe\u7ed3\u6784\uff0c\u5176\u4e2d\u8282\u70b9\u8868\u793a\u8f68\u8ff9\u6216\u884c\u4e3a\u7684\u4e3b\u4f53\uff08\u5982\u7528\u6237\u3001\u8f66\u8f86\uff09\uff0c\u8fb9\u8868\u793a\u4e3b\u4f53\u4e4b\u95f4\u7684\u5173\u8054\u5173\u7cfb\uff08\u5982\u7528\u6237\u4e4b\u95f4\u7684\u597d\u53cb\u5173\u7cfb\u3001\u8f66\u8f86\u4e4b\u95f4\u7684\u884c\u9a76\u8def\u7ebf\u5173\u8054\uff09\u3002\u901a\u8fc7\u5bf9\u56fe\u7ed3\u6784\u7684\u5b66\u5b66\uff0c<strong>GNN \u53ef\u4ee5\u6355\u6349\u8282\u70b9\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u548c\u4f20\u64ad\u6548\u5e94<\/strong>\uff0c\u53d1\u73b0\u7f51\u7edc\u4e2d\u7684\u793e\u533a\u7ed3\u6784\u3001\u5173\u952e\u8282\u70b9\u4ee5\u53ca\u6f5c\u5728\u7684\u5173\u8054\u89c4\u5219\u3002\u4f8b\u5982\uff0c\u5728\u793e\u4ea4\u7f51\u7edc\u4e2d\uff0c\u5229\u7528 GNN \u6a21\u578b\u5206\u6790\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff08\u5982\u70b9\u8d5e\u3001\u8bc4\u8bba\u3001\u5206\u4eab\u7b49\uff09\uff0c\u53ef\u4ee5\u53d1\u73b0\u7528\u6237\u4e4b\u95f4\u7684\u5174\u8da3\u5173\u8054\u3001\u4fe1\u606f\u4f20\u64ad\u8def\u5f84\u7b49\u6f5c\u5728\u89c4\u5219\uff0c\u4e3a\u793e\u4ea4\u63a8\u8350\u3001\u8206\u60c5\u76d1\u63a7\u63d0\u4f9b\u652f\u6301\u3002<\/li>\n\n\n\n<li><strong>\u5e94\u7528\u6848\u4f8b<\/strong>\uff1a\u5728\u4ea4\u901a\u7f51\u7edc\u5206\u6790\u4e2d\uff0c\u5c06\u9053\u8def\u4ea4\u53c9\u53e3\u4f5c\u4e3a\u8282\u70b9\uff0c\u9053\u8def\u8def\u6bb5\u4f5c\u4e3a\u8fb9\uff0c\u8f66\u8f86\u7684\u884c\u9a76\u8f68\u8ff9\u6570\u636e\u4e0e\u4ea4\u901a\u7f51\u7edc\u8282\u70b9\u548c\u8fb9\u76f8\u5173\u8054\uff0c\u5229\u7528 GNN \u6a21\u578b\u5b66\u4e60\u4ea4\u901a\u7f51\u7edc\u7684\u7ed3\u6784\u7279\u5f81\u548c\u8f66\u8f86\u884c\u9a76\u7684\u5173\u8054\u5173\u7cfb\uff0c\u53d1\u73b0\u4ea4\u901a\u62e5\u5835\u7684\u4f20\u64ad\u89c4\u5f8b\u3001\u5173\u952e\u62e5\u5835\u8282\u70b9\u7b49\u6f5c\u5728\u89c4\u5219\uff0c\u4e3a\u4ea4\u901a\u758f\u5bfc\u548c\u9053\u8def\u89c4\u5212\u63d0\u4f9b\u51b3\u7b56\u652f\u6301\uff1b\u5728\u7535\u5546\u793e\u4ea4\u9886\u57df\uff0c\u6784\u5efa\u7528\u6237 &#8211; \u5546\u54c1 &#8211; \u7528\u6237\u7684\u56fe\u7ed3\u6784\uff0c\u57fa\u4e8e\u7528\u6237\u7684\u8d2d\u4e70\u3001\u8bc4\u4ef7\u3001\u5206\u4eab\u7b49\u884c\u4e3a\u6570\u636e\u8bad\u7ec3 GNN \u6a21\u578b\uff0c\u6316\u6398\u7528\u6237\u4e4b\u95f4\u7684\u793e\u4ea4\u63a8\u8350\u89c4\u5219\uff0c\u5b9e\u73b0\u66f4\u7cbe\u51c6\u7684\u5546\u54c1\u793e\u4ea4\u63a8\u8350\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e8c\u7528\u4e8e\u56e0\u679c\u5173\u7cfb\u6316\u6398\u7684\u6a21\u578b\">\uff08\u4e8c\uff09\u7528\u4e8e\u56e0\u679c\u5173\u7cfb\u6316\u6398\u7684\u6a21\u578b<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u56e0\u679c\u56fe\u6a21\u578b\uff08\u5982\u8d1d\u53f6\u65af\u7f51\u7edc\uff09<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9002\u7528\u4e8e\u4ece\u5927\u89c4\u6a21\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u4e2d\u63a2\u7d22\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u5c24\u5176\u5728\u6570\u636e\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u548c\u591a\u53d8\u91cf\u76f8\u4e92\u5f71\u54cd\u7684\u60c5\u51b5\u4e0b\uff0c\u80fd\u591f\u6e05\u6670\u5730\u8868\u793a\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u7ed3\u6784\uff0c\u53d1\u73b0\u6f5c\u5728\u7684\u56e0\u679c\u89c4\u5219\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u4f18\u52bf<\/strong>\uff1a\u8d1d\u53f6\u65af\u7f51\u7edc\u901a\u8fc7\u6709\u5411\u65e0\u73af\u56fe\u7684\u5f62\u5f0f\u8868\u793a\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u8282\u70b9\u8868\u793a\u53d8\u91cf\uff08\u5982\u8f68\u8ff9\u6570\u636e\u4e2d\u7684\u4f4d\u7f6e\u3001\u65f6\u95f4\u3001\u901f\u5ea6\uff0c\u884c\u4e3a\u6570\u636e\u4e2d\u7684\u7528\u6237\u7279\u5f81\u3001\u884c\u4e3a\u7c7b\u578b\u3001\u884c\u4e3a\u7ed3\u679c\u7b49\uff09\uff0c\u8fb9\u8868\u793a\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u4f9d\u8d56\u5173\u7cfb\uff0c\u5e76\u901a\u8fc7\u6761\u4ef6\u6982\u7387\u5206\u5e03\u5b9a\u91cf\u63cf\u8ff0\u8fd9\u79cd\u4f9d\u8d56\u5173\u7cfb\u3002<strong>\u5b83\u80fd\u591f\u5904\u7406\u6570\u636e\u4e2d\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u901a\u8fc7\u6982\u7387\u63a8\u7406\u7684\u65b9\u5f0f\u63a8\u65ad\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u540c\u65f6\u53ef\u4ee5\u5bf9\u56e0\u679c\u5173\u7cfb\u8fdb\u884c\u89e3\u91ca\u548c\u9a8c\u8bc1<\/strong>\u3002\u4f8b\u5982\uff0c\u5728\u5206\u6790\u7528\u6237\u8d2d\u4e70\u884c\u4e3a\u6570\u636e\u65f6\uff0c\u5229\u7528\u8d1d\u53f6\u65af\u7f51\u7edc\u53ef\u4ee5\u6784\u5efa\u7528\u6237\u7279\u5f81\uff08\u5982\u5e74\u9f84\u3001\u6027\u522b\u3001\u6536\u5165\uff09\u3001\u5546\u54c1\u7279\u5f81\uff08\u5982\u4ef7\u683c\u3001\u54c1\u724c\u3001\u7c7b\u522b\uff09\u4e0e\u8d2d\u4e70\u7ed3\u679c\u4e4b\u95f4\u7684\u56e0\u679c\u56fe\uff0c\u8fdb\u800c\u53d1\u73b0\u5f71\u54cd\u7528\u6237\u8d2d\u4e70\u51b3\u7b56\u7684\u5173\u952e\u56e0\u679c\u56e0\u7d20\u3002<\/li>\n\n\n\n<li><strong>\u5e94\u7528\u6848\u4f8b<\/strong>\uff1a\u5728\u533b\u7597\u5065\u5eb7\u9886\u57df\uff0c\u6536\u96c6\u60a3\u8005\u7684\u5c31\u533b\u884c\u4e3a\u8f68\u8ff9\u6570\u636e\uff08\u5982\u5c31\u8bca\u65f6\u95f4\u3001\u5c31\u8bca\u79d1\u5ba4\u3001\u68c0\u67e5\u9879\u76ee\u3001\u7528\u836f\u60c5\u51b5\uff09\u4ee5\u53ca\u5065\u5eb7\u72b6\u51b5\u6570\u636e\uff0c\u6784\u5efa\u8d1d\u53f6\u65af\u7f51\u7edc\u6a21\u578b\uff0c\u63a2\u7d22\u4e0d\u540c\u5c31\u533b\u884c\u4e3a\u548c\u6cbb\u7597\u65b9\u6848\u4e0e\u60a3\u8005\u5065\u5eb7\u72b6\u51b5\u6539\u5584\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u4e3a\u533b\u7597\u51b3\u7b56\u63d0\u4f9b\u79d1\u5b66\u4f9d\u636e\uff1b\u5728\u6559\u80b2\u9886\u57df\uff0c\u5206\u6790\u5b66\u751f\u7684\u5b66\u4e60\u884c\u4e3a\u6570\u636e\uff08\u5982\u5b66\u4e60\u65f6\u95f4\u3001\u5b66\u4e60\u5185\u5bb9\u3001\u5b66\u4e60\u65b9\u5f0f\uff09\u4e0e\u5b66\u4e60\u6210\u7ee9\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5229\u7528\u8d1d\u53f6\u65af\u7f51\u7edc\u6316\u6398\u5f71\u54cd\u5b66\u751f\u5b66\u4e60\u6210\u7ee9\u7684\u56e0\u679c\u56e0\u7d20\uff0c\u4e3a\u5236\u5b9a\u4e2a\u6027\u5316\u7684\u6559\u80b2\u65b9\u6848\u63d0\u4f9b\u652f\u6301\u3002<\/li>\n<\/ul>\n\n\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>\u503e\u5411\u5f97\u5206\u5339\u914d\uff08PSM\uff09\u6a21\u578b<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u4e3b\u8981\u7528\u4e8e\u5728\u89c2\u5bdf\u6027\u7814\u7a76\u4e2d\uff0c\u5f53\u5b58\u5728\u6df7\u6dc6\u53d8\u91cf\u5f71\u54cd\u5904\u7406\u6548\u5e94\u4f30\u8ba1\u65f6\uff0c\u901a\u8fc7\u5339\u914d\u5177\u6709\u76f8\u4f3c\u503e\u5411\u5f97\u5206\u7684\u5904\u7406\u7ec4\u548c\u63a7\u5236\u7ec4\u6837\u672c\uff0c\u6765\u51cf\u5c11\u6df7\u6dc6\u53d8\u91cf\u7684\u5f71\u54cd\uff0c\u4ece\u800c\u66f4\u51c6\u786e\u5730\u4f30\u8ba1\u5904\u7406\u53d8\u91cf\uff08\u5982\u67d0\u79cd\u884c\u4e3a\u3001\u67d0\u4e2a\u4e8b\u4ef6\uff09\u4e0e\u7ed3\u679c\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u53d1\u73b0\u6f5c\u5728\u7684\u56e0\u679c\u89c4\u5219\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u4f18\u52bf<\/strong>\uff1a\u5728\u5927\u89c4\u6a21\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u4e2d\uff0c\u5f88\u591a\u60c5\u51b5\u4e0b\u65e0\u6cd5\u8fdb\u884c\u968f\u673a\u5bf9\u7167\u8bd5\u9a8c\uff0c\u53ea\u80fd\u901a\u8fc7\u89c2\u5bdf\u6027\u6570\u636e\u6765\u7814\u7a76\u56e0\u679c\u5173\u7cfb\uff0c\u6b64\u65f6\u5bb9\u6613\u53d7\u5230\u6df7\u6dc6\u53d8\u91cf\u7684\u5e72\u6270\u3002PSM 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PSM \u6a21\u578b\u5339\u914d\u53c2\u4e0e\u4fc3\u9500\u6d3b\u52a8\u548c\u672a\u53c2\u4e0e\u4fc3\u9500\u6d3b\u52a8\u4e14\u503e\u5411\u5f97\u5206\u76f8\u4f3c\u7684\u7528\u6237\u6837\u672c\uff0c\u8fdb\u800c\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u4fc3\u9500\u6d3b\u52a8\u5bf9\u7528\u6237\u8d2d\u4e70\u91d1\u989d\u3001\u8d2d\u4e70\u9891\u7387\u7b49\u7ed3\u679c\u53d8\u91cf\u7684\u56e0\u679c\u6548\u5e94\u3002<\/li>\n\n\n\n<li><strong>\u5e94\u7528\u6848\u4f8b<\/strong>\uff1a\u5728\u5e02\u573a\u8425\u9500\u9886\u57df\uff0c\u5206\u6790\u4e0d\u540c\u8425\u9500\u624b\u6bb5\uff08\u5982\u5e7f\u544a\u6295\u653e\u3001\u4f18\u60e0\u5238\u53d1\u653e\uff09\u5bf9\u7528\u6237\u6d88\u8d39\u884c\u4e3a\u7684\u5f71\u54cd\uff0c\u5229\u7528 PSM \u6a21\u578b\u5339\u914d\u63a5\u53d7\u4e0d\u540c\u8425\u9500\u624b\u6bb5\u548c\u672a\u63a5\u53d7\u8be5\u8425\u9500\u624b\u6bb5\u4e14\u503e\u5411\u5f97\u5206\u76f8\u4f3c\u7684\u7528\u6237\u6837\u672c\uff0c\u6316\u6398\u4e0d\u540c\u8425\u9500\u624b\u6bb5\u4e0e\u7528\u6237\u6d88\u8d39\u91d1\u989d\u3001\u6d88\u8d39\u9891\u6b21\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff0c\u4e3a\u9009\u62e9\u66f4\u6709\u6548\u7684\u8425\u9500\u7b56\u7565\u63d0\u4f9b\u4f9d\u636e\uff1b\u5728\u516c\u5171\u653f\u7b56\u8bc4\u4f30\u4e2d\uff0c\u6536\u96c6\u5c45\u6c11\u5728\u653f\u7b56\u5b9e\u65bd\u524d\u540e\u7684\u884c\u4e3a\u8f68\u8ff9\u6570\u636e\uff08\u5982\u51fa\u884c\u65b9\u5f0f\u3001\u6d88\u8d39\u4e60\u60ef\u7b49\uff09\uff0c\u5229\u7528 PSM \u6a21\u578b\u5339\u914d\u53d7\u653f\u7b56\u5f71\u54cd\u548c\u672a\u53d7\u653f\u7b56\u5f71\u54cd\u4e14\u503e\u5411\u5f97\u5206\u76f8\u4f3c\u7684\u5c45\u6c11\u6837\u672c\uff0c\u8bc4\u4f30\u653f\u7b56\u5b9e\u65bd\u5bf9\u5c45\u6c11\u884c\u4e3a\u7684\u56e0\u679c\u6548\u5e94\uff0c\u4e3a\u653f\u7b56\u8c03\u6574\u548c\u4f18\u5316\u63d0\u4f9b\u652f\u6301\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u7efc\u8ff0\u9605\u8bfbdeep-learning-for-trajectory-data-management\">\u7efc\u8ff0\u9605\u8bfb\uff1aDeep Learning for Trajectory Data Management<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00-\u5f15\u8a00\">\u4e00\u3001\u5f15\u8a00<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f68\u8ff9\u8ba1\u7b97\u5b9a\u4e49\uff1a\u542b\u8f68\u8ff9\u6570\u636e\u7ba1\u7406\u4e0e\u6316\u6398\uff0c\u5e94\u7528\u4e8e\u5b9a\u4f4d\u670d\u52a1\u3001\u57ce\u5e02\u4ea4\u901a\u7b49<\/li>\n\n\n\n<li>\u4f20\u7edf\u65b9\u6cd5\u5c40\u9650\uff1a\u8ba1\u7b97\u590d\u6742\u3001\u53ef\u6269\u5c55\u6027\u5dee\u3001\u9002\u5e94\u6027\u4e0d\u8db3<\/li>\n\n\n\n<li>\u6df1\u5ea6\u5b66\u4e60\u4f18\u52bf\uff1a\u7aef\u5230\u7aef\u5efa\u6a21\uff0c\u9002\u914d\u65f6\u7a7a\u4e0d\u89c4\u5219\u6570\u636e<\/li>\n\n\n\n<li>\u7efc\u8ff0\u4ef7\u503c\uff1a\u9996\u7bc7\u7cfb\u7edf\u7efc\u8ff0\uff0c\u586b\u8865\u73b0\u6709\u6587\u732e\u7a7a\u767d<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e8c-\u57fa\u7840\u6982\u5ff5\">\u4e8c\u3001\u57fa\u7840\u6982\u5ff5<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f68\u8ff9\u6570\u636e\u5b9a\u4e49\n<ul class=\"wp-block-list\">\n<li>\u65f6\u7a7a\u70b9\uff1a(o, t, l, f)\uff0c\u542b\u5bf9\u8c61\u3001\u65f6\u95f4\u3001\u4f4d\u7f6e\u3001\u5c5e\u6027<\/li>\n\n\n\n<li>\u8f68\u8ff9\uff1a\u65f6\u7a7a\u70b9\u6309\u65f6\u95f4\u6392\u5e8f\u7684\u5e8f\u5217<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8f68\u8ff9\u6570\u636e\u5206\u7c7b\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u8c61\u5c5e\u6027\uff1a\u4e2a\u4f53\u8f68\u8ff9\/\u7fa4\u4f53\u8f68\u8ff9<\/li>\n\n\n\n<li>\u65f6\u95f4\u5c5e\u6027\uff1a\u7a00\u758f\u8f68\u8ff9\/\u5bc6\u96c6\u8f68\u8ff9<\/li>\n\n\n\n<li>\u4f4d\u7f6e\u5c5e\u6027\uff1a\u539f\u59cb\u8f68\u8ff9\/\u5355\u5143\u8f68\u8ff9\/\u8bed\u4e49\u8f68\u8ff9<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8f68\u8ff9\u6570\u636e\u7279\u6027\uff1a\u65f6\u7a7a\u4f9d\u8d56\u6027\u3001\u4e2a\u6027\u5316\u3001\u4e0d\u89c4\u5219\u6027<\/li>\n\n\n\n<li>\u8f68\u8ff9\u6570\u636e\u683c\u5f0f\u8f6c\u6362\uff1a\u77e9\u9635\u3001\u56fe\u3001\u56fe\u50cf<\/li>\n\n\n\n<li>\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\n<ul class=\"wp-block-list\">\n<li>\u6838\u5fc3\u6a21\u5757\uff1aFC\u3001AE\u3001RNN\uff08LSTM\/GRU\uff09\u3001CNN\u3001GNN\u3001Attention\/Transformer<\/li>\n\n\n\n<li>\u5b66\u4e60\u8303\u5f0f\uff1a\u76d1\u7763\/\u534a\u76d1\u7763\/\u65e0\u76d1\u7763\u5b66\u4e60\u3001\u8fc1\u79fb\u5b66\u4e60\u3001\u591a\u4efb\u52a1\u5b66\u4e60\u7b49<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e09-\u6df1\u5ea6\u5b66\u4e60\u5728\u8f68\u8ff9\u6570\u636e\u7ba1\u7406\u4e2d\u7684\u5e94\u7528\">\u4e09\u3001\u6df1\u5ea6\u5b66\u4e60\u5728\u8f68\u8ff9\u6570\u636e\u7ba1\u7406\u4e2d\u7684\u5e94\u7528<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9884\u5904\u7406\n<ul class=\"wp-block-list\">\n<li>\u8f68\u8ff9\u7b80\u5316\uff1aRLTS\uff08\u5f3a\u5316\u5b66\u4e60\uff09\u3001S3\uff08\u6ce8\u610f\u529bSeq2Seq\uff09\u7b49<\/li>\n\n\n\n<li>\u8f68\u8ff9\u6062\u590d\uff1aDHTR\uff08SubSeq2Seq\uff09\u3001AttnMove\uff08\u6ce8\u610f\u529b+\u8d1d\u53f6\u65af\uff09\u7b49<\/li>\n\n\n\n<li>\u5730\u56fe\u5339\u914d\uff1aDeepMM\uff08\u6ce8\u610f\u529b\uff09\u3001GraphMM\uff08GNN\uff09\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5b58\u50a8\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u5e93\uff1aTrajMesa\u3001Milvus\uff08\u5411\u91cf\u6570\u636e\u5e93\uff09\u7b49<\/li>\n\n\n\n<li>\u7d22\u5f15\u4e0e\u67e5\u8be2\uff1aX-FIST\uff08\u5b66\u4e60\u578b\u7d22\u5f15\uff09\u3001TraSS\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5206\u6790\n<ul class=\"wp-block-list\">\n<li>\u76f8\u4f3c\u5ea6\u5ea6\u91cf\uff1a\u5206\u65e0\u7ea6\u675f\u7a7a\u95f4\uff08t2vec\u3001TrajCL\uff09\u548c\u8def\u7f51\u7a7a\u95f4\uff08GTS\u3001SARN\uff09<\/li>\n\n\n\n<li>\u805a\u7c7b\u5206\u6790\uff1a\u591a\u9636\u6bb5\u6cd5\uff08LSTM-AE+K-means\uff09\u3001\u7aef\u5230\u7aef\u6cd5\uff08DETECT\u3001E2DTC\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u53ef\u89c6\u5316\uff1aDeepHL\uff08\u6ce8\u610f\u529b\uff09\u3001Surveillance\uff08LSTM\uff09\u3001DSAE\u7b49<\/li>\n\n\n\n<li>LLMs\u8fdb\u5c55\uff1a\u7528\u4e8e\u8f68\u8ff9\u6062\u590d\u3001\u5408\u6210\u8bed\u4e49\u8f68\u8ff9\u6570\u636e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u56db-\u6df1\u5ea6\u5b66\u4e60\u5728\u8f68\u8ff9\u6570\u636e\u6316\u6398\u4e2d\u7684\u5e94\u7528\">\u56db\u3001\u6df1\u5ea6\u5b66\u4e60\u5728\u8f68\u8ff9\u6570\u636e\u6316\u6398\u4e2d\u7684\u5e94\u7528<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f68\u8ff9\u76f8\u5173\u9884\u6d4b\n<ul class=\"wp-block-list\">\n<li>\u4f4d\u7f6e\u9884\u6d4b\uff1a<strong>DeepMove<\/strong>\uff08\u6ce8\u610f\u529bGRU\uff09\u3001VANext\uff08\u53d8\u5206\u6ce8\u610f\u529b\uff09\u7b49<\/li>\n\n\n\n<li>\u4ea4\u901a\u9884\u6d4b\uff1aST-ResNet\uff08\u6b8b\u5deeCNN\uff09\u3001DMVST-Net\uff08\u591a\u89c6\u56fe\uff09\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8f68\u8ff9\u76f8\u5173\u63a8\u8350\n<ul class=\"wp-block-list\">\n<li>\u65c5\u884c\u63a8\u8350\uff1aHRNR\uff08\u795e\u7ecfA*\uff09\u3001GraphTrip\uff08\u65f6\u7a7a\u56fe+\u8fc1\u79fb\u5b66\u4e60\uff09\u7b49<\/li>\n\n\n\n<li>\u597d\u53cb\u63a8\u8350\uff1aLBSN2Vec\uff08\u8d85\u56fe\u5d4c\u5165\uff09\u3001MVMN\uff08\u591a\u89c6\u56fe\u5339\u914d\uff09\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8f68\u8ff9\u5206\u7c7b\n<ul class=\"wp-block-list\">\n<li>\u51fa\u884c\u65b9\u5f0f\u8bc6\u522b\uff1aTrajectoryNet\uff08\u53cc\u5411GRU\uff09\u3001TrajFormer\uff08Transformer\uff09\u7b49<\/li>\n\n\n\n<li>\u8f68\u8ff9-\u7528\u6237\u5173\u8054\uff1aTULER\uff08RNN\uff09\u3001TULVAE\uff08VAE\uff09\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u65c5\u884c\u65f6\u95f4\u4f30\u8ba1\uff08TTE\uff09\n<ul class=\"wp-block-list\">\n<li>\u8f68\u8ff9\u57fa\uff1aDeepTTE\uff08LSTM+\u5730\u7406\u5377\u79ef\uff09\u3001DeepTravel\uff08BiLSTM\uff09\u7b49<\/li>\n\n\n\n<li>\u8def\u7f51\u57fa\uff1aWDR\uff08\u5bbd\u6df1+RNN\uff09\u3001ConSTGAT\uff08GAT\uff09\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5f02\u5e38\u68c0\u6d4b\n<ul class=\"wp-block-list\">\n<li>\u79bb\u7ebf\u68c0\u6d4b\uff1aATD-RNN\uff08RNN+FC\uff09\u3001IGMM-GAN\uff08GAN\uff09\u7b49<\/li>\n\n\n\n<li>\u5728\u7ebf\u68c0\u6d4b\uff1aDB-TOD\uff08\u5f3a\u5316\u5b66\u4e60\uff09\u3001GM-VSAE\uff08VAE\uff09\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u79fb\u52a8\u751f\u6210\n<ul class=\"wp-block-list\">\n<li>\u5b8f\u89c2\u52a8\u6001\uff1a\u57fa\u4e8eFC\/CNN\/RNN\/GAN\u7684\u7fa4\u4f53\u6d41\u52a8\u751f\u6210<\/li>\n\n\n\n<li>\u5fae\u89c2\u52a8\u6001\uff1aTSG\uff08GAN\uff09\u3001DiffTraj\uff08\u6269\u6563\u6a21\u578b\uff09\u3001LLM-Mob\uff08LLM\uff09\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LLMs\u8fdb\u5c55\uff1a\u7528\u4e8e\u9884\u6d4b\u3001\u751f\u6210\u3001\u8bc6\u522b\u4efb\u52a1\uff0c\u5982LLM-Mob\uff08\u63d0\u793a\u5de5\u7a0b\uff09\u3001UrbanGPT\uff08\u6d41\u91cf\u9884\u6d4b\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e94-\u5e94\u7528\u4e0e\u8d44\u6e90\">\u4e94\u3001\u5e94\u7528\u4e0e\u8d44\u6e90<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e94\u7528\u573a\u666f\n<ul class=\"wp-block-list\">\n<li>\u4e2a\u4eba\u670d\u52a1\uff1a\u7ed5\u8def\u68c0\u6d4b\u3001\u62fc\u8f66\u3001\u65c5\u884c\u52a9\u624b\u7b49<\/li>\n\n\n\n<li>\u5546\u4e1a\u5e73\u53f0\uff1a\u9009\u5740\u3001\u7269\u6d41\u914d\u9001\u3001\u8ba2\u5355\u5206\u914d\u7b49<\/li>\n\n\n\n<li>\u653f\u7b56\u6307\u5bfc\uff1a\u57ce\u5e02\u89c4\u5212\u3001\u4ea4\u901a\u7ba1\u7406\u3001\u75be\u75c5\u9632\u63a7\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8d44\u6e90\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u96c6\uff1a38\u4e2a\uff0c\u5206\u8fde\u7eedGPS\u8f68\u8ff9\uff08GeoLife\u3001T-Drive\uff09\u3001\u7b7e\u5230\u5e8f\u5217\uff08Gowalla\u3001Foursquare\uff09\u3001\u5408\u6210\u8f68\u8ff9\uff08SynMob\u3001BerlinMod\uff09<\/li>\n\n\n\n<li>\u5de5\u5177\u5305\uff1aSUMO\uff08\u4ea4\u901a\u4eff\u771f\uff09\u3001PyMove\uff08\u8f68\u8ff9\u5904\u7406\uff09\u3001TransBigData\uff08\u4ea4\u901a\u5927\u6570\u636e\uff09\u7b49<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u516d-\u6311\u6218\u4e0e\u672a\u6765\u65b9\u5411\">\u516d\u3001\u6311\u6218\u4e0e\u672a\u6765\u65b9\u5411<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u524d\u6311\u6218\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\uff1a\u6807\u51c6\u5316\u4e0d\u8db3\u3001\u591a\u6e90\u8bed\u4e49\u6570\u636e\u6574\u5408\u96be\u3001\u6570\u636e\u96c6\u6784\u5efa\u9700\u5e73\u8861\u9690\u79c1\u4e0e\u591a\u6837\u6027<\/li>\n\n\n\n<li>\u6a21\u578b\uff1a\u8fd0\u52a8\u884c\u4e3a\u4e0d\u786e\u5b9a\u6027\u5efa\u6a21\u96be\u3001\u7f3a\u4e4f\u7edf\u4e00\u6a21\u578b\u3001\u9c81\u68d2\u6027\u4e0d\u8db3<\/li>\n\n\n\n<li>\u7b97\u6cd5\uff1a\u591a\u6e90\u6570\u636e\u878d\u5408\u6548\u7387\u4f4e\u3001\u975e\u7aef\u5230\u7aef\u8bbe\u8ba1\u3001\u8f7b\u91cf\u5316\u4e0d\u8db3<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u672a\u6765\u65b9\u5411\uff1a\u4ece\u9884\u6d4b\u5230\u89c4\u5212\uff08\u5f3a\u5316\u5b66\u4e60+\u591a\u667a\u80fd\u4f53\uff09\u3001\u89e3\u51b3\u5206\u5e03\u504f\u79fb\u3001\u591a\u6a21\u6001\u878d\u5408\u3001\u57fa\u7840\u6a21\u578b\/LLMs\u5e94\u7528\u3001\u53ef\u89e3\u91ca\u6027\u63d0\u5347\u3001\u9690\u79c1\u5b89\u5168\u4fdd\u62a4<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e03-\u603b\u7ed3\">\u4e03\u3001\u603b\u7ed3<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6838\u5fc3\u8d21\u732e\uff1a\u7cfb\u7edf\u7efc\u8ff0DL4Traj\u8fdb\u5c55\u3001\u63d0\u51fa\u7edf\u4e00\u5206\u7c7b\u4f53\u7cfb\u3001\u6574\u5408\u8d44\u6e90\u3001\u6307\u51fa\u672a\u6765\u65b9\u5411<\/li>\n\n\n\n<li>\u4ef7\u503c\uff1a\u4e3a\u7814\u7a76\u8005\u63d0\u4f9b\u5168\u9762\u89c6\u89d2\uff0c\u63a8\u52a8\u8f68\u8ff9\u8ba1\u7b97\u9886\u57df\u53d1\u5c55<\/li>\n<\/ul>\n\n\n\n<p>\u7528ais\u6570\u636e\u505a\u8f68\u8ff9\u9884\u6d4b\u7684\u53c2\u8003<\/p>\n\n\n\n<p>Vessel-trajectory-prediction-using-AIS-data<br><a href=\"https:\/\/github.com\/Aditya-Katkuri\/Vessel-trajectory-prediction-using-AIS-data\">https:\/\/github.com\/Aditya-Katkuri\/Vessel-trajectory-prediction-using-AIS-data<\/a><\/p>\n\n\n\n<p>\u7efc\u8ff0\u5e93\uff1a<a href=\"https:\/\/github.com\/yoshall\/Awesome-Trajectory-Computing?tab=readme-ov-file#trajectory-related-forecasting\">https:\/\/github.com\/yoshall\/Awesome-Trajectory-Computing?tab=readme-ov-file#trajectory-related-forecasting<\/a><\/p>\n\n\n\n<p>ais\u6570\u636e\u9884\u5904\u7406\uff1a<a href=\"https:\/\/github.com\/axyqdm\/Ship-trajectory-data-preprocessing-and-analysis\">https:\/\/github.com\/axyqdm\/Ship-trajectory-data-preprocessing-and-analysis<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u7814\u7a76\u65b9\u5411\u5386\u53f2\u53d1\u5c55\u8c03\u7814 \u4ece\u5927\u89c4\u6a21\u8f68\u8ff9\u6216\u884c\u4e3a\u6570\u636e\u4e2d\u53d1\u73b0\u6f5c\u5728\u89c4\u5219\u5173\u7cfb\uff0c\u662f\u968f\u7740\u6570\u636e\u91c7\u96c6\u6280\u672f\u3001\u8ba1\u7b97\u80fd\u529b\u4ee5\u53ca\u76f8\u5173\u7406\u8bba\u7684 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-261","post","type-post","status-publish","format-standard","hentry","category-11"],"_links":{"self":[{"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/posts\/261","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/comments?post=261"}],"version-history":[{"count":1,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/posts\/261\/revisions"}],"predecessor-version":[{"id":262,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/posts\/261\/revisions\/262"}],"wp:attachment":[{"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/media?parent=261"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/categories?post=261"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.zeronely.cn\/index.php\/wp-json\/wp\/v2\/tags?post=261"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}