![\"SOM\u9ad8\u7ef4\u6570\u636e\u53ef\u89c6\u5316\u5982\u4f55\u5b9e\u73b0\"](\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26095643\/03a1f1de-d657-4d2e-90c9-8351c879ab96.webp\")
<\/p>\n<\/p>\n
\u9ad8\u7ef4\u6570\u636e\u53ef\u89c6\u5316\u662f\u4e00\u9879\u6311\u6218\u6027\u5de5\u4f5c\uff0c\u81ea\u7ec4\u7ec7\u6620\u5c04\uff08Self-Organizing Maps, SOM\uff09\u65e0\u7591\u662f\u5176\u4e2d\u7684\u4f7c\u4f7c\u8005\uff0c\u5b83\u80fd\u591f\u5c06\u9ad8\u7ef4\u7279\u5f81\u6620\u5c04\u5230\u8f83\u4f4e\u7ef4\u5ea6\u7684\u7a7a\u95f4\uff08\u901a\u5e38\u662f\u4e8c\u7ef4\uff09\uff0c\u540c\u65f6\u4fdd\u7559\u6570\u636e\u7684\u62d3\u6251\u7ed3\u6784\u3002SOM\u7684\u5b9e\u73b0\u65b9\u5f0f\u4e3b\u8981\u5305\u62ec\u521d\u59cb\u5316SOM\u7f51\u7edc\u3001\u4f7f\u7528\u7ade\u4e89\u5b66\u4e60\u4e3a\u8f93\u5165\u6570\u636e\u627e\u5230\u80dc\u8005\u8282\u70b9\u3001\u8c03\u6574\u80dc\u8005\u8282\u70b9\u53ca\u5176\u90bb\u5c45\u8282\u70b9\u7684\u6743\u91cd\u3001\u8fdb\u884c\u591a\u6b21\u8fed\u4ee3\u76f4\u81f3\u7f51\u7edc\u7a33\u5b9a\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0cSOM\u7b97\u6cd5\u901a\u8fc7\u9010\u6b65\u7684\u8bad\u7ec3\u5b66\u4e60\u6570\u636e\u96c6\u7684\u7279\u5f81\uff0c\u5c06\u9ad8\u7ef4\u6570\u636e\u6295\u5f71\u5230\u4f4e\u7ef4\u7a7a\u95f4\uff0c\u751f\u6210\u4e00\u5f20\u56fe\uff0c\u8fd9\u5f20\u56fe\u4e0a\u7684\u5404\u4e2a\u8282\u70b9\u8868\u793a\u539f\u59cb\u6570\u636e\u7684\u805a\u7c7b\u60c5\u51b5\uff0c\u5e76\u901a\u8fc7\u90bb\u63a5\u7684\u8282\u70b9\u53cd\u6620\u6570\u636e\u70b9\u95f4\u7684\u76f8\u4f3c\u6027\u3002<\/p>\n<\/p>\n
SOM\u9ad8\u7ef4\u6570\u636e\u53ef\u89c6\u5316\u4f9d\u8d56\u4e8e\u7279\u5b9a\u7684\u7b97\u6cd5\u6d41\u7a0b\u3002\u9996\u5148\uff0c\u5b83\u4ee5\u968f\u673a\u6216\u7ebf\u6027\u65b9\u5f0f\u521d\u59cb\u5316\u8282\u70b9\u6743\u91cd\uff0c\u63a5\u7740\u4e0d\u65ad\u8fed\u4ee3\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8f93\u5165\u7684\u6bcf\u4e00\u4e2a\u6837\u672c\uff0c\u76f4\u5230\u7f51\u7edc\u7a33\u5b9a\u3002\u8fd9\u5176\u4e2d\uff0c\u91cd\u8981\u7684\u662f\u90bb\u57df\u51fd\u6570\u7684\u9009\u62e9<\/strong>\u548c\u5b66\u4e60\u7387\u7684\u8c03\u6574<\/strong>\uff0c\u8fd9\u4e24\u4e2a\u56e0\u7d20\u5bf9\u7b97\u6cd5\u7684\u6027\u80fd\u548c\u6700\u7ec8\u53ef\u89c6\u5316\u7684\u7ed3\u679c\u6709\u7740\u663e\u8457\u5f71\u54cd\u3002<\/p>\n<\/p>\n \u90bb\u57df\u51fd\u6570\u7684\u6838\u5fc3\u4f5c\u7528\u662f\u786e\u5b9a\u4e00\u4e2a\u80dc\u8005\u8282\u70b9\u7684\u90bb\u8fd1\u8282\u70b9\uff0c\u8fd9\u5c06\u4f1a\u5f71\u54cd\u5230\u8fd9\u4e9b\u90bb\u8fd1\u8282\u70b9\u7684\u6743\u91cd\u8c03\u6574\u3002\u5e38\u89c1\u7684\u90bb\u57df\u51fd\u6570\u6709\u9ad8\u65af\u51fd\u6570\u548c\u58a8\u897f\u54e5\u5e3d\u51fd\u6570\u3002\u9009\u62e9\u5408\u9002\u7684\u90bb\u57df\u51fd\u6570\u548c\u76f8\u5e94\u7684\u53c2\u6570\u5bf9\u4e8eSOM\u7f51\u7edc\u80fd\u5426\u6b63\u786e\u5730\u5b66\u4e60\u9ad8\u7ef4\u6570\u636e\u7684\u5185\u5728\u7ed3\u6784\u8d77\u5230\u4e86\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n<\/p>\n \u5b66\u4e60\u7387\u7684\u8bbe\u7f6e\u51b3\u5b9a\u4e86\u6743\u91cd\u8c03\u6574\u7684\u5e45\u5ea6\u3002\u5728SOM\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u901a\u5e38\u4f1a\u8bbe\u7f6e\u4e00\u4e2a\u9010\u6e10\u8870\u51cf\u7684\u5b66\u4e60\u7387\u3002\u521d\u59cb\u65f6\u5b66\u4e60\u7387\u8f83\u9ad8\uff0c\u4ee5\u4fbf\u7f51\u7edc\u80fd\u5feb\u901f\u9002\u5e94\u6570\u636e\u7684\u4e00\u822c\u7279\u5f81\uff1b\u968f\u7740\u8fed\u4ee3\u7684\u8fdb\u884c\uff0c\u5b66\u4e60\u7387\u9010\u6e10\u51cf\u5c0f\uff0c\u4f7f\u7f51\u7edc\u80fd\u66f4\u52a0\u7ec6\u81f4\u5730\u8c03\u6574\u4ee5\u5b66\u4e60\u6570\u636e\u7684\u8be6\u7ec6\u7279\u5f81\u3002<\/p>\n<\/p>\n \u521d\u59cb\u5316SOM\u7f51\u7edc\u7684\u7b2c\u4e00\u6b65\u662f\u521b\u5efa\u7f51\u683c\u548c\u8282\u70b9\uff0c\u8282\u70b9\u7684\u4e2a\u6570\u548c\u7f51\u7edc\u7684\u62d3\u6251\u7ed3\u6784\u6839\u636e\u6570\u636e\u7684\u7279\u5f81\u548c\u53ef\u89c6\u5316\u9700\u6c42\u51b3\u5b9a\u3002\u521d\u59cb\u5316\u8282\u70b9\u6743\u91cd\u53ef\u4ee5\u91c7\u7528\u4e0d\u540c\u7b56\u7565\uff0c\u5982\u968f\u673a\u521d\u59cb\u5316\u6216\u7ebf\u6027\u521d\u59cb\u5316\u3002<\/p>\n<\/p>\n SOM\u7f51\u7edc\u7684\u7ed3\u6784\u5bf9\u7ed3\u679c\u5f71\u54cd\u91cd\u5927\uff0c\u4e00\u4e2a\u597d\u7684\u7ed3\u6784\u5e94\u5f53\u80fd\u591f\u6355\u6349\u5230\u9ad8\u7ef4\u6570\u636e\u4e2d\u7684\u591a\u6837\u6027\u5e76\u4e14\u5728\u4f4e\u7ef4\u6620\u5c04\u4e2d\u8868\u73b0\u51fa\u6765\u3002\u7ed3\u6784\u8bbe\u8ba1\u5305\u62ec\u786e\u5b9a\u7f51\u683c\u7c7b\u578b\uff08\u5982\u77e9\u5f62\u6216\u516d\u8fb9\u5f62\u7f51\u683c\uff09\u4ee5\u53ca\u7f51\u683c\u5927\u5c0f\u3002<\/p>\n<\/p>\n \u6743\u91cd\u521d\u59cb\u5316\u7684\u7b56\u7565\u5bf9\u4e8e\u7b97\u6cd5\u7684\u6536\u655b\u901f\u5ea6\u548c\u8d28\u91cf\u90fd\u6709\u5f71\u54cd\u3002\u968f\u673a\u521d\u59cb\u5316\u7ed9\u4e88\u7f51\u7edc\u63a2\u7d22\u6570\u636e\u96c6\u7684\u81ea\u7531\u5ea6\uff0c\u4f46\u53ef\u80fd\u9700\u8981\u66f4\u591a\u7684\u8fed\u4ee3\u6b21\u6570\u3002\u7ebf\u6027\u521d\u59cb\u5316\u5219\u4f1a\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u9884\u8bbe\u6570\u636e\u7684\u5206\u5e03\uff0c\u53ef\u80fd\u5229\u4e8e\u5feb\u901f\u6536\u655b\u4f46\u4e5f\u53ef\u80fd\u635f\u5931\u4e00\u4e9b\u591a\u6837\u6027\u3002<\/p>\n<\/p>\n \u7ade\u4e89\u5b66\u4e60\u662fSOM\u7684\u6838\u5fc3\uff0c\u6bcf\u4e00\u4e2a\u8f93\u5165\u5411\u91cf\u4f1a\u5728\u7f51\u7edc\u4e2d\u627e\u5230\u4e00\u4e2a\u6700\u4f73\u5339\u914d\u7684\u8282\u70b9\uff08\u80dc\u8005\u8282\u70b9\uff09\uff0c\u8be5\u8282\u70b9\u548c\u5b83\u7684\u90bb\u5c45\u8282\u70b9\u7684\u6743\u91cd\u5c06\u4f1a\u6839\u636e\u8f93\u5165\u5411\u91cf\u8fdb\u884c\u8c03\u6574\u3002<\/p>\n<\/p>\n \u901a\u8fc7\u8ba1\u7b97\u8f93\u5165\u5411\u91cf\u548c\u6240\u6709\u8282\u70b9\u6743\u91cd\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u53ef\u4ee5\u627e\u5230\u4e0e\u5f53\u524d\u8f93\u5165\u5411\u91cf\u8ddd\u79bb\u6700\u5c0f\u7684\u8282\u70b9\u4f5c\u4e3a\u80dc\u8005\u8282\u70b9\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u6d89\u53ca\u5230\u8ba1\u7b97\u6548\u7387\u7684\u4f18\u5316\u548c\u8ddd\u79bb\u5ea6\u91cf\u7684\u9009\u62e9\u3002<\/p>\n<\/p>\n \u80dc\u8005\u8282\u70b9\u548c\u5176\u90bb\u57df\u5185\u7684\u8282\u70b9\u6839\u636e\u90bb\u57df\u51fd\u6570\u548c\u5b66\u4e60\u7387\u7684\u8bbe\u5b9a\u8c03\u6574\u5176\u6743\u91cd\uff0c\u4ee5\u4fbf\u66f4\u52a0\u63a5\u8fd1\u8f93\u5165\u5411\u91cf\u3002\u6743\u91cd\u7684\u8c03\u6574\u89c4\u5219\u76f4\u63a5\u5f71\u54cd\u5230\u7f51\u7edc\u7684\u5b66\u4e60\u6548\u679c\u548c\u53ef\u89c6\u5316\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n SOM\u7f51\u7edc\u9700\u8981\u901a\u8fc7\u5927\u91cf\u7684\u8fed\u4ee3\u6765\u7a33\u5b9a\u5176\u7ed3\u6784\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u5b66\u4e60\u7387\u548c\u90bb\u57df\u534a\u5f84\u90fd\u4f1a\u9010\u6e10\u51cf\u5c0f\uff0c\u7f51\u7edc\u9010\u6e10\u4ece\u7c97\u7cd9\u8c03\u6574\u8f6c\u5411\u7cbe\u7ec6\u8c03\u6574\u3002<\/p>\n<\/p>\n \u8fed\u4ee3\u6b21\u6570\u8981\u8db3\u591f\u591a\uff0c\u4ee5\u4fdd\u8bc1\u7f51\u7edc\u53ef\u4ee5\u6536\u655b\u5230\u4e00\u4e2a\u7a33\u6001\uff0c\u540c\u65f6\u907f\u514d\u8fc7\u5ea6\u8bad\u7ec3\u5bfc\u81f4\u7684\u8fc7\u62df\u5408\u3002\u5bf9\u4e8e\u4e0d\u540c\u7684\u6570\u636e\u96c6\u548c\u4efb\u52a1\uff0c\u9700\u8981\u901a\u8fc7\u5b9e\u9a8c\u6765\u786e\u5b9a\u5408\u9002\u7684\u8fed\u4ee3\u6b21\u6570\u3002<\/p>\n<\/p>\n \u76d1\u6d4b\u7f51\u7edc\u7a33\u5b9a\u7684\u65b9\u5f0f\u5305\u62ec\u8ddf\u8e2a\u8282\u70b9\u6743\u91cd\u7684\u53d8\u5316\u7b49\u3002\u5f53\u6743\u91cd\u7684\u53d8\u5316\u5c0f\u4e8e\u4e00\u4e2a\u9608\u503c\uff0c\u6216\u8005\u7ecf\u8fc7\u9884\u5b9a\u7684\u8fed\u4ee3\u6b21\u6570\u540e\uff0c\u8ba4\u4e3a\u7f51\u7edc\u5df2\u7ecf\u7a33\u5b9a\u3002<\/p>\n<\/p>\n \u5728SOM\u7f51\u7edc\u8bad\u7ec3\u7a33\u5b9a\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5404\u79cd\u53ef\u89c6\u5316\u6280\u672f\u5c55\u793a\u9ad8\u7ef4\u6570\u636e\u5728\u4f4e\u7ef4\u7a7a\u95f4\u7684\u7ed3\u6784\u3002\u8fd9\u4e9b\u6280\u672f\u5305\u62ecU-Matrix\u3001Hit Histograms\u3001Feature Planes\u7b49\u3002<\/p>\n<\/p>\n U-Matrix\u53ef\u89c6\u5316\u90bb\u63a5\u8282\u70b9\u95f4\u6743\u91cd\u5dee\u5f02\uff0c\u5c06\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u7684\u805a\u96c6\u548c\u5206\u6563\u72b6\u51b5\u5728\u4e8c\u7ef4\u5e73\u9762\u4e0a\u5f62\u8c61\u5730\u63cf\u7ed8\u51fa\u6765\u3002\u901a\u8fc7\u989c\u8272\u6df1\u6d45\u6765\u8868\u793a\u8282\u70b9\u95f4\u7684\u8ddd\u79bb\uff0c\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u6570\u636e\u7684\u5185\u5728\u7ed3\u6784\u3002<\/p>\n<\/p>\n \u7ec4\u4ef6\u5e73\u9762\u5c55\u793a\u4e86\u5355\u4e2a\u7279\u5f81\u5728\u6240\u6709\u8282\u70b9\u4e0a\u7684\u5206\u5e03\u60c5\u51b5\u3002\u8fd9\u6709\u52a9\u4e8e\u5206\u6790\u7279\u5b9a\u5c5e\u6027\u5728\u6570\u636e\u96c6\u4e2d\u7684\u5f71\u54cd\u548c\u5206\u5e03\uff0c\u5e76\u4e14\u53ef\u4ee5\u7528\u6765\u8bc4\u4ef7\u4e0d\u540c\u7279\u5f81\u5728\u805a\u7c7b\u8fc7\u7a0b\u4e2d\u7684\u91cd\u8981\u6027\u3002<\/p>\n<\/p>\n 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