{"id":944,"date":"2014-05-27T23:46:38","date_gmt":"2014-05-27T15:46:38","guid":{"rendered":"http:\/\/www.storagelab.org.cn\/zhangdi\/?p=944"},"modified":"2014-05-27T23:46:38","modified_gmt":"2014-05-27T15:46:38","slug":"%e5%8f%af%e8%a7%86%e5%8c%96%e6%8a%80%e6%9c%af%e5%9c%a8%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e9%a2%86%e5%9f%9f%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.divis.cn\/index.php\/2014\/05\/27\/%e5%8f%af%e8%a7%86%e5%8c%96%e6%8a%80%e6%9c%af%e5%9c%a8%e6%95%b0%e6%8d%ae%e7%a7%91%e5%ad%a6%e9%a2%86%e5%9f%9f%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8\/","title":{"rendered":"\u53ef\u89c6\u5316\u6280\u672f\u5728\u6570\u636e\u79d1\u5b66\u9886\u57df\u4e2d\u7684\u5e94\u7528"},"content":{"rendered":"

<\/h1>\n

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\u00a0<\/p>\n

\u56fe1. \u53ef\u89c6\u5316\u4e0e\u6570\u636e\u79d1\u5b66\u7684\u5173\u7cfb\uff0c\u6458\u81ea\u9648\u4e3a\u300a\u6570\u636e\u53ef\u89c6\u5316\u300b[1]<\/p>\n

\u4e00.\u00a0 \u6570\u636e\u9884\u5904\u7406\u4e0e\u53ef\u89c6\u5316<\/h2>\n

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\u6d77\u91cf\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\uff0c\u4eba\u4eec\u9762\u4e34\u7684\u4e3b\u8981\u56f0\u96be\u662f\u6570\u636e\u91cf\u5927\uff0c\u6570\u636e\u79cd\u7c7b\u591a\uff0c\u6570\u636e\u7ef4\u5ea6\u9ad8\u3002\u800c\u5176\u4e2d\u7ef4\u6570\u9ad8\u662f\u6700\u6838\u5fc3\u7684\u56f0\u96be\u2014\u2014\u6a21\u578b\u7684\u590d\u6742\u5ea6\u548c\u8ba1\u7b97\u91cf\u968f\u7740\u7ef4\u5ea6\u7684\u589e\u52a0\u800c\u6307\u6570\u589e\u957f\uff0c\u88ab\u6570\u636e\u79d1\u5b66\u5bb6\u79f0\u4e4b\u4e3a\u7ef4\u5ea6\u8bc5\u5492(curse of dimension)\uff0c\u76f4\u63a5\u5bf9\u6d77\u91cf\u9ad8\u7ef4\u6570\u636e\u96c6\u8fdb\u884c\u53ef\u89c6\u5316\u901a\u5e38\u4f1a\u4ea7\u751f\u6742\u4e71\u65e0\u7ae0\u7684\u7ed3\u679c\uff0c\u79f0\u4e4b\u4e3a\u89c6\u89c9\u6df7\u4e71\u3002<\/p>\n

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\u5177\u4f53\u5230\u53ef\u89c6\u6570\u636e\u9884\u5904\u7406\uff0c\u4e00\u822c\u91c7\u53d6\u4e24\u7c7b\u65b9\u6cd5\u7ed3\u5408\u7684\u65b9\u5f0f\uff0c\u9996\u5148\u81ea\u52a8\u5206\u6790\u6570\u636e\u4ee5\u9009\u62e9\u548c\u8861\u91cf\u6570\u636e\u7684\u4e0d\u540c\u7279\u5f81\uff0c\u5982\u5173\u8054\u6027\uff0c\u5bc6\u5ea6\u7b49\uff0c\u901a\u8fc7\u8fd9\u4e9b\u91cf\u5ea6\u6307\u5bfc\u548c\u8bc4\u4f30\u6570\u636e\u7cbe\u7b80\u8fc7\u7a0b\uff0c\u7136\u540e\u5411\u7528\u6237\u5448\u73b0\u4e3a\u53ef\u89c6\u5316\u4ea4\u4e92\u5e94\u7528\u3002\u8fd9\u7c7b\u5e94\u7528\u901a\u5e38\u80fd\u63d0\u4f9b\u53ef\u4f38\u7f29\u7684\u6570\u636e\u7ed3\u6784\u3001\u591a\u7c7b\u7edf\u8ba1\u89c6\u56fe\u3001\u591a\u503c\u5bf9\u6bd4\u3001\u5c42\u6b21\u5316\u3001\u591a\u5c3a\u5ea6\u8868\u8fbe\u7b49\u6d41\u884c\u7684\u53ef\u89c6\u5316\u4ea4\u4e92\u65b9\u6cd5\uff0c\u4ece\u800c\u4f7f\u7528\u6237\u80fd\u591f\u65b9\u4fbf\u5730\u9009\u62e9(selection)\u3001\u5bfc\u822a(navigation)\u3001\u91cd\u914d(reconfigure)\u3001\u7f16\u7801(visual encode)\u3001\u62bd\u8c61\/\u5177\u8c61(abstraction\/elaboration)\u3001\u8fc7\u6ee4(filtering)\u548c\u5173\u8054 (connection) \u6570\u636e\u3002<\/p>\n

<\/p>\n

\u56fe2. \u53ef\u89c6\u6570\u636e\u6e05\u7406\u5b9e\u4f8b\uff1a[a]\u4e00\u4e2a\u793e\u4ea4\u7f51\u7edc\u7684\u8282\u70b9\u8fde\u63a5\u56fe\uff1b [b]\u5c06a\u8f6c\u6362\u6210\u77e9\u9635\uff0c\u5f3a\u8c03\u4e86\u5173\u8054\u5173\u7cfb\uff0c\u4f46\u662f\u8fd8\u6ca1\u53d1\u73b0\u9519\u8bef\uff1b [c]\u5c06\u77e9\u9635\u6309\u5217\u6570\u636e\u91cd\u65b0\u6392\u5217\uff0c\u53d1\u73b0\u4e86\u7f3a\u5931\u6570\u636e [3]<\/p>\n

\u00a0<\/p>\n

\u56fe3. \u5c55\u793a\u4e86\u7531D-Dupe\u5236\u4f5c\u7684\u7f51\u7edc\u56fe\u3002\u8be5\u7f51\u7edc\u56fe\u7531\u8bba\u6587\u5f15\u7528\u6570\u636e\u751f\u6210\u3002\u5728\u8be5\u53ef\u89c6\u5316\u5e94\u7528\u8f6f\u4ef6\u9762\u677f\u4e2d\uff0c\u5de6\u4fa7\u662f\u57fa\u4e8e\u7528\u6237\u5b9a\u4e49\u7684\u76f8\u4f3c\u6027\u5ea6\u91cf\u800c\u5f62\u6210\u7684\u6f5c\u5728\u91cd\u590d\u4f5c\u8005\u5173\u7cfb\u5217\u8868\uff0c\u53f3\u4fa7\u7684\u5173\u8054\u5173\u7cfb\u67e5\u770b\u5668\u5219\u53ef\u89c6\u5316\u5730\u663e\u793a\u4e86\u4f5c\u8005\u4e4b\u524d\u91cd\u590d\u9009\u62e9\u7684\u5173\u7cfb\u3002\u53f3\u4e0b\u662f\u8be6\u7ec6\u6570\u636e\u67e5\u770b\u5668\uff0c\u53ef\u4ee5\u6839\u636e\u7528\u6237\u67e5\u770b\u6307\u5b9a\u8282\u70b9\u7684\u5c5e\u6027\u503c(\u4f5c\u8005)\u548c\u8fb9\uff08\u8bba\u6587\uff09\u3002\u7528\u6237\u53ef\u4ee5\u7528\u8fd9\u4e2a\u5de5\u5177\u4ea4\u4e92\u5730\u9009\u62e9\u5b9e\u4f53\u8fdb\u884c\u5408\u5e76\uff0c\u4ece\u800c\u6e05\u9664\u4e00\u4e9b\u96be\u4ee5\u53d1\u89c9\u7684\u91cd\u590d\u6570\u636e[3]\u3002<\/p>\n

\u4e8c.\u00a0 \u6570\u636e\u7ba1\u7406\u4e0e\u53ef\u89c6\u5316<\/h2>\n

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\u7535\u5b50\u8868\u5355(spreedsheet)\u4e5f\u662f\u6587\u4ef6\u5b58\u50a8\u7684\u4e00\u79cd\u6a21\u5f0f\uff0c\u5b83\u53ef\u4ee5\u7075\u6d3b\u5730\u7ec4\u7ec7\u6570\u636e\uff0c\u56e0\u800c\u88ab\u5e7f\u6cdb\u5730\u5e94\u7528\u4e8e\u529e\u516c\u81ea\u52a8\u5316\u4e2d\u3002\u5e38\u7528\u7684\u7535\u5b50\u8868\u5355\u7f16\u8f91\u8f6f\u4ef6\uff0c\u5982Microsoft Excel\uff0cTableau\u7b49\uff0c\u90fd\u5305\u542b\u6570\u636e\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u529f\u80fd\u3002\u4f8b\u5982Microsoft Excel\u672c\u8eab\u5c31\u5305\u542b\u56fe\u8868\u751f\u6210\u5668\uff0c2013\u5e74\u66f4\u662f\u53d1\u5e03\u4e86\u652f\u6301Excel\u76843D\u53ef\u89c6\u5316\u5de5\u5177GeoFlow\uff0c\u652f\u6301\u5206\u6790\u6700\u9ad8\u8fbe100\u4e07\u884c\u7684Excel\u5de5\u4f5c\u7c3f\uff0c\u5e76\u53ef\u5c06\u7ed3\u679c\u4e0eBing Map\u7ed3\u5408\u3002Tableau\u5219\u662f\u66f4\u4e3a\u5f3a\u5927\u7684\u53ef\u89c6\u5316\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u9664\u4e86\u652f\u6301Excel\u5de5\u4f5c\u7c3f\u4ee5\u5916\uff0ctableau\u8fd8\u53ef\u4ee5\u8ddf\u5404\u79cd\u6570\u636e\u5e93\u5bf9\u63a5\uff0c\u8fdb\u884c\u5546\u4e1a\u6570\u636e\u53ef\u89c6\u5206\u6790\u3002<\/p>\n

<\/p>\n

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<\/p>\n

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    \n
  1. \u5207\u7247\u548c\u5207\u5757\uff1a\u8fd9\u4e24\u4e2a\u64cd\u4f5c\u90fd\u7b49\u4ef7\u4e8e\u5728\u6574\u4e2a\u591a\u7ef4\u6570\u7ec4\u4e2d\u9009\u53d6\u5b50\u96c6\u3002\u5207\u7247\u6307\u4ece\u6570\u636e\u7acb\u65b9\u7684\u591a\u4e2a\u7ef4\u5ea6\u4e0a\u9009\u62e9\u5177\u6709\u7ed9\u5b9a\u503c\u7684\u6570\u636e\u9879\u3002\u5207\u5757\u6307\u4ece\u6570\u636e\u7acb\u65b9\u4e2d\u9009\u62e9\u5c5e\u6027\u503c\u5728\u67d0\u4e00\u4e2a\u8303\u56f4\u7684\u6570\u636e\u9879\u3002<\/li>\n
  2. \u6c47\u603b\u548c\u94bb\u53d6\uff1a\u5c5e\u6027\u503c\u901a\u5e38\u5177\u6709\u67d0\u79cd\u5c42\u6b21\u7ed3\u6784\uff0c\u8fd9\u4e9b\u7c7b\u522b\u901a\u5e38\u5d4c\u5957\u6210\u4e00\u4e2a\u6811\u6216\u7f51\u72b6\u7ed3\u6784\u3002\u901a\u8fc7\u5411\u4e0a\u6c47\u603b\u6216\u8005\u5411\u4e0b\u4e13\u533a\u7684\u65b9\u6cd5\uff0c\u53ef\u83b7\u53d6\u6570\u636e\u5728\u4e0d\u540c\u5c42\u6b21\u7684\u5c5e\u6027\u503c\u3002<\/li>\n<\/ol>\n

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    \u00a0<\/p>\n

    \u56fe6. Polaris\u7cfb\u7edf\u754c\u9762[5]<\/p>\n

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    \u6570\u636e\u6316\u6398\u9886\u57df\u6ce8\u610f\u5230\u4e86\u53ef\u89c6\u5316\u7684\u91cd\u8981\u6027\uff0c\u63d0\u51fa\u4e86\u53ef\u89c6\u6570\u636e\u6316\u6398\u7684\u65b9\u6cd5\uff0c\u5176\u6838\u5fc3\u662f\u5c06\u539f\u59cb\u6570\u636e\u548c\u6570\u636e\u6316\u6398\u7684\u7ed3\u679c\u7528\u53ef\u89c6\u5316\u7684\u65b9\u6cd5\u5448\u73b0\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u4ec5\u5728\u8f93\u5165\u8f93\u51fa\u7684\u6b65\u9aa4\u4e0a\u5f15\u5165\u53ef\u89c6\u5316\u7684\u65b9\u6cd5\uff0c\u5bf9\u4e8e\u4e00\u4e9b\u9ed1\u7bb1\u7b97\u6cd5\uff08\u4f8b\u5982\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\uff09,\u65e0\u6cd5\u6709\u6548\u5730\u5c55\u793a\u7b97\u6cd5\u5185\u90e8\u8fc7\u7a0b[7]\u3002\u66f4\u4e3a\u5b8c\u5584\u7684\u65b9\u6cd5\u662f\u7ed3\u5408\u53ef\u89c6\u5316\u4e0e\u6570\u636e\u5904\u7406\u7684\u6bcf\u4e2a\u73af\u8282\uff0c\u8fd9\u79cd\u601d\u8def\u5bfc\u81f4\u4e86\u6570\u636e\u53ef\u89c6\u5316\u7684\u5206\u652f\u2014\u2014\u53ef\u89c6\u5206\u6790\u5b66\uff08visual analytics\uff09\u7684\u51fa\u73b0\u3002<\/p>\n

    \u53ef\u89c6\u5206\u6790\u5b66(Visual Analytics)\u88ab\u5b9a\u4e49\u4e3a\u4e00\u95e8\u4ee5\u53ef\u89c6\u4ea4\u4e92\u754c\u9762\u4e3a\u57fa\u7840\u7684\u5206\u6790\u63a8\u7406\u79d1\u5b66[10]\u3002\u4e0d\u8bba\u4ece\u4f55\u79cd\u6570\u636e\u5206\u6790-\u53ef\u89c6\u5316\u6a21\u578b\uff0c\u90fd\u662f\u4ee5\u53ef\u89c6\u5316\u4ea4\u4e92\u754c\u9762\u4e3a\u901a\u9053\uff0c\u5728\u4eba\u7c7b\u667a\u80fd\u4e0e\u6570\u4eba\u5de5\u667a\u80fd\u4e4b\u95f4\u6784\u9020\u4e86\u4e00\u4e2a\u5faa\u73af\u2014\u2014\u4e92\u76f8\u5f71\u54cd\u7684\u87ba\u65cb\u5f62\u4e0a\u5347\u7684\u5faa\u73af\uff0c\u6700\u7ec8\u76ee\u7684\u662f\u5728\u5176\u4e2d\u83b7\u53d6\u77e5\u8bc6\u3002\u56fe7\u5c55\u793a\u4e86tableau\u7684\u8054\u5408\u521b\u59cb\u4ebaChris Stolte\u535a\u58eb\u7684\u53ef\u89c6\u5206\u6790\u6a21\u578b\u3002<\/p>\n

    <\/p>\n

    \u56fe7. Chris Stolte\u535a\u58eb\u63d0\u51fa\u7684\u53ef\u89c6\u5206\u6790\u5faa\u73af\u6a21\u578b[5]<\/p>\n

    IEEE Conference on Visual Analytics Science and Technology (VAST) 2012 [12] \u7f57\u5217\u4e86\u53ef\u89c6\u5206\u6790\u5b66\u7684\u76f8\u5173\u7814\u7a76\u4e3b\u9898[1]\uff1a<\/p>\n

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    2)\u00a0\u00a0\u00a0\u00a0 \u6570\u636e\u7ba1\u7406\u548c\u53ea\u662f\u8868\u793a\uff1a\u5305\u62ec\u5927\u5bb9\u91cf\u548c\u6d41\u6570\u636e\u7684\u53ef\u4f38\u7f29\u8868\u793a\uff0c\u7edf\u8ba1\u548c\u8bed\u4e49\u7279\u5f81\uff0c\u57fa\u4e8e\u5206\u5e03\u5f0f\u6570\u636e\u6765\u6e90\u7684\u4fe1\u606f\u5408\u6210\u7b49<\/p>\n

    3)\u00a0\u00a0\u00a0\u00a0 \u5206\u6790\u5f0f\u63a8\u7406<\/p>\n

    4)\u00a0\u00a0\u00a0\u00a0 \u8868\u8fbe\u3001\u4f5c\u4e1a\u548c\u4f20\u64ad\u65b9\u6cd5\uff0c\u5305\u62ec\u5206\u6790\u8fc7\u7a0b\u5efa\u6a21\uff0c\u9762\u578b\u7279\u5b9a\u548c\u4e0d\u5b9a\u5bf9\u8c61\u7684\u53d9\u4e8b\u6027\u5448\u73b0<\/p>\n

    5)\u00a0\u00a0\u00a0\u00a0 \u53ef\u89c6\u5206\u6790\u6280\u672f\u7684\u5e94\u7528<\/p>\n

    6)\u00a0\u00a0\u00a0\u00a0 \u8bc4\u4f30\u65b9\u6cd5<\/p>\n

    7)\u00a0\u00a0\u00a0\u00a0 \u63a8\u7406\u8fc7\u7a0b\u7684\u8868\u8ff0\u6027\u53ef\u89c6\u5316\u548c\u53ef\u89c6\u8868\u8fbe<\/p>\n

    8)\u00a0\u00a0\u00a0\u00a0 \u5141\u8bb8\u4ea4\u4e92\u53ef\u89c6\u5206\u6790\u7684\u6570\u636e\u53d8\u6362\u7684\u7406\u8bba\u57fa\u7840<\/p>\n

    9)\u00a0\u00a0\u00a0\u00a0 \u53ef\u89c6\u5206\u6790\u5b66\u7684\u57fa\u7840\u7b97\u6cd5\u4e0e\u6280\u672f\uff0c\u5305\u62ec\u7528\u6237\u548c\u8bbe\u5907\u7684\u81ea\u9002\u5e94\u6027\uff0c\u7f51\u9875\u63a5\u53e3\u548c\u79fb\u52a8\u8bbe\u5907<\/p>\n

    \u56db.\u00a0 \u6570\u636e\u5b66\u4e0e\u53ef\u89c6\u5316\u7ed3\u5408\u7684\u53d1\u5c55\u8d8b\u52bf<\/h2>\n

    \u8ba1\u7b97\u6027\u80fd\u6280\u672f\u7684\u7a81\u98de\u731b\u8fdb\u5df2\u7ecf\u5927\u5927\u8d85\u8fc7\u4e86\u53ef\u6269\u5c55\u5b58\u50a8\u3001I\/O\u548c\u53ef\u89c6\u5316\u5de5\u5177\u7684\u53d1\u5c55\u3002\u56fe\u7075\u5956\u5f97\u4e3bJohn Hopcroft \u66fe\u7ecf\u6307\u51fa\uff0c\u5728\u8fc7\u53bb\u7684\u51e0\u5341\u5e74\u91cc\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u7814\u7a76\u5bf9\u8c61\u4e3b\u8981\u662f\u8ba1\u7b97\u673a\u672c\u8eab\uff0c\u5305\u62ec\u786c\u4ef6\u548c\u8f6f\u4ef6\u3002 \u4ee5\u540e\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u53d1\u5c55\u5c06\u4e3b\u8981\u56f4\u7ed5\u7740\u5e94\u7528\u5c55\u5f00\u3002\u800c\u4ece\u8ba1\u7b97\u673a\u79d1\u5b66\u81ea\u8eab\u6765\u770b\uff0c\u8fd9\u4e9b\u5e94\u7528\u9886\u57df\u63d0\u4f9b\u7684\u4e3b\u8981\u7814\u7a76\u5bf9\u8c61\u5c31\u662f\u6570\u636e\u3002\u867d\u7136\u8ba1\u7b97\u673a\u79d1\u5b66\u4e00\u8d2f\u91cd\u89c6\u6570\u636e\u7684\u7814\u7a76\uff0c\u4f46\u6570\u636e\u5728\u5176\u4e2d\u7684\u5730\u4f4d\u5c06\u4f1a\u5f97\u5230\u66f4\u8fdb\u4e00\u6b65\u7684\u52a0\u5f3a\u3002\u6570\u636e\u53ef\u89c6\u5316\u6280\u672f\u4f5c\u4e3a\u6570\u636e\u79d1\u5b66\u4e2d\u6700\u4e3a\u91cd\u8981\u7684\u4e00\u73af\uff0c\u503c\u5f97\u5728\u6570\u636e\u79d1\u5b66\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\u8fdb\u884c\u5e94\u7528\u7814\u7a76\u3002\u65e0\u8bba\u662f\u5728\u5546\u4e1a\u6570\u636e\u5206\u6790\u8fd8\u662f\u5728\u4e2a\u4eba\u6570\u5b57\u751f\u6d3b\u65b9\u9762\uff0c\u53ef\u89c6\u5316\u90fd\u6709\u76f8\u5f53\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n

    \u4ece\u7ebf\u4e0b\u5411\u7ebf\u4e0a\u8f6c\u79fb\u662f\u53ef\u89c6\u6570\u636e\u5206\u6790\u5e94\u7528\u7684\u4e3b\u8981\u8d8b\u52bf\u3002\u4f20\u7edf\u7684\u53ef\u89c6\u5316\u4ea4\u4e92\u6280\u672f\uff0c\u901a\u5e38\u4ee5C\/C++\u8bed\u8a00\u4e3a\u57fa\u7840\uff0c\u4ee5\u4f20\u7edf\u5ba2\u6237\u7aef\u7a0b\u5e8f\u4e3a\u8868\u73b0\uff0c\u8fd0\u884c\u5728PC\u673a\u3001\u5de5\u4f5c\u7ad9\u3001\u5c0f\u578b\u673a\u4e0a\u3002\u4f46\u662f\u5728\u5927\u6570\u636e\u65f6\u4ee3\uff0c\u9762\u5bf9\u6d77\u91cf\u6570\u636e\u7684\u5206\u6790\u5904\u7406\u9700\u6c42\uff0c\u4f7f\u7528\u5e76\u884c\u8ba1\u7b97\u6280\u672f\uff0c\u5c06\u8ba1\u7b97\u5411\u7ebf\u4e0a\u6574\u5408\uff0c\u628a\u53ef\u89c6\u5316\u7559\u7ed9web\u6d4f\u89c8\u5668\uff0c\u5c4f\u853d\u5904\u7406\u7ec6\u8282\uff0c\u6210\u4e3a\u4e86DaaS\u7684\u4e3b\u6d41\u3002\u76ee\u524dweb\u7aef\u53ef\u89c6\u5316\u6280\u672f\u5df2\u7ecf\u8db3\u591f\u6210\u719f\uff0c\u5141\u8bb8\u7ed8\u52362D\u30013D\u5404\u79cd\u56fe\u5f62\uff0c\u8de8\u5e73\u53f0\uff0c\u5bcc\u6d4f\u89c8\u5668\u7aef\u662f\u5176\u4e3b\u8981\u7279\u70b9\u3002\u4e0b\u6587\u4e2d\u5bf9\u6bd4\u4e86\u51e0\u7c7b\u5e38\u7528web\u53ef\u89c6\u5316\u6280\u672f\uff1a<\/p>\n

      \n
    1. Html5 canvas\uff1ahtml5\u76842D\u7ed8\u56feAPI<\/li>\n<\/ol>\n

      \u00a0\u00a0\u00a0\u00a0\u00a0 \u4f18\u70b9\uff1a\u6d4f\u89c8\u5668\u652f\u6301\u60c5\u51b5\u826f\u597d<\/p>\n

      \u00a0\u00a0\u00a0\u00a0\u00a0 \u7f3a\u70b9\uff1a\u5bf9\u56fe\u5f62\u5bf9\u8c61\u76f4\u63a5\u64cd\u4f5c\u8f83\u4e3a\u56f0\u96be\uff0c\u4e0d\u80fd\u4fdd\u5b58\u4e3a\u53ef\u7f16\u8f91\u56fe\u5f62\u6587\u4ef6<\/p>\n

      \u5178\u578b\u7c7b\u5e93\uff1aflotJS, RGraphJS, chartJS, processingJS, EchartJS, kineticJS<\/p>\n

        \n
      1. SVG\uff1a\u53ef\u4f38\u7f29\u77e2\u91cf\u56fe\u5f62<\/li>\n<\/ol>\n

        \u00a0\u00a0\u00a0\u00a0\u00a0 \u4f18\u70b9\uff1a\u653e\u5927\u4e0d\u5931\u771f\uff0c\u5bf9\u56fe\u5f62\u5bf9\u8c61\u76f4\u63a5\u64cd\u4f5c\u5bb9\u6613\uff0c\u53ef\u4ee5\u4fdd\u5b58\u4e3a\u53ef\u7f16\u8f91\u56fe\u5f62\u6587\u4ef6<\/p>\n

        \u00a0\u00a0\u00a0\u00a0\u00a0 \u7f3a\u70b9\uff1aIE6\uff0c7\uff0c8\u4e0d\u652f\u6301\uff1b\u5728\u70b9\u6570\u91cf\u8fc7\u591a\u65f6\u6d88\u8017\u7cfb\u7edf\u8d44\u6e90\u660e\u663e<\/p>\n

        \u00a0\u00a0\u00a0\u00a0\u00a0 \u5178\u578b\u7c7b\u5e93\uff1aD3js\uff0cRaphael.js<\/p>\n

          \n
        1. webGL\uff1aJavaScript\u5b9e\u73b0\u6d4f\u89c8\u5668\u7aef3D\u7ed8\u56fe\u7684\u6280\u672f<\/li>\n<\/ol>\n

          \u00a0\u00a0\u00a0\u00a0\u00a0 \u4f18\u70b9\uff1a3D\u663e\u793a\uff0c\u76f4\u63a5\u8c03\u7528openGL API<\/p>\n

          \u00a0\u00a0\u00a0\u00a0\u00a0 \u7f3a\u70b9\uff1a\u53ea\u6709\u73b0\u4ee3\u6d4f\u89c8\u5668\u652f\u6301\uff0c\u8fd8\u5728\u53d1\u5c55\u4e2d<\/p>\n

            \n
          1. Flash\uff1aAdobe\u516c\u53f8\u7684\u7684\u8de8\u6d4f\u89c8\u5668\u3001\u8de8\u5e73\u53f0\u7684\u4ea4\u4e92\u5f0f\u5e94\u7528\u63d2\u4ef6<\/li>\n<\/ol>\n

            \u00a0\u00a0\u00a0\u00a0\u00a0 \u4f18\u70b9\uff1a\u7f16\u8f91\u8f6f\u4ef6\u6210\u719f\uff0c\u7c7b\u5e93\u5f88\u591a\uff0c\u8fd0\u884c\u6548\u7387\u8f83\u9ad8<\/p>\n

            \u7f3a\u70b9\uff1a\u6d4f\u89c8\u5668\u9700\u8981\u4e0b\u8f7d\u63d2\u4ef6\u624d\u80fd\u8fd0\u884c\uff0c\u79fb\u52a8\u7aef\u652f\u6301\u5c11<\/p>\n

            \u5178\u578b\u7c7b\u5e93\uff1aflare\uff0c Flex<\/p>\n

              \n
            1. silverlight\uff1a\u5fae\u8f6f\u516c\u53f8\u7684\u8de8\u6d4f\u89c8\u5668\u3001\u8de8\u5e73\u53f0\u7684\u4ea4\u4e92\u5f0f\u5e94\u7528\u63d2\u4ef6<\/li>\n<\/ol>\n

              \u00a0\u00a0\u00a0\u00a0\u00a0 \u4f18\u70b9\uff1aMVVM\u6846\u67b6\u5199\u6210\uff0c\u7f16\u5199\u4ea4\u4e92\u7a0b\u5e8f\u6548\u7387\u9ad8\uff0c\u8fd0\u884c\u6548\u7387\u9ad8\uff08\u5c24\u5176\u5728windows\u7aef\u8ddf\u684c\u9762\u8f6f\u4ef6\u4f53\u9a8c\u4e00\u81f4\uff09<\/p>\n

              \u7f3a\u70b9\uff1a\u6d4f\u89c8\u5668\u9700\u8981\u4e0b\u8f7d\u63d2\u4ef6\u624d\u80fd\u8fd0\u884c\uff0c\u9664\u5fae\u8f6f\u4ee5\u5916\u5e94\u7528\u5c11<\/p>\n

              \u670d\u52a1\u4ece\u7ebf\u4e0b\u5411\u7ebf\u4e0a\u8f6c\u79fb\uff0c\u5bfc\u81f4\u4e86\u53ef\u89c6\u5316\u6280\u672f\u4e2dhtml5 canvas, flash, SVG\uff0c webGL\u7b49web\u524d\u7aef\u7aef\u56fe\u5f62\u5316\u663e\u793a\u6280\u672f\u7684\u5927\u53d1\u5c55\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u8ba1\u7b97\u5411web\u540e\u7aef\u8f6c\u79fb\uff0c\u6570\u636e\u6316\u6398\uff0c\u6a21\u5f0f\u8bc6\u522b\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u5206\u5e03\u5f0f\u8ba1\u7b97\u7b49\u6280\u672f\u5728\u6570\u636e\u5206\u6790\u4e2d\u5e94\u7528\u66f4\u4e3a\u5e7f\u6cdb\u3002\u867d\u7136\u5728\u4e2a\u522b\u4e13\u95e8\u9886\u57df\uff0c\u53ef\u89c6\u6570\u636e\u5206\u6790\u5ba2\u6237\u7aef\u8f6f\u4ef6\u4f9d\u7136\u6709\u5176\u7528\u6b66\u4e4b\u5730\uff0c\u4ea4\u4e92\u6027\u80fd\u4f9d\u7136\u8f83\u9ad8\uff0c\u4f46\u662f\u4ece\u6574\u4f53\u4e0a\uff0c\u4e92\u8054\u7f51\u516c\u53f8\u4f5c\u4e3a\u65e5\u5e38\u8fd0\u8425\u4e2d\u751f\u6210\u3001\u7d2f\u79ef\u7684\u7528\u6237\u7f51\u7edc\u6570\u636e\u7684\u4e3b\u8981\u884c\u4e3a\u8005\uff0c\u5c06\u6210\u4e3a\u6570\u636e\u5206\u6790\u9886\u57df\u4e2d\u6570\u636e\u7684\u4e3b\u8981\u670d\u52a1\u63d0\u4f9b\u5546\uff0c\u5176\u670d\u52a1\u5668\u96c6\u7fa4\u4e0eweb\u524d\u7aef\u53ef\u89c6\u5316\u754c\u9762\u6240\u7ec4\u6210\u7684\u8bf8\u591a\u53ef\u89c6\u5206\u6790\u5e94\u7528\u5c06\u6210\u4e3a\u4e3b\u6d41\u3002\u767e\u5ea6\u7edf\u8ba1\u7814\u7a76\u9662\u65d7\u4e0b\u8bf8\u591a\u5e94\u7528\u3001google data API\u3001\u6dd8\u5b9d\u6570\u636e\u9b54\u65b9\u5c31\u662f\u6b64\u7c7b\u670d\u52a1\u5e94\u7528\u7684\u5178\u578b\u4f53\u73b0\u3002<\/p>\n

              <\/p>\n

              \u56fe8 \u6dd8\u5b9d\u7684\u6570\u636e\u9b54\u65b9<\/p>\n

              \u4f46\u662f\uff0c\u8fd9\u5e76\u4e0d\u662f\u8bf4\u6570\u636e\u5206\u6790\u5c31\u5c06\u6709\u8fd9\u4e9b\u5927\u516c\u53f8\u628a\u63a7\u3002\u76f8\u53cd\uff0c\u968f\u7740\u5927\u6570\u636e\u6982\u5ff5\u7684\u63a8\u5e7f\uff0c\u8fd1\u5e74\u6765\u7845\u8c37\u5728\u6570\u636e\u5206\u6790\u9886\u57df\u6380\u8d77\u4e86\u4e00\u80a1\u521b\u4e1a\u70ed\u6f6e\uff0c\u5176\u4e2d\u5927\u591a\u6570\u7740\u773c\u70b9\u4e8e\u53ef\u89c6\u5206\u6790\u5b66\u65b9\u9762\uff0c\u5982\u7740\u773c\u4e8e\u79fb\u52a8\u8bbe\u5907\u800c\u8bbe\u8ba1\u6570\u636e\u5206\u6790\u8f6f\u4ef6\u7684\u516c\u53f8Zoomdata, \u5f3a\u8c03web\u6613\u7528\u6027\u7684\u516c\u53f8datahero\uff0c\u7b49\u7b49\u3002\u8ffd\u6c42\u53ef\u89c6\u6570\u636e\u5206\u6790\u8f6f\u4ef6\u7684\u6613\u7528\u6027\uff0c\u5c06\u4e4b\u63a8\u5e7f\u5230\u666e\u901a\u7528\u6237\u624b\u4e2d\uff0c\u662f\u53ef\u89c6\u5316\u5728\u6570\u636e\u79d1\u5b66\u4e2d\u5e94\u7528\u7684\u53e6\u4e00\u5927\u91cd\u8981\u8d8b\u52bf\u3002<\/p>\n

              \u5728\u8fc7\u53bb\u51e0\u5341\u5e74\uff0c\u5546\u4e1a\u667a\u80fd\u5206\u6790\u8f6f\u4ef6\u7684\u670d\u52a1\u5bf9\u8c61\u5f80\u5f80\u662f\u5927\u4f01\u4e1a\u3001\u653f\u5e9c\u5355\u4f4d\uff0c\u64cd\u4f5c\u4eba\u5458\u662f\u53d7\u8fc7\u4e13\u95e8\u57f9\u8bad\u7684\u4e13\u5bb6\uff0c\u8f6f\u4ef6\u8fd0\u884c\u5728\u4e13\u95e8\u7684\u786c\u4ef6\u4e0e\u7f51\u7edc\u73af\u5883\u4e2d\uff0c\u4e0e\u666e\u901a\u4eba\u4e4b\u95f4\u5de8\u5927\u9694\u7740\u9e3f\u6c9f\u3002\u9650\u4e8e\u8d44\u6e90\u548c\u8ba1\u7b97\u80fd\u529b\uff0c\u666e\u901a\u4eba\u53ea\u662f\u88ab\u52a8\u5730\u63a5\u53d7\u5206\u6790\u7684\u7ed3\u679c\uff0c\u672a\u80fd\u5145\u5206\u5730\u52a0\u5165\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u3002\u4f46\u662f\uff0c\u968f\u7740\u5927\u6570\u636e\u65f6\u4ee3\u5230\u6765\uff0c\u8ba1\u7b97\u3001\u5b58\u50a8\u7b49\u57fa\u7840\u8d44\u6e90\u65e5\u76ca\u5ec9\u4ef7\uff0c\u5c06\u6709\u8bb8\u591a\u53ef\u89c6\u5206\u6790\u5e94\u7528\uff0c\u4ece\u79fb\u52a8\u7aef\u3001\u684c\u9762\u7aef\u7b49\u5404\u4e2a\u89d2\u5ea6\uff0c\u5141\u8bb8\u666e\u901a\u4eba\u6df1\u5165\u53d1\u6398\u81ea\u5df1\u7684\u6570\u5b57\u5316\u751f\u6d3b\u573a\u666f\uff0c\u5982\u4e2a\u4eba\u7f51\u7edc\u793e\u4ea4\u751f\u6d3b\u56fe\u8c31\uff0c\u4e2a\u4eba\u7b80\u5386\u53ef\u89c6\u5316\u7b49\u3002\u4f8b\u59822011\u5e74\u88abfacebook\u9ad8\u4ef7\u6536\u8d2d\u7684Feltron\u516c\u53f8\uff0c\u8be5\u516c\u53f8\u63a8\u51fa\u7684\u4ea7\u54c1\u5c31\u662f\u7528\u4e8e\u8bb0\u5f55\u548c\u53ef\u89c6\u5316\u4e2a\u4eba\u6570\u636e\u7684\u667a\u80fd\u624b\u673a\u5e94\u7528\u3002Feltron\u516c\u53f8\u88abfacebook\u6536\u8d2d\u540e\u4e0d\u4e45\u5c31\u63a8\u51fa\u4e86\u91cd\u78c5\u4ea7\u54c1\u65f6\u95f4\u7ebf\uff08timeline\uff09\uff0c\u5141\u8bb8\u7528\u6237\u751f\u6210\u81ea\u5df1\u7684\u6570\u5b57\u751f\u6d3b\u5e74\u8868\u3002<\/p>\n

              \u00a0<\/p>\n

              \u56fe9. Daytum\uff0c\u6458\u81eawww.made-in-england.org<\/a><\/p>\n

               <\/p>\n

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               <\/p>\n","protected":false},"excerpt":{"rendered":"

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