{"id":1350,"date":"2015-07-24T10:20:32","date_gmt":"2015-07-24T02:20:32","guid":{"rendered":"http:\/\/www.storagelab.org.cn\/zhangdi\/?p=1350"},"modified":"2015-07-24T10:20:32","modified_gmt":"2015-07-24T02:20:32","slug":"2015%e5%b9%b4%e5%8c%97%e4%ba%ac%e5%a4%a7%e5%ad%a6%e5%8f%af%e8%a7%86%e5%8c%96%e6%9a%91%e6%9c%9f%e5%ad%a6%e6%a0%a1%e8%b5%84%e6%96%99%e6%b1%87%e6%80%bb","status":"publish","type":"post","link":"https:\/\/www.divis.cn\/index.php\/2015\/07\/24\/2015%e5%b9%b4%e5%8c%97%e4%ba%ac%e5%a4%a7%e5%ad%a6%e5%8f%af%e8%a7%86%e5%8c%96%e6%9a%91%e6%9c%9f%e5%ad%a6%e6%a0%a1%e8%b5%84%e6%96%99%e6%b1%87%e6%80%bb\/","title":{"rendered":"2015\u5e74\u5317\u4eac\u5927\u5b66\u53ef\u89c6\u5316\u6691\u671f\u5b66\u6821\u8d44\u6599\u6c47\u603b"},"content":{"rendered":"<h2>\u53c2\u4f1a\u7b80\u4ecb<\/h2>\n<p>2015\u5e747\u67089 &#8211; 16 \u65e5 \u6211\u5e26\u7740\u6211\u7684\u5e08\u5f1f\u8096\u5b50\u8fbe\u3001\u5e08\u59b9\u97e9\u7389\u840d\u53c2\u52a0\u4e86\u5317\u4eac\u5927\u5b66\u53ef\u89c6\u5316\u6691\u671f\u5b66\u6821 \u5b66\u4e86\u4e00\u5468\u3002\u6b64\u6691\u671f\u5b66\u6821\u81ea2009\u5e74\u5f00\u59cb\uff0c\u7531\u5317\u5927\u53ef\u89c6\u5316\u5c0f\u7ec4leader\u8881\u6653\u8339\u6559\u6388\u7275\u5934\u521b\u529e\uff0c\u81f3\u4eca\u5df2\u7ecf\u662f\u7b2c\u4e03\u5c4a\u3002<a href=\"http:\/\/vis.pku.edu.cn\/wiki\/public_course\/summerschool_s15\/start\">\u8bfe\u7a0b\u8be6\u7ec6\u4ecb\u7ecd<\/a><\/p>\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/IMG_20150710_142422.jpg\" width=\"600\" height=\"800\" \/><\/strong><\/p>\n<p><strong>\u5728\u6b64\u8bfe\u7a0b\u8fc7\u7a0b\u4e2d\uff0c\u6211\u89c1\u5230\u4e86\u6570\u636e\u53ef\u89c6\u5316\u4e0e\u53ef\u89c6\u5206\u6790\u9886\u57df\u7684\u9876\u7ea7leader\u5e76\u6709\u5e78\u542c\u4e86\u4ed6\u4eec\u7684\u8bfe\u7a0b\uff1a<\/strong><\/p>\n<ul>\n<li>\u6d59\u5927\u9648\u4e3a\u6559\u6388\uff0c\u76ee\u524d\u5728\u6d59\u5927\u5e26\u9886\u6d59\u5927\u53ef\u89c6\u5206\u6790\u5c0f\u7ec4\uff0c\u662f\u6211\u6700\u5d07\u62dc\u7684\u9886\u57df\u7814\u7a76\u8005\u3002<a href=\"http:\/\/www.cad.zju.edu.cn\/home\/vagblog\/\">\u6d59\u5927\u53ef\u89c6\u5316\u5c0f\u7ec4\u535a\u5ba2<\/a><\/li>\n<li>\u5317\u5927\u8881\u6653\u8339\u6559\u6388\uff0c\u76ee\u524d\u5728\u5317\u5927\u5e26\u9886Visualization and Visual Computing Group\u3002<a href=\"http:\/\/vis.pku.edu.cn\/yuanxiaoru\/\"> \u5317\u5927\u53ef\u89c6\u5316\u5c0f\u7ec4\u7f51\u7ad9<\/a><\/li>\n<li>VAST\u8bc4\u59d4\u4e3b\u5e2d \u4f26\u6566\u5927\u5b66\u6559\u6388\u00a0<a href=\"http:\/\/www.baidu.com\/link?url=jSMdaAYk_vW_B9sWxblk2HftngikH5Zkk1V2m-7yb2nRDb9_ma8YSEJFXjz64DI5ONukKAGjZY2aQO_FflWWtv8Vws1F-p2VC8xYzJIUhde\" target=\"_blank\" rel=\"noopener\">Gennady\u00a0Andrienko\u00a0<\/a>\u00a0\u592b\u5987\uff0c\u7814\u7a76\u00a0co-organized scientific events on visual analytics, geovisualization and visual data mining, <a href=\"http:\/\/geoanalytics.net\/and\/\">\u5b98\u7f51<\/a><\/li>\n<\/ul>\n<p><strong>\u9664\u6b64\u4ee5\u5916\u8fd8\u6709\u9887\u6709\u6210\u679c\u7684\u9752\u5e74\u7814\u7a76\u8005\uff1a<\/strong><\/p>\n<ul>\n<li>\u521a\u4ece\u5317\u5927\u535a\u58eb\u6bd5\u4e1a\u53bb\u4e86\u7f8e\u56fd\u963f\u8d21\u5b9e\u9a8c\u5ba4\u90ed\u7ff0\u7426\u535a\u58eb\uff0c\u7814\u7a76\u5185\u5bb9\u4e3a\u6750\u6599\u5b66-\u8d85\u5bfc\u4f53\u7684\u7269\u8d28\u7ed3\u6784\u7684\u79d1\u5b66\u53ef\u89c6\u5316\u3002<a href=\"http:\/\/www.anl.gov\/\">\u963f\u8d21\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u5b98\u7f51<\/a>\uff0c<a href=\"http:\/\/www.mcs.anl.gov\/~hguo\/\">\u90ed\u7ff0\u7426\u535a\u58eb\u4ecb\u7ecd\u548c\u8bba\u6587\u4e0b\u8f7d<\/a><\/li>\n<li>\u6e05\u534e\u6bd5\u4e1a\uff0c\u5728\u4e2d\u79d1\u9662\u8f6f\u4ef6\u6240\u6240\u7814\u7a76\u5df2\u6709\u6570\u5e74\u7684\u65f6\u78ca\u535a\u58eb\uff0c\u4e3b\u8981\u7814\u7a76\u9886\u57df\u4e3a\u5927\u56fe\u53ef\u89c6\u5206\u6790\u3002<a href=\"http:\/\/people.ucas.ac.cn\/~shil\">\u00a0\u4e2a\u4eba\u7b80\u4ecb<\/a><\/li>\n<\/ul>\n<p><strong>\u8fd9\u4e2a\u6d3b\u52a8\u8ba9\u6211\u4eec\u4e0e\u8fd9\u4e9b\u5927\u725b\u62c9\u8fdb\u4e86\u8ddd\u79bb\uff0c\u575a\u5b9a\u4e86\u201c\u6211\u4e5f\u80fd\u5199\u53ef\u89c6\u5316\u76f8\u5173\u8bba\u6587\u201d\u7684\u4fe1\u5fc3\uff0c\u540c\u65f6\u8fd8\u7ed3\u8bc6\u4e86\u4e00\u6279\u4e00\u8d77\u6765\u4e0a\u8bfe\u7684\u4f19\u4f34\u4eec\u3002<\/strong>\u5176\u4e2d\u6211\u6bd4\u8f83\u719f\u8bc6\u7684\u6709\uff1a<\/p>\n<ul>\n<li>\u5927\u8fde\u7406\u5de5\u5927\u5b66\u7684\u535a\u58eb\u5510\u7433\uff0c\u5584\u4e8e\u8054\u7edc\u758f\u5bfc\uff0c\u4e3b\u8981\u5728\u6821\u6559java<\/li>\n<li>\u8377\u5170\u80af\u7279\u5927\u5b66\uff08university of twente\uff09ITC \uff08<a href=\"http:\/\/www.itc.nl\/research_programme\">The Faculty of Geo-Information Science and Earth Observation)\u00a0<\/a> \u7684\u535a\u58eb\u751f\u738b\u9e4f\uff0c\u6709\u5b66\u8005\u6c14\u606f\uff0c\u4e3b\u8981\u505a\u57fa\u4e8e\u65f6\u7a7a\u7684\u53ef\u89c6\u5316\u7406\u8bba\u7814\u7a76\u3002\u76f8\u5173\u7406\u8bba\u65b9\u6cd5\uff1a\u00a0\u00a0<a href=\"http:\/\/www.itc.nl\/personal\/kraak\/move\/\">space time cube<\/a>\uff0c\u5e94\u7528\u4e8e\u8f6f\u4ef6\uff1a\u00a0<a href=\"http:\/\/www.itc.nl\/Pub\/Home\/Research\/Research_output\/ILWIS_-_Remote_Sensing_and_GIS_software.html\">ILWIS &#8211; Remote Sensing and GIS software<\/a><\/li>\n<li>\u6b66\u6c49\u5927\u5b66\u7684\u9b4f\u52c7, \u4e3b\u8981\u505a\u5730\u7406\u4fe1\u606f\u3001\u6d4b\u7ed8\u65b9\u9762\u7684\u7814\u7a76\uff0c\u64c5\u957f\u4f7f\u7528\u5404\u79cd\u6570\u636e\u5206\u6790\u5de5\u5177\u6bd4\u5982tableau\u3001 gephi\u7b49\u3002\u5e0c\u671b\u7814\u7a76\u5730\u7406\u4fe1\u606f\u7684\u6570\u636e\u6316\u6398\u4e0e\u53ef\u89c6\u5316\u3002<\/li>\n<li>\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\u7684\u7855\u58eb\u751f\u8c22\u7ef4\u67f1\uff0c\u64c5\u957fjava, \u00a0\u4e5f\u505a\u5730\u7406\u4fe1\u606f\u3001\u6d4b\u7ed8\u65b9\u9762\u7684\u7814\u7a76\u3002<\/li>\n<li>\u5947\u864e360\u5458\u5de5\u00a0<a href=\"http:\/\/t.qq.com\/cydphp\">\u9648\u6bd3\u7aef<\/a>\u00a0\uff0c\u505aphp\u548c\u6570\u636e\u5904\u7406\u65b9\u9762\u7684\u5de5\u4f5c\uff0c<a href=\"http:\/\/www.woyuw.com\/\">\u4e2a\u4eba\u7f51\u7ad9<\/a><\/li>\n<li>\u6cb3\u5357\u79d1\u6280\u5b66\u9662\u7684\u5218\u831c\u8001\u5e08\uff0c\u76ee\u524d\u5728\u5317\u90ae\u8fdb\u4fee\uff0c\u6211\u4eec\u7ec4\u6700\u540e\u7684\u89c6\u9891\u526a\u8f91\u90fd\u662f\u5979\u505a\u7684\u3002<\/li>\n<li>\u4e1c\u5317\u5e08\u8303\u5927\u5b66\u7814\u4e00\u751f\u9648\u658c\u548c\u66f2\u5fb7\u5c55\uff0c\u5f88\u6709\u6d3b\u529b\u7684\u5c0f\u4f19\uff0c\u672a\u6765\u53ef\u80fd\u5728\u8fd9\u4e00\u9886\u57df\u6709\u6240\u65a9\u83b7\u3002<\/li>\n<\/ul>\n<p><strong>\u5176\u4ed6\u540c\u5b66\u7684\u5b66\u6821\u548c\u7814\u7a76\u65b9\u5411<\/strong>\uff1a<\/p>\n<ul>\n<li>\u5317\u65b9\u5de5\u4e1a\u5927\u5b66\u00a0 \u519c\u836f\u6b8b\u7559\u68c0\u6d4b<\/li>\n<li>\u5317\u4eac\u6797\u4e1a\u5927\u5b66\u00a0 \u536b\u661f\u9065\u611f\u76d1\u6d4b<\/li>\n<li>\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u00a0 \u53ef\u89c6\u53d9\u4e8b<\/li>\n<li>\u56db\u5ddd\u5927\u5b66 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u53ef\u89c6\u5316\u76f8\u5173<\/li>\n<li>\u5317\u4eac\u90ae\u7535\u5927\u5b66\u00a0 \u4ea7\u4e1a\u7ba1\u7406 \u00a0ucnet\u00a0\u7528\u6237\u884c\u4e3a\u7814\u7a76<\/li>\n<li>\u4e2d\u5c71\u5927\u5b66 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5730\u56fe\u5b66 \u57ce\u5e02\u4ea4\u901a\u7684\u53ef\u89c6\u5316 \u00a0\uff08\u674e\u65ed\u4eae\uff09<\/li>\n<li>\u6d59\u5927\u63a7\u5236\u7cfb \u00a0 \u00a0 \u00a0\u6545\u969c\u76d1\u6d4b \u7f51\u7edc\u62d3\u6251 \u6570\u636e\u5206\u6790<\/li>\n<li>\u4e2d\u5357\u5927\u5b66\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0 \u7528\u6237\u8f68\u8ff9\u7684\u53ef\u89c6\u5316<\/li>\n<li>\u4e2d\u79d1\u9662\u7535\u5b50\u6240\u00a0 \u56fe\u5e03\u5c40\u7b97\u6cd5<\/li>\n<li>\u6e05\u534e\u5927\u5b66\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0 \u5927\u6570\u636e \u53ef\u89c6\u5316 \uff08\u6881\u54f2 \u9e23\u6d69\uff09<\/li>\n<li>\u4e2d\u592e\u8d22\u7ecf \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u623f\u5730\u4ea7\u4e13\u4e1a<\/li>\n<li>\u6e05\u534e\u5927\u5b66 \u00a0 \u00a0 \u00a0 \u00a0 \u00a03D \u56fe\u5f62\u5b66 \u4fe1\u606f\u53ef\u89c6\u5316<\/li>\n<li>\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u00a0 \u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa<\/li>\n<li>\u534e\u5357\u7406\u5de5\u5927\u5b66 \u00a0\u65c5\u6e38\u8005\u884c\u4e3a\u5206\u6790\uff08\u5218\u4e39\u840d\u6559\u6388\u7684\u65b9\u5411\uff09<\/li>\n<li>\u5317\u822a \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4ea4\u901a\u6570\u636e\u53ef\u89c6\u5316<\/li>\n<li>\u4e2d\u56fd\u4f20\u5a92\u5927\u5b66\u00a0 \u7f51\u7edc\u65b0\u5a92\u4f53\u65b9\u5411\uff08\u5f20\u9e4f\u6d32\u6559\u6388\u7684\u65b9\u5411\uff09<\/li>\n<li>\u4e2d\u5c71\u5927\u5b66 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u53ef\u89c6\u5316<\/li>\n<li>\u5317\u4eac\u5927\u5b66 \u00a0 \u00a0 \u00a0 \u00a0 \u79d1\u5b66\u53ef\u89c6\u5316 \u6d41\u573a\u6570\u636e\u53ef\u89c6\u5316 \uff08\u00a0\u5f20\u6c5f\uff09<\/li>\n<li>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a02010 \u7f51\u7edc\u5b89\u5168 \u65f6\u7a7a\u6570\u636e<\/li>\n<li>\u90e8\u961f\u5355\u4f4d \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8ba1\u7b97\u7a7a\u95f4\u52a8\u529b\u5b66 \u8ba1\u7b97\u91cf\u975e\u5e38\u5927<\/li>\n<li>\u5929\u6d25\u7406\u5de5\u5927\u5b66 \u00a0\u7f51\u7edc\u5b89\u5168 \u53ef\u89c6\u5206\u6790\uff08\u5b5f\u6d69\uff09<\/li>\n<li>\u5947\u864e360 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5927\u6570\u636e\u5206\u6790\u3001\u53ef\u89c6\u5316\u5206\u6790\u3001\u533b\u7597\u4e34\u5e8a\u3001\u4f01\u4e1a\u6570\u636e\u5b89\u5168\uff0c\u57fa\u4e8eD3 \uff0cwebGL\u7684\u53ef\u89c6\u5316\u7cfb\u7edf\u5b9e\u73b0\u3002\u00a0 \uff08\u5415\u660e\u5ca9\uff0c\u91d1\u632f\u7956\uff0c\u6f58\u5c71\u7b49\uff0c360\u548c\u5317\u5927\u4e4b\u95f4\u6709\u4f01\u4e1a\u8d5e\u52a9\u548c\u5408\u4f5c\uff09<\/li>\n<li>&#8230;..<\/li>\n<\/ul>\n<p>\u4ece\u4ee5\u4e0a\u5e08\u8d44\u529b\u91cf\u548c\u540c\u5b66\u7684\u6765\u6e90\u53ef\u89c1\uff0c\u5317\u5927\u7684\u6691\u671f\u53ef\u89c6\u5316\u57f9\u8bad\u5b66\u6821\u786e\u5b9e\u662f\u4e00\u4e2a\u96be\u5f97\u76db\u4f1a\uff0c\u805a\u96c6\u4e86\u56fd\u5185\u53ef\u89c6\u5316\u9886\u57df\u9876\u7ea7\u4eba\u624d\u524d\u6765\u4f20\u9053\u6388\u4e1a\u3002\u5b66\u5458\u603b\u8ba1\u6709101\u4eba\uff0c\u5176\u5e73\u5747\u7d20\u8d28\u8f83\u9ad8\uff0c\u5927\u90fd\u6765\u81ea\u56fd\u5185\u77e5\u540d\u9ad8\u6821\uff0c10%\u4e3a\u5728\u6821\u672c\u79d1\u751f\uff0c60%\u4e3a\u5728\u6821\u7814\u7a76\u751f\uff0c10%\u4e3a\u5728\u6821\u535a\u58eb\u751f\uff0c10%\u4e3a\u5728\u6821\u9752\u5e74\u6559\u5e08\uff0c\u8fd8\u670910%\u6765\u81ea\u77e5\u540d\u4e92\u8054\u7f51\u4f01\u4e1a\u3002\u8fd9\u4e9b\u5b66\u5458\u5e73\u65f6\u5c31\u5728\u5404\u81ea\u9886\u57df\u505a\u7740\u53ef\u89c6\u5316\u76f8\u5173\u7684\u7814\u7a76\u3002\u5b66\u5458\u9635\u5bb9\u4e0a\u603b\u4f53\u504f\u6280\u672f\uff0c\u4e5f\u6709\u5c11\u90e8\u5206\u6587\u79d1\u751f\u3002\u5b66\u5458\u4e2d\u6709\u4eba\u5373\u4f7f\u4e0d\u4f1a\u7f16\u7a0b\uff0c\u4e5f\u4f1a\u64cd\u4f5c\u4e00\u4e9b\u5206\u6790\u8f6f\u4ef6\u89c6\u9891\u526a\u8f91\u8f6f\u4ef6\u7b49\uff0c\u76d6\u975e\u7b49\u95f2\u4e4b\u8f88\u3002\u5176\u4e2d\u4e2a\u522b\u540c\u5b66\u53ef\u4ee5\u770b\u51fa\u6f5c\u529b\u6781\u5927\uff0c\u5f88\u6709\u53ef\u80fd\u662f\u672a\u6765\u6b64\u9886\u57df\u7684\u884c\u5bb6\u91cc\u624b\uff08\u6216\u8005\u5df2\u7ecf\u662f\u4e86\u53ea\u662f\u4ed6\u4eec\u6ca1\u544a\u8bc9\u8fc7\u6211\uff09\u3002\u96be\u602a\u6700\u540e\u6765\u81ea360\u7684\u5458\u5de5\u8fd8\u5728\u8fd9\u91cc\u505a\u5ba3\u4f20\u548c\u62c9\u4eba\u4e86\u3002\u8bfe\u7a0b\u5185\u5bb9\u4e5f\u662f\u7cbe\u5f69\u7eb7\u5448\u3002<\/p>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/IMG_20150715_122945.jpg\" width=\"600\" height=\"800\" \/><\/h2>\n<h2>\u6691\u671f\u5b66\u6821\u7684\u8bfe\u7a0b\u7b14\u8bb0\u6458\u8981<strong><br \/>\n<\/strong><\/h2>\n<p><strong>\u4e03\u6708\u4e5d\u65e5\uff0c\u4e0a\u5348<\/strong><br \/>\n<strong>Ice breaking \u8881\u6653\u8339\u6559\u6388<\/strong><\/p>\n<ol>\n<li>\u6691\u671f\u5b66\u6821\u5386\u53f2\u7b80\u4ecb<\/li>\n<li>\u5b66\u751f\u81ea\u6211\u4ecb\u7ecd<\/li>\n<\/ol>\n<p><strong><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/IMG_20150709_104331.jpg\" width=\"600\" height=\"450\" \/><\/strong><\/p>\n<p><strong>\u4e03\u6708\u4e5d\u65e5\uff0c\u4e0b\u5348<\/strong><br \/>\n<strong>Visualization and Visualization Research Overview\u00a0\u8881\u6653\u8339\u6559\u6388<\/strong><\/p>\n<ol>\n<li>Data \u2013 image \u2013 insight \uff08\u6570\u636e-\u53ef\u89c6\u5316-\u5fc3\u91cc\u56fe\u50cf\uff09<\/li>\n<li>\u53ef\u89c6\u5316\u5386\u53f2\u53d1\u5c55\uff08\u57fa\u672c\u8ddf\u6211\u6240\u505a\u7684<a href=\"http:\/\/www.storagelab.org.cn\/zhangdi\/2014\/12\/23\/wawa\/\">PPT<\/a>\u4e00\u6837\uff09<\/li>\n<li>\u53ef\u89c6\u5206\u6790\u5e08\u7531\u4ea4\u4e92\u53ef\u89c6\u754c\u9762\u652f\u6301\u7684\u5206\u6790\u63a8\u7406\u7684\u79d1\u5b66(visual analytics is the science of analytical reasoning facilitated by interactive visual interface)<\/li>\n<li>\u53ef\u89c6\u5316\u4e0d\u662f\u7f8e\u5316\u4e00\u756a\uff0c\u800c\u4e14\u662f\u5e2e\u52a9\u8fdb\u884c\u6570\u636e\u5206\u6790\u7684\u624b\u6bb5\u3002\uff08\u4e8b\u5b9e\u4e0a\u5927\u90e8\u5206\u4ece\u4e1a\u8005\u90fd\u6ca1\u6709\u827a\u672f\u5b66\u4e60\u7684\u7ecf\u5386\u3002\uff09<\/li>\n<li>\u6691\u671f\u5b66\u6821\u4efb\u52a1\u5b89\u6392\uff1a\u5c06\u6240\u6709\u5b66\u751f\u5206\u4e3a\u5c0f\u7ec4\uff0c\u6bcf\u7ec46\u4eba\uff0c\u8981\u6c42\u4e0d\u540c\u5b66\u6821\u7684\u4eba\u8fdb\u884c\u7ec4\u961f\uff0c\u4ee5<a href=\"http:\/\/www.vacommunity.org\/VAST+Challenge+2014\">VAST 2014 challenge\u00a0<\/a>\uff082014\u5e74IEEE\u53ef\u89c6\u5206\u6790\u5927\u4f1a\u6311\u6218\u8d5b\uff09\u4e3a\u9898\u76ee\uff0c\u5728\u4e00\u5468\u8bfe\u7a0b\u7ed3\u675f\u540e\u8981\u505a5\u5206\u949f\u603b\u7ed3\u62a5\u544a\u548c1\u5206\u949f\u9879\u76ee\u5c55\u793a\u89c6\u9891\u3002\u6b64\u4efb\u52a1\u7684\u76ee\u7684\u662f\u8981\u5927\u5bb6\u8981\u5e26\u7740\u95ee\u9898\u53bb\u5b66\u4e60\uff0c\u5b9e\u9645\u7814\u7a76\u6570\u636e\uff0c\u4e3b\u52a8\u63a2\u7a76\u53ef\u89c6\u5206\u6790\u7684\u65b9\u6cd5\u3002<a href=\"http:\/\/vis.pku.edu.cn\/wiki\/public_course\/summerschool_s15\/group\/start\">\u5206\u7ec4\u60c5\u51b5<\/a><\/li>\n<\/ol>\n<p><strong>\u4e03\u6708\u5341\u65e5\uff0c\u4e0a\u5348<\/strong><br \/>\n<strong>PKU Space-Time Research Demo <a href=\"http:\/\/vis.pku.edu.cn\/wiki\/team\/start\">\u5317\u5927\u53ef\u89c6\u5316\u5c0f\u7ec4\u6210\u5458<\/a><\/strong><\/p>\n<ol>\n<li><a href=\"http:\/\/vis.pku.edu.cn\/wiki\/project\/weibova\">\u5fae\u535a\u4f4d\u7f6e\u53ef\u89c6\u5316<\/a>\uff0c leaflit, mapbox(\u5730\u56fe\u5e93\u53caAPI) + d3js\uff08SVG\u91cd\u7ed8\uff09 + webGL\uff08\u505a\u5927\u91cf\u70b9\u7ebf\u7684\u4f18\u5316\uff09<\/li>\n<li><a href=\"http:\/\/vis.pku.edu.cn\/trajectoryvis\/en\/trafficjam.html\">\u6839\u636e\u5317\u4eac\u5e02\u51fa\u79df\u8f6624\u5929\u6570\u636e\u5236\u4f5c\u7684\u62e5\u5835\u9884\u6d4b<\/a>\uff0cExploring OD Patterns of a Central Region based on Taxi Trajectories<\/li>\n<li>\u7a00\u758f\u8f68\u8ff9\u6570\u636e\u53ef\u89c6\u5206\u6790\uff0c\u6839\u636e\u5357\u4eac\u5e02\u8def\u51b5\u76d1\u63a7\u8bbe\u5907\u505a\u7684\u7a00\u758f\u6570\u636e\u53ef\u89c6\u5316\uff08<a href=\"http:\/\/www.storagelab.org.cn\/zhangdi\/2015\/07\/20\/chinaviz\/\">\u8be6\u89c1chinaViz 2015 \u8881\u6653\u8339\u6559\u6388\u62a5\u544a<\/a>\uff09<\/li>\n<li><a href=\"http:\/\/vis.pku.edu.cn\/trajectoryvis\/en\/odwheel.html\">Analysis on OD Traffic Patterns<\/a><\/li>\n<li><a href=\"http:\/\/vis.pku.edu.cn\/wiki\/project\/start\">\u5176\u4ed6\u5317\u5927\u53ef\u89c6\u5316\u5c0f\u7ec4\u7684\u5de5\u4f5c\u4ecb\u7ecd<\/a><\/li>\n<\/ol>\n<p><strong>\u4e03\u6708\u5341\u65e5\uff0c\u4e0b\u5348<\/strong><br \/>\n<strong>Urban Visualization \u57ce\u5e02\u5927\u6570\u636e\uff0c\u6d59\u5927\u9648\u4e3a\u6559\u6388<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/IMG_20150710_133948.jpg\" width=\"600\" height=\"800\" \/><\/p>\n<p>\u4e00. \u5927\u6570\u636e\u5e26\u6765\u7684\u6539\u53d8<\/p>\n<ol>\n<li>\u5927\u6570\u636e\u662f\u5546\u4e1a\u903b\u8f91\u7684\u6539\u53d8\uff1aGold group\u7684\u542f\u793a\u2014\u2014\u6240\u8c13\u516c\u53f8\u5185\u90e8\u7684\u6838\u5fc3\u6570\u636e\uff0c\u516c\u5f00\u7684\u963b\u529b\u6765\u81ea\u4e8e\u5185\u90e8\u5458\u5de5\uff0c\u4ed6\u4eec\u4e3a\u4e86\u56de\u907f\u5916\u90e8\u7ade\u4e89\u3002\u800c\u5927\u6570\u636e\u5c31\u662f\u8981\u5728\u683c\u5c40\u4e0a\u5f15\u5165\u66f4\u591a\u7684\u4eba\u6765\u53c2\u4e0e\uff0c\u8fd9\u662f\u5927\u6570\u636e\u5e26\u6765\u7684\u5546\u4e1a\u884c\u4e3a\u65b9\u5f0f\u7684\u91cd\u5927\u6539\u8fdb<\/li>\n<li>\u5927\u6570\u636e\u662f\u56fd\u5bb6\u6218\u7565\uff1a\u7f8e\u56fd\u6709\u5927\u6570\u636e\u4e13\u9879\u8ba1\u5212\uff0c\u4e2d\u56fd\u6709\u91cd\u5927\u4e13\u9879<\/li>\n<li>\u5927\u6570\u636e\u5e26\u6765\u79d1\u5b66\u7814\u7a76\u65b9\u5f0f\u7684\u53d8\u5316\uff1a\u7b2c\u56db\u8303\u5f0f\uff0c\u79d1\u5b66\u7814\u7a76\u7531\u5047\u8bbe\u9a71\u52a8\u8f6c\u5411\u57fa\u4e8e\u63a2\u7d22\u7684\u79d1\u5b66\u65b9\u6cd5<\/li>\n<li>\u5927\u6570\u636e\u65f6\u4ee3\u7684\u5206\u6790\u65b9\u6cd5\uff1a\u6570\u636e\u5b58\u50a8-\u6570\u636e\u6316\u6398-\u6570\u636e\u53ef\u89c6\u5316<\/li>\n<li>\u6848\u4f8b\uff1a\u533b\u7597\u5927\u6570\u636e\u3001\u5730\u9707\u5927\u6570\u636e\u3001\u6d0b\u6d41\u5927\u6570\u636e\u3001\u592a\u9633\u9ed1\u5b50\u5927\u6570\u636e\u3001MOOCs\u7684\u5d1b\u8d77\uff0c\u4e5d\u5341\u65b9\u7684\u77e5\u8bc6\u56fe\u8c31<\/li>\n<\/ol>\n<p>\u4e8c.\u57ce\u5e02\u5927\u6570\u636e<\/p>\n<ol>\n<li>\u4e3b\u9898\u601d\u60f3\uff1aCyber space &#8211;&gt; physical sensing\u00a0&#8211;&gt;\u00a0Actuation information<\/li>\n<li>\u5927\u6570\u636e\u5178\u578b\u5e94\u7528\uff1a\u667a\u6167\u57ce\u5e02\u3002\u4e2d\u56fd\u5728\u4fe1\u606f\u5316\u7cfb\u7edf\u5efa\u8bbe\u6295\u5165\u8d85\u8fc71\u4e07\u4ebf\uff0c\u5efa\u7acb\u4e2d\u5fc3300+\uff0c\u5e74\u652f\u51fa\u8d85\u8fc75\u4ebf\uff1b\u57ce\u5e02\u7684\u795e\u7ecf\u7cfb\u7edf\u53d1\u8fbe\u800c\u667a\u6167\u4e0d\u8db3\u3002<\/li>\n<li>\u5927\u6570\u636e\u5e94\u7528\u7684\u5178\u578b\u5206\u5c42\uff1a\u6570\u636e\u5c42(\u5efa\u6a21)\uff0c\u8bed\u4e49\u5c42(\u901a\u8fc7\u5efa\u6a21\u5c06\u6570\u636e\u62bd\u8c61\u6210\u53ef\u7528\u7684\u8bed\u4e49)\uff0c\u5e94\u7528\u5c42(\u5e2e\u52a9\u51b3\u7b56)<\/li>\n<\/ol>\n<p>\u4e09.\u9762\u5411\u57ce\u5e02\u5927\u6570\u636e\u7684\u53ef\u89c6\u5206\u6790\u6848\u4f8b<\/p>\n<ol>\n<li>20\u4e2a\u57fa\u7ad9\u7684\u7a7a\u6c14\u8d28\u91cf\u4f20\u611f\u5668\u6570\u636e\u7684\u53ef\u89c6\u5316\uff0c\u89e3\u51b3\u6570\u636e\u5728\u65f6\u95f4\u548c\u53d8\u91cf\u7ef4\u5ea6\u7684\u805a\u5408\u95ee\u9898\uff0c\u5b9e\u73b0\u4e86\u65f6\u5e8f\u6570\u636e\u7684\u5c42\u6b21\u7ec6\u8282\u7684\u53ef\u89c6\u5316\u63a2\u7d22\u548c\u5206\u6790<\/li>\n<li>\u5730\u7406\u4f4d\u7f6e\u76f8\u5173\u6570\u636e\u63a2\u7d22\uff0c\u5c06\u51fa\u79df\u8f66\u4fe1\u606f\u3001\u623f\u5c4b\u79df\u8d41\u3001\u72af\u7f6a\u8bb0\u5f55\u3001\u5730\u7406\u4f4d\u7f6e\u7b49\u7b49\u6570\u636e\uff0c\u901a\u8fc7\u8d1d\u53f6\u65af\u7f51\u7edc\u8ba1\u7b97\u6570\u636e\u76f8\u5173\u5ea6\u5c55\u793a\u51fa\u6765\uff0c\u7528\u6237\u53ef\u4ee5\u7528\u4ea4\u4e92\u754c\u9762\u5e72\u9884\u8d1d\u53f6\u65af\u7f51\u7edc\u7684\u8ba1\u7b97\u8fc7\u7a0b<\/li>\n<li>\u81ea\u7136\u73af\u5883\u7684\u53ef\u89c6\u5316\u5e73\u53f0\uff0c\u4e09\u7ef4\u4e91\u56fe\u8f6f\u4ef6\uff0c\u4e2d\u56fd\u6c14\u8c61\u5c40\u9879\u76ee\uff0c\u6709web\u7248\uff08\u4f7f\u7528webGL\uff09<\/li>\n<li>\u57ce\u5e02\u5927\u6570\u636e\u7684\u56fe\u5f62\u5316\u641c\u7d22\u673a\u5236\uff0c\u5927\u6570\u636e\u5173\u952e\u8fd8\u662f\u505a\u67e5\u8be2\uff0c\u505a\u597d\u67e5\u8be2\u518d\u505a\u6316\u6398\uff0c\u76ee\u524d\u5927\u6570\u636e\u7684\u67e5\u8be2\u63a5\u53e3\u8fd9\u79cd\u57fa\u7840\u5de5\u4f5c\u505a\u5f97\u8fd8\u4e0d\u597d\uff0c\u6211\u4eec\u7684\u5de5\u4f5c\u662f\u505a\u4e00\u79cd\u7c7b\u4f3csql\u8bed\u53e5\u56fe\u5f62\u5316\u7684\u67e5\u8be2\u7cfb\u7edf\uff0c\u6bcf\u4e00\u6b65\u90fd\u4f1a\u8fd4\u56de\u7ed3\u679c\uff0c\u8f85\u52a9\u6570\u636e\u641c\u7d22<\/li>\n<\/ol>\n<p>\u56db.\u5176\u4ed6\u9648\u4e3a\u8001\u5e08\u7684\u8da3\u8c08<\/p>\n<ol>\n<li>\u53ef\u89c6\u5316\u662f\u7528\u5f62\u548c\u8272\u8868\u8fbe\u6570\u636e\u7684\u827a\u672f<\/li>\n<li>\u5199\u8bba\u6587\u7684\u4e24\u4e2a\u70b9\uff1a\u5176\u4e00\u662f\u66f4\u65b0\u53ef\u89c6\u5316\u5e03\u5c40\u7b97\u6cd5\uff0c\u5176\u4e8c\u505a\u53ef\u89c6\u5316\u65b9\u6cd5\u7684\u96c6\u6210\uff0c\u89e3\u51b3\u67d0\u79cd\u4efb\u52a1\u3002\u6211\u4eec\u505a\u7b2c\u4e8c\u79cd\u6bd4\u8f83\u591a\u3002<\/li>\n<\/ol>\n<p>\u4e94.\u6d59\u5927\u8d44\u6e90<\/p>\n<ul>\n<li><a href=\"http:\/\/www.cad.zju.edu.cn\/home\/vagblog\/\">\u6d59\u5927\u53ef\u89c6\u5206\u6790\u5c0f\u7ec4\u535a\u5ba2<\/a><\/li>\n<li><a href=\"http:\/\/www.cad.zju.edu.cn\/home\/vagblog\/?page_id=1302\">\u9648\u4e3a\u8001\u5e08\u7684\u6570\u636e\u53ef\u89c6\u5316\u76f8\u5173\u6559\u6750PPT\u4e0b\u8f7d<\/a><\/li>\n<li><a href=\"http:\/\/www.cad.zju.edu.cn\/home\/vagwiki\/index.php\/Main_Page\">\u6d59\u5927\u53ef\u89c6\u5206\u6790\u5c0f\u7ec4wiki<\/a>\u00a0(\u521a\u5efa\u7acb\uff0c\u5185\u5bb9\u8fd8\u4e0d\u662f\u5f88\u591a)<\/li>\n<li><a href=\"http:\/\/www.cad.zju.edu.cn\/home\/vagblog\/?page_id=729\">\u5386\u5e74\u56fd\u9645\u53ef\u89c6\u5316\u4f1a\u8bae\u8bba\u6587\u6574\u7406<\/a><\/li>\n<\/ul>\n<p><strong>\u4e03\u6708\u5341\u4e00\u65e5\uff0c\u4e0a\u5348<\/strong><br \/>\n<strong>Big network visualization\uff0c\u65f6\u78ca\u535a\u58eb\uff0c\u4e2d\u79d1\u9662\u8f6f\u4ef6\u7814\u7a76\u6240<\/strong><\/p>\n<p>\u5f15\u5b50\uff1a\u00a0100\u591a\u4e2a\u4eba\u8111\u7684\u6838\u78c1\u5171\u632f\u56fe\u7247\u8fdb\u884c\u4fe1\u606f\u53ef\u89c6\u5316\u6bd4\u5bf9\uff0c\u7528\u4ea4\u4e92\u5f0f\u65b9\u6cd5\u8fc7\u6ee4\u8111\u5185\u8fde\u63a5\u7ebf\uff0c\u901a\u8fc7\u4e00\u4e9b\u6570\u636e\u6316\u6398\u6a21\u578b\u8f85\u52a9\u8fc7\u6ee4\uff0c\u7814\u7a76\u5965\u672c\u6d77\u9ed8\u75c7<\/p>\n<p>\u4fe1\u606f\u53ef\u89c6\u5316\uff1ause of interactive visual representations of <b>abstract nonphysically based<\/b> to amplify cognition.<\/p>\n<p>\u4ec0\u4e48\u662f\u7f51\u7edc\u6570\u636e\u53ca\u7f51\u7edc\u6570\u636e\u53ef\u89c6\u5316\uff1f\u8282\u70b9node \u5b9e\u4f53\u6570\u636e\uff0c\u94fe\u63a5links\/edges \u5173\u7cfb\u6570\u636e<\/p>\n<p>\u5904\u7406\u6d41\u7a0b\uff1a<\/p>\n<ul>\n<li>\u00a0{\u5173\u8054\u6570\u636e \u4f20\u7edf\u6570\u636e\u5e93 \u793e\u4ea4\u5a92\u4f53\u6570\u636e \u5176\u4ed6\u5b9e\u65f6\u6570\u636e}\u00a0\u591a\u6e90\u5f02\u6784\u6570\u636e\u7684\u83b7\u53d6\u3001\u6e05\u6d17\u3001\u878d\u5408<\/li>\n<li>{\u7ed3\u6784\u5316\u6570\u636e\u8868}\u00a0\u53ef\u89c6\u5316\u6620\u5c04<\/li>\n<li>{\u53ef\u89c6\u7ed3\u6784\u5143\u7d20}\u00a0\u89c6\u56fe\u53d8\u6362<\/li>\n<li>{\u89c6\u56fe}\u4eba\u673a\u4ea4\u4e92\u00a0\u53ef\u89c6\u5316\u7528\u6237<\/li>\n<\/ul>\n<p>\u7f51\u7edc\u53ef\u89c6\u5316\u7684\u6838\u5fc3\u96be\u70b9\u2014\u2014\u56fe\u5e03\u5c40\uff1b<\/p>\n<p>\u8282\u70b9\u8fde\u63a5\u56fe\u7684\u5e03\u5c40\u7b97\u6cd5\uff1aTutte\u2019s\u91cd\u5fc3\u7b97\u6cd5\uff0c\u57fa\u4e8eplanarity \u5e03\u5c40\u7b97\u6cd5\uff0c\u57fa\u4e8e\u529b\u5bfc\u5411\u7684\u5e03\u5c40\u7b97\u6cd5\uff08Kamada-kawai\u6a21\u578b\u3001\u00a0\u5f39\u7c27\u7535\u8377\u6a21\u578b\/MDS\u6a21\u578b\uff09<\/p>\n<p>\u5e03\u5c40\u7684\u8bc4\u4ef7\u6807\u51c6\uff1b<\/p>\n<p>\u7f51\u7edc\u6570\u636e\u53ef\u89c6\u5316\u7684\u6570\u636e\u6620\u5c04:\u53ef\u89c6\u901a\u9053<\/p>\n<ul>\n<li>\u8282\u70b9\u5f62\u72b6\u3001\u989c\u8272\u3001\u5927\u5c0f<\/li>\n<li>\u8fb9\u7684\u65b9\u5411\u3001\u989c\u8272\u3001\u7c97\u7ec6<\/li>\n<\/ul>\n<p>\u793e\u4f1a\u7f51\u7edc\u7684\u5178\u578b\u914d\u7f6e<\/p>\n<ul>\n<li>\u57fa\u7840\u53ef\u89c6\u5316\u9690\u55bb\uff1a \u8282\u70b9-\u5b9e\u4f53\u7528\u6237\uff0c\u8fb9-\u5173\u7cfb\u6570\u636e<\/li>\n<li>\u9ad8\u7ea7\u53ef\u89c6\u5316\u9690\u55bb\uff1a\u9634\u5f71\/\u8f6e\u5ed3\u7ebf\u2014\u2014\u793e\u533a\uff08\u805a\u7c7b\uff09<\/li>\n<\/ul>\n<p>\u5176\u4ed6<a href=\"http:\/\/vcg.informatik.uni-rostock.de\/~hs162\/treeposter\/poster.html\">\u591a\u79cd\u591a\u6837\u7684\u7f51\u7edc\u6570\u636e\u7684\u53ef\u89c6\u5316\u65b9\u6cd5\uff0c<\/a>\u5305\u62ec\u77e9\u9635\u3001\u6811\u56fe\u7b49\u7b49<\/p>\n<p><strong>\u4e03\u6708\u5341\u4e00\u65e5\uff0c\u4e0b\u5348<\/strong><br \/>\n<strong>Large data visualization combine infoVis sicVis \uff0c<a href=\"http:\/\/vis.pku.edu.cn\/people\/hanqiguo\/\">\u90ed\u7ff0\u7426<\/a>\uff0c\u00a0\u7f8e\u56fd\u963f\u8d21\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u6570\u5b66\u4e0e\u8ba1\u7b97\u79d1\u5b66\u90e8<\/strong><\/p>\n<figure style=\"width: 550px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"http:\/\/images.qianlong.com\/mmsource\/imghylanda\/20130619\/10\/4699430879653608946.jpg\" alt=\"\" width=\"550\" height=\"345\" \/><figcaption class=\"wp-caption-text\"><a href=\"http:\/\/www.anl.gov\/\">\u7f8e\u56fd\u963f\u8d21\u56fd\u5bb6\u5b9e\u9a8c\u5ba4<\/a>\u7684\u8d85\u7ea7\u8ba1\u7b97\u673aMIRA<\/figcaption><\/figure>\n<p>\u5927\u89c4\u6a21\u6570\u636e\u7684\u53ef\u89c6\u5316\u4e0e\u53ef\u89c6\u5206\u6790\uff1a\u89c2\u6d4b\u6570\u636e\/\u6a21\u62df\u8ba1\u7b97&#8211;&gt;\u5927\u89c4\u6a21\u6570\u636e&#8211;&gt;\u53ef\u89c6\u5316\u548c\u53ef\u89c6\u5206\u6790&#8211;&gt;\u77e5\u8bc6<\/p>\n<p>\u4f53\u53ef\u89c6\u5316\u7b97\u6cd5<\/p>\n<ul>\n<li>\u7b49\u503c\u9762\u7684\u63d0\u53d6\u4e0e\u7ed8\u5236<\/li>\n<li>\u6700\u5927\u503c\u6295\u5f71<\/li>\n<li>\u76f4\u63a5\u4f53\u7ed8\u5236<\/li>\n<\/ul>\n<p>\u8ba8\u8bba\uff1a<\/p>\n<ul>\n<li>\u5f53\u5355\u673a\u5185\u5b58\/\u663e\u5b58\u4e0d\u8db3\u65f6\uff0c\u5982\u4f55\u901a\u8fc7\u5149\u7ebf\u6295\u5c04\u6cd5\u8ba1\u7b97\u53ef\u89c6\u5316\u7ed3\u679c\uff1f<\/li>\n<li>\u5982\u4f55\u901a\u8fc7\u5206\u5e03\u5f0f\u4e0e\u5e76\u884c\u7684\u65b9\u5f0f\u7ed8\u5236\u5927\u89c4\u6a21\u4f53\u6570\u636e? \u2014\u2014 \u5206\u5757\uff0c\u8bfb\u8fdb\u6765\u4e00\u70b9\u663e\u793a\u4e00\u70b9\uff0c\u6700\u540e\u53e0\u52a0<\/li>\n<\/ul>\n<p>\u4efb\u52a1\u5e76\u884c \uff1a\u00a0\u5e76\u884c\u4f53\u7ed8\u5236\u7684\u53ef\u6269\u5c55\u6027\u4e3b\u8981\u53d7\u9650\u4e8e\u56fe\u50cf\u5408\u6210\u7b97\u6cd5\u548c\u6570\u636eI\/O\uff08I\/O\u65f6\u95f4\u768490%\uff09<\/p>\n<p>\u5e76\u884c\u4f53\u7ed8\u5236\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li>Direct send\u7b97\u6cd5 \uff1a\u56fe\u50cf\u5747\u5206\u4e3aP\u4efd\uff0c\u7ed8\u5236\u7ed3\u679c\u76f4\u63a5\u53d1\u7ed9\u76ee\u6807\u8fdb\u7a0b\u3002\u7f3a\u70b9\uff1a\u901a\u4fe1\u91cf\u5927\u9020\u6210\u53ef\u6269\u5c55\u6027\u4f4e<\/li>\n<li>Binary swap\u7b97\u6cd5\uff1a\u901a\u8fc7\u591a\u8f6e\u56fe\u50cf\u5408\u6210\uff0c\u51cf\u5c11\u8fdb\u7a0b\u901a\u4fe1\u91cf\uff0c\u4fdd\u6301\u8d1f\u8f7d\u5747\u8861\u3002\u7f3a\u70b9\uff1a\u53ea\u652f\u63012\u7684N\u6b21\u65b9\u4e2a\u8fdb\u7a0b<\/li>\n<li>Swap\u7b97\u6cd5\uff1aBinary swap\u7684\u8be5\u6280\u80fd\uff0c\u907f\u514d2 \u7684N\u6b21\u65b9\u4e2a\u8fdb\u7a0b\u7684\u9650\u5236<\/li>\n<li>Radix-k\u7b97\u6cd5\uff1aDirect send\u548cswap\u7b97\u6cd5\u7684\u7ed3\u5408\u63a8\u5e7f<\/li>\n<li>\u5e94\u7528\u89c4\u6a21\uff1a2010\uff0c6.4\u4e07\u6838\u8fd0\u884c<\/li>\n<\/ul>\n<p>\u5e76\u884c\u79ef\u5206\u66f2\u7ebf\u8ba1\u7b97<\/p>\n<ul>\n<li>\u4efb\u52a1\u5e76\u884c(parallel \u2013 over &#8211; seeds) \uff1a\u5bf9\u4f5c\u4e1a\uff08seed\uff09\u8fdb\u884c\u9759\u6001\u5206\u914d\uff0c\u4f46\u662f\u8d1f\u8f7d\u5747\u8861\u5dee\uff0c\u901a\u4fe1\u591a<\/li>\n<li>\u6570\u636e\u5e76\u884c(parallel \u2013 over &#8211; data):\u5bf9\u6570\u636e\u8fdb\u884c\u9759\u6001\u5206\u914d\uff0c\u9700\u8981\u8bfb\u5165\u5168\u90e8\u6570\u636e\u540e\u5148\u628a\u6570\u636e\u5206\u914d\u597d\uff0c\u8d1f\u8f7d\u5747\u8861\u9ad8\u5ea6\u53d6\u51b3\u4e8e\u6570\u636e\u5206\u914d\u7b56\u7565<\/li>\n<li>\u8fd1\u671f\u4e3b\u6d41\u5e76\u884c\u79ef\u5206\u66f2\u7ebf\u8ba1\u7b97\u65b9\u6cd5\uff1aD-step:\u7c7b\u4f3cMapreduce\u7684\u6846\u67b6\uff0c\u662f\u76ee\u524d\u53ef\u6269\u5c55\u6027\u6700\u597d\u7684\u573a\u7ebf\u8ba1\u7b97\u5de5\u5177<\/li>\n<li>\u5e94\u7528\u6848\u4f8b\uff1a\u4f0a\u838e\u8d1d\u5c14\u53f0\u98ce\u6570\u636e<\/li>\n<\/ul>\n<p>\u57fa\u4e8e\u6587\u672c\u5206\u6790\u7684\u6d41\u7545\u8ff9\u7ebf\u5206\u6790\u65b9\u6cd5\uff1a\u5bf9\u4e8e\u6c14\u5019\u6d41\u573a\u5206\u6790\u5341\u5206\u590d\u6742\uff0c\u8981\u540c\u65f6\u628a\u7a7a\u95f4\u3001\u6d41\u7545\u5c5e\u6027\u3001\u65f6\u95f4\u7b49\u52a0\u5165\u5206\u6790\u3002\u4e3a\u6b64\u5317\u5927\u7684\u7814\u7a76\u4e2d\uff0c\u6a21\u4eff\u6587\u672c\u5206\u6790\u4e2d\u7684\u4e3b\u9898\u6a21\u578b\uff0c\u5c06\u8fd9\u79cd\u65b9\u6cd5\u5e94\u7528\u4e8e\u6d41\u573a\u3002\u5bfb\u627e\u8ff9\u7ebf\u7279\u5f81\uff0c\u7136\u540e\u5c06\u8ff9\u7ebf\u8fdb\u884c\u805a\u7c7b\uff08Latent dirichlet allocation \u00a0\u9690\u542b\u72c4\u529b\u7279\u96f7\u5206\u5e03\u65b9\u6cd5\uff09\uff0c\u6700\u540e\u53ef\u89c6\u5316\u3002<\/p>\n<ul>\n<li>Documents \uff1a\u6d41\u573a\u6570\u636e<\/li>\n<li>Word \u00a0\uff1a\u8ff9\u7ebf\u6570\u636e<\/li>\n<li>Topic \uff1aFeature bag creation \u901a\u8fc7\u5bf9\u8ff9\u7ebf\u7684\u901f\u5ea6\u5206\u6790\u505a\u6210\u7279\u5f81\u5305<\/li>\n<\/ul>\n<p>\u90ed\u7ff0\u7426\u5728\u5728\u963f\u8d21\u5b9e\u9a8c\u5ba4\u7684\u5de5\u4f5c_\u8d85\u5bfc\u4f53\u7684\u7814\u7a76\uff1a\u8d85\u5bfc\u4f53\u6709\u4e00\u7c7b\u8d85\u5bfc\u4f53\uff0c\u4e8c\u7c7b\u8d85\u5bfc\u4f53\u3002\u4e8c\u7c7b\u8d85\u5bfc\u4f53\u78c1\u611f\u7ebf\u53ef\u4ee5\u7a7f\u8fc7\u5176\u4e2d\u7684\u67d0\u4e9b\u6da1\u65cb\u3002\u5bf9\u4e8e\u6750\u6599\u79d1\u5b66\u800c\u8a00\uff0c\u5e0c\u671b\u80fd\u591f\u7814\u7a76\u6da1\u65cb\uff0c\u4fdd\u8bc1\u6da1\u65cb\u4e0d\u79fb\u52a8\uff08\u79fb\u52a8\u4f1a\u9020\u6210\u80fd\u91cf\u635f\u8017\uff09\u3002\u4ed6\u4eec\u7684\u5de5\u4f5c\u662f\u7528\u53ef\u89c6\u5316\u65b9\u6cd5\u7814\u7a76\u4e8c\u7c7b\u8d85\u5bfc\u4f53\u7684\u6da1\u65cb\u3002\u5c06\u6750\u6599\u7684\u7a7a\u95f4\u7ed3\u6784\u5212\u5206\u4e3a\u7b97\u6cd5\u5355\u5143(\u6b63\u56db\u9762\u4f53)\uff0c\u7136\u540e\u5c06\u8be5\u7b97\u6cd5\u5355\u5143\u7684\u5c5e\u6027\u8bb0\u5f55\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u3002\u4e3a\u6b64\u5efa\u7acb\u4e86\u4e00\u5957\u6570\u636e\u7ed3\u6784\uff1amesh graph\uff0c\u8fd9\u662f\u4e00\u4e2a\u6709\u5411\u56fe\u3002\u57fa\u4e8e\u6b64\u6709\u5411\u56fe\u8fdb\u884c\u4e86\u5c0f\u89c4\u6a21\u6570\u636e\u7684\u79bb\u7ebf\u5206\u6790\u3002<\/p>\n<p>\u5176\u4ed6\uff1a<a href=\"http:\/\/bbs.tianya.cn\/post-no04-791882-1.shtml\">\u963f\u8d21\u56fd\u5bb6\u5b9e\u9a8c\u5ba4\u7684\u4e2d\u6587\u56fe\u6587\u4ecb\u7ecd<\/a><\/p>\n<p><strong>\u4e03\u6708\u5341\u4e8c\u65e5\u4e0a\u5348<\/strong><\/p>\n<p><strong>Tree visualization\uff0c<strong><a href=\"http:\/\/rp-www.cs.usyd.edu.au\/~shhong\/\">Seokhee Hong<\/a>\uff0cUniversity of Sydney, Australia<\/strong><\/strong><\/p>\n<p><a href=\"http:\/\/rp-www.cs.usyd.edu.au\/~shhong\/\">Seokhee Hong<\/a>\u00a0\u8001\u5e08\u662f\u97e9\u56fd\u4eba\uff0c\u5728\u6fb3\u5927\u5229\u4e9a\u6089\u5c3c\u5927\u5b66\u4efb\u6559\u3002\u5979\u7684\u4e2a\u4eba\u7f51\u7ad9\u975e\u5e38\u6709\u6599\u3002\u672c\u6b21\u8bfe\u7a0b\u5185\u5bb9\u5927\u5bb6\u53ef\u4ee5\u76f4\u63a5\u4e0b\u8f7dPPT\u6765\u4e86\u89e3\u3002<\/p>\n<ul>\n<li>\u672c\u6b21\u8bfe\u7a0b\u7684<a href=\"http:\/\/www.docin.com\/p-337296570.html\">PPT\u4e0b\u8f7d<\/a><\/li>\n<li><a href=\"http:\/\/sydney.edu.au\/engineering\/it\/~shhong\/comp5048.htm\">Seokhee Hong \u7684 information visualization \u5168\u5957\u8bfe\u7a0bPPT\u4e0b\u8f7d<\/a><\/li>\n<\/ul>\n<p><strong>\u4e03\u6708\u5341\u56db\u65e5<\/strong><br \/>\n<strong>Visual Analysis of Movement Data\uff0cGennady Andrienko &amp; Natalia Andrienko \uff0c\u4f26\u6566\u5927\u5b66<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/IMG_20150715_155604.jpg\" width=\"600\" height=\"800\" \/><\/p>\n<p>1.1. Fundamentals of visual analytics<\/p>\n<ol style=\"font-size: medium\">\n<li>\n<div>definition of visual analytics<\/div>\n<\/li>\n<li>\n<div>elementary and synoptic analysis tasks<\/div>\n<\/li>\n<li>\n<div>data structures and types<\/div>\n<\/li>\n<\/ol>\n<p><span style=\"color: #444444;font-family: Georgia, 'Bitstream Charter', serif;line-height: 1.5\">&#8211; multivariate data<\/span><br \/>\n<span style=\"color: #444444;font-family: Georgia, 'Bitstream Charter', serif;line-height: 1.5\">&#8211; spatially referenced attribute data<\/span><br \/>\n<span style=\"color: #444444;font-family: Georgia, 'Bitstream Charter', serif;line-height: 1.5\">&#8211; spatial event data<\/span><br \/>\n<span style=\"color: #444444;font-family: Georgia, 'Bitstream Charter', serif;line-height: 1.5\">\u2013 spatio-temporal aggregation of events<\/span><\/p>\n<p>1.2. Visual analytics of complex data structures (by example of multiple time series, esp. spatially referenced time series)<\/p>\n<ol>\n<li>\n<div>complex data structures and complex behaviours<\/div>\n<ol>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0&#8211; spatial time series<\/div>\n<\/li>\n<\/ol>\n<\/li>\n<li>\n<div>visually-driven cluster analysis of complex data<\/div>\n<ol>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; partition-based Vs. density-based clustering<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; partition-based clustering (PBC)\u00a0\u2013 PBC: visualization, progressive clustering<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; density-based clustering (DBC)\u2013 DBC: similarity measures, visualization, progressive clustering<\/div>\n<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p><strong>\u4e03\u6708\u5341\u4e94\u65e5<\/strong><br \/>\n<strong>Visual Analysis of Movement Data\uff0cGennady Andrienko &amp; Natalia Andrienko \uff0c\u4f26\u6566\u5927\u5b66<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/QQ20150723205107.jpg\" width=\"540\" height=\"960\" \/><\/p>\n<p>2.1. Analysis of movement data<\/p>\n<ol>\n<li>\n<div>Origin-Destination (OD) data<\/div>\n<ol>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; visualization<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; clustering, PBC and DBC<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; aggregation, cluster analysis of aggregates<\/div>\n<\/li>\n<\/ol>\n<\/li>\n<li>\n<div>Trajectory data<\/div>\n<ol>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; methods and technologies for data collection<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; quasi-continuous Vs. episodic trajectories<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; stops and trips<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; spatial abstraction and summarization of trajectories<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; extraction of movement events from trajectories<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; DBC of trajectories<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; time transformation<\/div>\n<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p>2.2 Further topics of visual analytics<\/p>\n<ol>\n<li>\n<div>predictive visual analytics<\/div>\n<\/li>\n<li>\n<div>visual analytics of other types of data<\/div>\n<ol>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; graphs<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; images<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; video<\/div>\n<\/li>\n<li>\n<div>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0&#8211; texts<\/div>\n<\/li>\n<\/ol>\n<\/li>\n<li>\n<div>wrap-up of the course<\/div>\n<\/li>\n<\/ol>\n<p><a href=\"http:\/\/geoanalytics.net\/and\/lecturesVA\/index.html\">\u6b64\u8bfe\u7a0bPPT\u4e0b\u8f7d<\/a><\/p>\n<p>\u4e03\u6708\u5341\u516d\u65e5<br \/>\n<strong>Project Presentation \u5404\u7ec4\u540c\u5b66\u62a5\u544a<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/QQ20150723205034.jpg\" width=\"540\" height=\"960\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/QQ20150723205024.jpg\" width=\"960\" height=\"540\" \/><\/p>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/QQ20150723205056.jpg\" width=\"540\" height=\"960\" \/><\/h2>\n<h2>\u5fc3\u5f97\u611f\u609f<\/h2>\n<p>\u9996\u5148\u5f97\u611f\u8c22\u5317\u4eac\u5927\u5b66\u53ef\u89c6\u5316\u5c0f\u7ec4\u63d0\u4f9b\u8fd9\u4e48\u597d\u7684\u673a\u4f1a\uff0c\u805a\u96c6\u4e94\u6e56\u56db\u6d77\u6709\u5fd7\u4e8e\u53ef\u89c6\u5316\u9886\u57df\u7684\u4eba\u624d\u3002<\/p>\n<p>\u5728\u4e0a\u8fd9\u4e2a\u8bfe\u524d\uff0c\u6211\u72ec\u81ea\u8fdb\u884c\u53ef\u89c6\u5316\u65b9\u9762\u7814\u7a76\u5de5\u4f5c\u5df2\u7ecf2\u5e74\u4e86\u3002\u867d\u7136\u5b66\u672f\u4e0a\u6ca1\u4eba\u5e26\uff0c\u4f46\u591a\u5c11\u8fd8\u662f\u6709\u56e2\u961f\u652f\u6491\u7684\uff0c\u770b\u4e86\u8bb8\u591a\u8bba\u6587\u505a\u4e86\u70b9\u9879\u76ee\uff0c\u8fd8\u4ee5\u81ea\u5df1\u7c97\u6d45\u5b66\u8bc6\u7ed9\u672c\u79d1\u751f\u8bb2\u8fc7\u8bfe\uff0c\u6240\u4ee5\u7edd\u975e\u6beb\u65e0\u51c6\u5907\u800c\u6765\u3002\u6211\u5fc3\u91cc\u5b9e\u9645\u4e0a\u662f\u6709\u4e00\u4e9b\u6807\u6746\u7684\uff0c\u5728\u6211\u4e86\u89e3\u8303\u56f4\u5185\uff0c\u56fd\u5185\u53ef\u89c6\u5316\u9886\u57df\u6700\u5f3a\u7684\u7814\u7a76\u673a\u6784\u5c31\u662f\u5317\u5927\u8881\u6653\u8339\u6559\u6388\u7684\u53ef\u89c6\u5316\u5c0f\u7ec4\u548c\u6d59\u5927\u9648\u4e3a\u6559\u6388\u9886\u5bfc\u7684\u53ef\u89c6\u5316\u5c0f\u7ec4\u3002\u8fd9\u6b21\u9648\u4e3a\u6559\u6388\u4e5f\u88ab\u9080\u8bf7\u524d\u6765\u8bb2\u5ea7\uff0c\u6b64\u6b21\u6709\u7f18\u5f97\u89c1\u4e24\u4f4dteam leader\uff0c\u5e78\u751a\u81f3\u54c9\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u6b21\u4ea4\u6d41\uff0c\u89c1\u8bc6\u5230\u4e86\u9876\u7ea7\u7814\u7a76\u7ec4\u7684\u6c34\u5e73\uff0c\u5982\u9884\u8ba1\u4e00\u822c\u9ad8\u51fa\u6211\u4e24\u4e2a\u6570\u91cf\u7ea7\u3002\u6bd5\u7adf\u662f\u56fd\u5bb6\u4e00\u6d41\u5b66\u5e9c\uff0c\u5317\u5927\u53ef\u89c6\u5316\u5c0f\u7ec4\u4eba\u5458\u7d20\u8d28\u5f88\u9ad8\uff0c\u4ed6\u4eec\u5341\u5206\u719f\u6089\u5b66\u672f\u62a5\u544a\u6d41\u7a0b\uff0c\u89c6\u9891+PPT\u4e00\u6c14\u5475\u6210\uff0c\u82f1\u8bed\u8c08\u5410\u6d41\u5229\uff0c\u5e76\u4e14\u4e00\u4e2a\u4e2a\u90fd\u5f88\u6709\u81ea\u4fe1\uff0c\u8fd9\u70b9\u4ece\u4e0b\u9762\u8fd9\u4e2a\u7ec6\u8282\u5c31\u53ef\u89c1\u4e00\u6591\uff1a\u5728\u5929\u6d25ChinaViz\u4f1a\u8bae\u7684\u95ee\u7b54\u73af\u8282\uff0c\u603b\u662f\u4ed6\u4eec\u5728\u63d0\u95ee\uff0c\u4ee5\u81f3\u4e8e\u4e3b\u6301\u4eba\u4e0d\u5f97\u4e0d\u8981\u6c42\u628a\u673a\u4f1a\u7559\u7ed9\u975e\u6e05\u534e\u5317\u5927\u7684\u540c\u5b66\u3002\u8fd9\u70b9\u786e\u5b9e\u78be\u538b\u4e86\u5f88\u591a\u5176\u4ed6\u9ad8\u6821\u7684\u5b66\u751f\u3002\u4ed6\u4eec\u7684\u535a\u58eb\u751f\u6bd5\u4e1a\u540e\u8981\u4e48\u53bb\u56fd\u5185\u5916\u77e5\u540d\u7814\u7a76\u673a\u6784\u505a\u6b63\u513f\u516b\u7ecf\u7684\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u8981\u4e48\u5230IT\u4f01\u4e1a\u505ateam leader\u3002\u5f53\u7136\uff0c\u76f8\u5bf9\u7684\uff0c\u4ed8\u51fa\u4e5f\u5f88\u5927\u3002<\/p>\n<p>\u4ece\u7814\u7a76\u65b9\u5411\u4e0a\uff0c\u4ed6\u4eec\u5c11\u90e8\u5206\u4eba\u5728\u505a\u79d1\u5b66\u53ef\u89c6\u5316\u5185\u5bb9\uff0c\u5927\u90e8\u5206\u8fd8\u662f\u5728\u505a\u4fe1\u606f\u53ef\u89c6\u5316\u3001\u53ef\u89c6\u5206\u6790\u65b9\u9762\u7684\u7814\u7a76\u3002\u4ed6\u4eec\u7684\u9879\u76ee\u90fd\u662f\u79d1\u7814\u6027\u8d28\u7684\u63a2\u7d22\u6027\u9879\u76ee\uff0c\u975e\u5546\u4e1a\u9879\u76ee\u3002\u6570\u636e\u6765\u6e90\u4ece\u6765\u4e0d\u662f\u95ee\u9898\uff0c\u95ee\u9898\u662f\u62ff\u4e0a\u6570\u636e\u8981\u505a\u4ec0\u4e48\uff0c\u600e\u4e48\u505a\u3002\u901a\u5e38\u524d\u4e00\u4e2a\u95ee\u9898\u7531\u535a\u58eb\u751f\u6765\u56de\u7b54\uff0c\u5bfc\u5e08\u63d0\u5efa\u8bae\uff1b\u540e\u4e00\u4e2a\u95ee\u9898\u4e3b\u8981\u7531\u7814\u7a76\u751f\u6765\u89e3\u51b3\uff0c\u535a\u58eb\u751f\u8f85\u52a9\u3002\u5c31\u76ee\u524d\u4e86\u89e3\u7684\u60c5\u51b5\uff0c\u5317\u5927\u53ef\u89c6\u5316\u5c0f\u7ec4\u540c\u65f6\u67094\u4e2a\u4e0d\u540c\u7684\u79d1\u7814\u9879\u76ee\u5728\u7814\u4e2d\u3002<\/p>\n<p>\u5c31\u4e0a\u8bfe\u7684\u5185\u5bb9\u6765\u770b\uff0c\u4e3b\u8981\u8fd8\u662f\u4ee5\u4f20\u9053\u4e3a\u4e3b\uff0c\u542f\u53d1\u5b66\u751f\u601d\u7ef4\uff0c\u5f00\u62d3\u53ef\u89c6\u5316\u65b9\u9762\u7684\u89c6\u91ce\u3002\u6709\u4e2a\u522b\u5b66\u5458\u6765\u4e4b\u524d\u4ee5\u4e3a\u8fd9\u4e2a\u8bfe\u7a0b\u662f\u67d0\u79cd\u53ef\u89c6\u5316\u5de5\u5177\u7684\u57f9\u8bad\uff0c\u5317\u5927\u5f53\u7136\u4e0d\u53ef\u80fd\u6559\u8fd9\u4e48\u7b80\u5355\u7684\u4e1c\u897f\uff0c\u8981\u4e0d\u7136\u4e0d\u5c31\u8ddf\u84dd\u7fd4\u4e00\u6837\u4e86\u561b\uff08\u7b11\uff09\u3002\u56e0\u4e3a\u5de5\u5177\u7684\u5e94\u7528\u5728\u65b9\u6cd5\u8bba\u4e2d\u65e0\u7591\u662f\u6700\u4f4e\u5c42\u6b21\u7684\uff0c\u5b83\u53ea\u80fd\u89e3\u51b3\u201c\u600e\u4e48\u505a\u201d\u8fd9\u4e2a\u5b8f\u89c2\u547d\u9898\u4e2d\u7684\u4e00\u90e8\u5206\uff0c\u800c\u66f4\u91cd\u8981\u7684\u662f\u201c\u505a\u4ec0\u4e48\u201d\uff0c\u8fd9\u70b9\u901a\u5e38\u53ea\u6709\u535a\u58eb\u6216\u5177\u6709\u76f8\u5f53\u7ecf\u9a8c\u548c\u80fd\u529b\u7684\u4eba\u624d\u53ef\u4ee5\u56de\u7b54\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/QQ20150723205117.jpg\" width=\"540\" height=\"960\" \/><\/p>\n<p>\u8bfe\u7a0b\u4e2d\u4e00\u5f00\u59cb\u5c31\u5e03\u7f6e\u4e86\u4e00\u4e2a\u6570\u636e\u53ef\u89c6\u5206\u6790\u7684\u8bfe\u9898\u8981\u5927\u5bb6\u52a8\u624b\u5b9e\u8df5\u3002\u7eb8\u4e0a\u89c9\u6765\u7ec8\u89c9\u6d45\uff0c\u7edd\u77e5\u6b64\u4e8b\u8981\u8eac\u884c\u3002\u9898\u76ee\u6765\u81eaVAST 2014 challenge, \u8981\u6c42\u5927\u5bb6\u8fdb\u884c\u6570\u636e\u5206\u6790\u3001\u5236\u5b9a\u65b9\u6848 \u3001\u6700\u7ec8\u5236\u4f5c\u4ea4\u4e92\u5f0f\u5206\u6790\u754c\u9762\uff0c\u6700\u540e\u505a\u51fa\u9898\u76ee\u8981\u6c42\u7684\u7b54\u6848\u3002\u4ece\u7ed3\u679c\u4e0a\u770b\uff0c\u5927\u90e8\u5206\u5c0f\u7ec4\u90fd\u662f\u90fd\u662f\u6210\u679c\u663e\u8457\u7684\u3002\u5e74\u8f7b\u5b66\u751f\u591a\u7684\u7ec4\u505a\u51fa\u6700\u7ec8\u7ed3\u679c\u7684\u66f4\u591a\uff0c\u800c\u5df2\u5de5\u4f5c\u7684\u4eba\u591a\u7684\u7ec4\u5219\u7565\u5dee\u3002\u5c0f\u7ec4\u7684\u4eba\u5458\u5206\u914d\u5f88\u4e0d\u5747\u8861\uff0c\u6709\u7684\u8fc7\u4e8e\u504f\u6280\u672f\uff08\u6bd4\u5982\u6211\u4eec\u7ec4\uff09\uff0c\u6709\u7684\u8fc7\u4e8e\u504f\u7406\u8bba\uff08\u6bd4\u5982\u738b\u9e4f\u4ed6\u4eec\u7ec4\uff09\u3002\u4ece\u6700\u7ec8\u7ed3\u679c\u4e0a\u6211\u53d1\u73b0\u4e86\u4e00\u4e2a\u7279\u70b9\uff1a\u90a3\u5c31\u662f\u504f\u6280\u672f\u7684\u7ec4\uff0c\u867d\u7136\u80fd\u505a\u51fa\u5f88\u597d\u770b\u7684\u4ea4\u4e92\u5206\u6790\u754c\u9762\uff0c\u4f46\u662f\u5728\u5206\u6790\u7ed3\u679c\u4e0a\u5f80\u5f80\u504f\u5dee\u8f83\u5927\uff1b\u504f\u7406\u8bba\u7684\u7ec4\uff0c\u53cd\u800c\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u5404\u79cd\u5de5\u5177\u751a\u81f3\u4eba\u5de5\u5206\u6790\u7684\u624b\u6bb5\uff0c\u628a\u7ed3\u679c\u5206\u6790\u51fa\u6765\uff0c\u867d\u7136\u4ea4\u4e92\u5206\u6790\u754c\u9762\u505a\u4e0d\u51fa\u6765\u3002\u8fd9\u53cd\u6620\u51fa\u5728\u6570\u636e\u79d1\u5b66\u9886\u57df\u7406\u8bba\u6307\u5bfc\u5b9e\u8df5\u7684\u91cd\u8981\u6027\uff1a\u84dd\u7fd4\u6280\u5de5\u6316\u6398\u673a\u5f00\u5f97\u518d\u597d\uff0c\u4e5f\u5f97\u6709\u667a\u56ca\u56e2\u6307\u6325\u4ed6\u4eec\u5728\u54ea\u91cc\u6316\uff0c\u5426\u5219\u5728\u5927\u6570\u636e\u73af\u5883\u4e0b\u6c99\u6d77\u6dd8\u91d1\u7684\u73af\u5883\u4e0b\u6839\u672c\u6ca1\u6cd5\u5f00\u5de5\u3002<\/p>\n<p>\u6574\u4e2a\u8bfe\u7a0b\u4e2d\u6211\u662f\u975e\u5e38\u6d3b\u8dc3\u7684\uff0c\u4f30\u8ba1\u5927\u5bb6\u4ece\u672c\u6587\u4e2d\u4e5f\u770b\u5f97\u51fa\u6765\u3002\u4f46\u662f\u6211\u4e5f\u53d1\u73b0\u4e86\u81ea\u5df1\u7684\u95ee\u9898\uff0c\u90a3\u5c31\u662f\u592a\u504f\u6280\u672f\u5b9e\u8df5\u5c42\u9762\uff0c\u7406\u8bba\u7d20\u517b\u8f83\u5dee\u3002\u6211\u53ef\u4ee5\u5f88\u5bb9\u6613\u642d\u5efa\u4e00\u4e2aweb\u5e73\u53f0\u518d\u914d\u4e0a\u5404\u79cd\u4ea4\u4e92\u5f0f\u56fe\u8868\uff0cechart\u3001 d3\u3001kendo ui\u90fd\u968f\u4fbf\u73a9\uff0c\u4f46\u662f\u6570\u636e\u5206\u6790\u80fd\u529b\u7f3a\u4e4f\u3002\u867d\u7136\u7f16\u7a0b\u80fd\u529b\u73b0\u5728\u8fd8\u5f88\u5403\u9999\uff0c\u4f46\u6211\u4f30\u8ba1\u672a\u676510\u5e74\u5185\uff0c\u53ef\u89c6\u5316\u7684\u5404\u79cd\u5de5\u5177\u4f1a\u7eb7\u7eb7\u843d\u5730\uff0c\u7f16\u7a0b\u4e5f\u4f1a\u5927\u5927\u7b80\u5316\uff0c\u90a3\u4e2a\u65f6\u5019\u4eba\u4eba\u90fd\u53ef\u4ee5\u638c\u63e1\u4e00\u5b9a\u7684\u53ef\u89c6\u5206\u6790\u80fd\u529b\uff0c\u6211\u4eec\u5149\u9760\u638c\u63e1\u201c\u600e\u4e48\u505a\u201d\u8fd9\u6837\u7684\u6280\u80fd\u5c31\u4e0d\u5403\u9999\u4e86\u3002\u53ea\u6709\u80fd\u56de\u7b54\u201c\u505a\u4ec0\u4e48\u201d\u7684\u4eba\u58eb\u80fd\u638c\u63e1\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u8fd9\u5c31\u9700\u8981\u6211\u4eec\u80fd\u638c\u63e1\u4e00\u5b9a\u7684\u6570\u636e\u5206\u6790\u80fd\u529b\u548c\u65b9\u6848\u6307\u5b9a\u80fd\u529b\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\u6570\u636e\u5206\u6790\u80fd\u529b\u5e76\u4e0d\u96be\u57f9\u517b\uff0c\u8fd9\u5c31\u6709\u70b9\u50cf\u8b66\u5bdf\u63a2\u6848\uff0c\u66f4\u591a\u662f\u4e00\u79cd\u601d\u7ef4\u65b9\u5f0f\u7684\u8bad\u7ec3\u3002\u73b0\u5728\u505a\u6570\u636e\u5206\u6790\u6216\u53ef\u89c6\u5206\u6790\u5e76\u4e0d\u4f9d\u8d56\u5f88\u5f3a\u7f16\u7a0b\u80fd\u529b\u3002\u4f7f\u7528\u4e00\u4e9b\u5de5\u5177\uff0c\u6bd4\u5982tableau, jigsaw\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u8bad\u7ec3\u8fd9\u79cd\u601d\u7ef4\u65b9\u5f0f\u3002\u901a\u8fc7\u8fd9\u6b21\u5b9e\u8df5\uff0c\u6211\u8ba4\u4e3a\u6709\u5fd7\u4e8e\u505a\u6570\u636e\u53ef\u89c6\u5316\u65b9\u9762\u7814\u7a76\u7684\u540c\u5b66\u90fd\u5e94\u8be5\u638c\u63e1\u4e00\u5b9a\u7684\u6570\u636e\u5206\u6790\u80fd\u529b\uff0c\u8fd9\u70b9\u53ef\u4ee5\u901a\u8fc7\u5b66\u4e60\u4f7f\u7528tableau\u5f00\u59cb\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/2_1.png\" width=\"865\" height=\"461\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/1_1.png\" width=\"978\" height=\"631\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/32.png\" width=\"447\" height=\"378\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"http:\/\/zhangdi.dengxinbo.cn\/42.png\" width=\"789\" height=\"767\" \/><\/p>\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u6b21\u6211\u786e\u5b9e\u6536\u83b7\u4e86\u8bb8\u591a\u77e5\u8bc6\u3002\u5728\u6b64\u4e0e\u5927\u5bb6\u5206\u4eab\u51fa\u6765\u3002\u5982\u679c\u4ee5\u4e0a\u8bb0\u5f55\u6709\u54ea\u4e9b\u5730\u65b9\u4e0d\u5bf9\u6216\u8005\u5192\u72af\u4e4b\u5904\uff0c\u8bf7\u7559\u8a00\u544a\u77e5\u6211\u4fee\u6539\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u53c2\u4f1a\u7b80\u4ecb 2015\u5e747\u67089 &#038;#8211<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[80,87,110],"class_list":["post-1350","post","type-post","status-publish","format-standard","hentry","category-data-visualization","tag-80","tag-87","tag-110"],"_links":{"self":[{"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/posts\/1350","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/comments?post=1350"}],"version-history":[{"count":0,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/posts\/1350\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/media?parent=1350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/categories?post=1350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/tags?post=1350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}