{"id":477324,"date":"2023-08-09T09:11:08","date_gmt":"2023-08-09T09:11:08","guid":{"rendered":""},"modified":"2023-09-05T11:14:30","modified_gmt":"2023-09-05T11:14:30","slug":"garbage-in-garbage-out-gigo","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/cn\/wiki\/garbage-in-garbage-out-gigo\/","title":{"rendered":"\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08GIGO\uff09"},"content":{"rendered":"<p>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa (GIGO) \u662f\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u4fe1\u606f\u6280\u672f\u4e2d\u7684\u4e00\u4e2a\u6d41\u884c\u6982\u5ff5\uff0c\u5f3a\u8c03\u8f93\u5165\u8d28\u91cf\u5bf9\u4e8e\u786e\u4fdd\u7cfb\u7edf\u8f93\u51fa\u6709\u610f\u4e49\u548c\u51c6\u786e\u7684\u91cd\u8981\u6027\u3002\u8fd9\u53e5\u683c\u8a00\u7ecf\u5e38\u7528\u6765\u5f3a\u8c03\u8fd9\u6837\u4e00\u4e2a\u4e8b\u5b9e\uff1a\u4efb\u4f55\u57fa\u4e8e\u8ba1\u7b97\u673a\u7684\u7cfb\u7edf\u4ea7\u751f\u7684\u7ed3\u679c\u7684\u8d28\u91cf\u4e0e\u63d0\u4f9b\u7ed9\u5b83\u7684\u8f93\u5165\u6570\u636e\u7684\u8d28\u91cf\u76f4\u63a5\u76f8\u5173\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u5982\u679c\u4f60\u5411\u7cfb\u7edf\u8f93\u5165\u4e0d\u6b63\u786e\u3001\u4e0d\u5b8c\u6574\u6216\u4e0d\u76f8\u5173\u7684\u6570\u636e\uff0c\u90a3\u4e48\u65e0\u8bba\u5904\u7406\u80fd\u529b\u6709\u591a\u590d\u6742\uff0c\u7cfb\u7edf\u751f\u6210\u7684\u8f93\u51fa\u4e5f\u4f1a\u6709\u7f3a\u9677\u3002<\/p>\n<h2>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08GIGO\uff09\u7684\u8d77\u6e90\u5386\u53f2\u4ee5\u53ca\u9996\u6b21\u63d0\u53ca<\/h2>\n<p>\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u8fd9\u4e00\u6982\u5ff5\u8d77\u6e90\u4e8e\u8ba1\u7b97\u673a\u53d1\u5c55\u7684\u65e9\u671f\uff0c\u5f53\u65f6\u7684\u6570\u636e\u5904\u7406\u662f\u901a\u8fc7\u7a7f\u5b54\u5361\u548c\u57fa\u672c\u7684\u8ba1\u7b97\u673a\u5668\u8fdb\u884c\u7684\u3002\u636e\u4fe1\uff0c\u8fd9\u4e00\u8bf4\u6cd5\u8d77\u6e90\u4e8e 20 \u4e16\u7eaa 50 \u5e74\u4ee3\u672b\uff0c\u968f\u7740\u8ba1\u7b97\u673a\u6280\u672f\u7684\u53d1\u5c55\u800c\u53d8\u5f97\u66f4\u52a0\u6d41\u884c\u3002\u65e9\u671f\u7684\u8ba1\u7b97\u673a\u7a0b\u5e8f\u5458\u548c\u5de5\u7a0b\u5e08\u53d1\u73b0\uff0c\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\uff0c\u5982\u679c\u8f93\u5165\u4e86\u9519\u8bef\u7684\u6570\u636e\uff0c\u4e5f\u4f1a\u4ea7\u751f\u9519\u8bef\u7684\u7ed3\u679c\u3002<\/p>\n<h2>\u6709\u5173\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa (GIGO) \u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u6269\u5c55\u4e3b\u9898\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa (GIGO)<\/h2>\n<p>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u662f\u9002\u7528\u4e8e\u5404\u79cd\u8ba1\u7b97\u673a\u7cfb\u7edf\u7684\u57fa\u672c\u539f\u5219\uff0c\u4ece\u7b80\u5355\u7684\u8ba1\u7b97\u5668\u5230\u590d\u6742\u7684\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u3002\u5b83\u5f3a\u8c03\u4e86\u6570\u636e\u8d28\u91cf\u548c\u51c6\u786e\u6027\u5728\u5404\u4e2a\u9886\u57df\u7684\u91cd\u8981\u6027\uff0c\u5305\u62ec\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u3001\u6a21\u62df\u548c\u51b3\u7b56\u8fc7\u7a0b\u3002\u8be5\u539f\u5219\u5728\u4ee3\u7406\u670d\u52a1\u5668\u7684\u80cc\u666f\u4e0b\u5c24\u5176\u91cd\u8981\uff0c\u4ee3\u7406\u670d\u52a1\u5668\u5728\u8c03\u89e3\u4e92\u8054\u7f51\u8bf7\u6c42\u548c\u54cd\u5e94\u65b9\u9762\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002<\/p>\n<h2>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08GIGO\uff09\u7684\u5185\u90e8\u7ed3\u6784\u3002\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08GIGO\uff09\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u5185\u90e8\u7ed3\u6784\u662f\u8ba1\u7b97\u673a\u7cfb\u7edf\u7684\u6838\u5fc3\u529f\u80fd\u3002\u5f53\u6570\u636e\u8f93\u5165\u7cfb\u7edf\u65f6\uff0c\u5b83\u4f1a\u7ecf\u5386\u5404\u79cd\u5904\u7406\u9636\u6bb5\uff0c\u4f8b\u5982\u89e3\u6790\u3001\u8ba1\u7b97\u548c\u5206\u6790\u3002\u5728\u6bcf\u4e2a\u9636\u6bb5\uff0c\u8f93\u51fa\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u8f93\u5165\u6570\u636e\u7684\u6b63\u786e\u6027\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5047\u8bbe\u4ee3\u7406\u670d\u52a1\u5668\u63a5\u6536\u6765\u81ea\u5ba2\u6237\u7aef\u7684\u8bf7\u6c42\u5e76\u5c06\u5176\u8f6c\u53d1\u5230\u76ee\u6807\u670d\u52a1\u5668\u3002\u5982\u679c\u4ee3\u7406\u670d\u52a1\u5668\u6536\u5230\u683c\u5f0f\u9519\u8bef\u6216\u4e0d\u5b8c\u6574\u7684\u8bf7\u6c42\uff0c\u5b83\u53ef\u80fd\u65e0\u6cd5\u6b63\u786e\u5904\u7406\u8fd9\u4e9b\u8bf7\u6c42\uff0c\u4ece\u800c\u5bfc\u81f4\u5904\u7406\u5ba2\u6237\u7aef-\u670d\u52a1\u5668\u901a\u4fe1\u65f6\u51fa\u73b0\u9519\u8bef\u3002\u540c\u6837\uff0c\u5728\u901a\u8fc7\u4ee3\u7406\u670d\u52a1\u5668\u8fdb\u884c\u7f51\u9875\u6293\u53d6\u7684\u60c5\u51b5\u4e0b\uff0c\u5982\u679c\u63d0\u4f9b\u7ed9\u6293\u53d6\u811a\u672c\u7684\u8f93\u5165\u6570\u636e\u4e0d\u51c6\u786e\u6216\u683c\u5f0f\u4e0d\u6b63\u786e\uff0c\u5219\u63d0\u53d6\u7684\u4fe1\u606f\u53ef\u80fd\u4e0d\u53ef\u9760\u4e14\u65e0\u7528\u3002<\/p>\n<h2>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08GIGO\uff09\u4e3b\u8981\u7279\u5f81\u5206\u6790<\/h2>\n<p>\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u4e3b\u8981\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u5bf9\u8f93\u5165\u8d28\u91cf\u7684\u4f9d\u8d56\uff1a<\/strong> \u8f93\u51fa\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u53d6\u51b3\u4e8e\u8f93\u5165\u6570\u636e\u7684\u8d28\u91cf\u3002\u8f93\u5165\u6570\u636e\u8d28\u91cf\u5dee\u5fc5\u7136\u4f1a\u5bfc\u81f4\u7ed3\u679c\u4e0d\u4f73\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9519\u8bef\u7684\u4f20\u64ad\uff1a<\/strong> \u8f93\u5165\u6570\u636e\u4e2d\u7684\u9519\u8bef\u6216\u4e0d\u51c6\u786e\u6027\u5f80\u5f80\u4f1a\u5728\u6574\u4e2a\u5904\u7406\u9636\u6bb5\u4f20\u64ad\uff0c\u4ece\u800c\u653e\u5927\u5176\u5bf9\u6700\u7ec8\u8f93\u51fa\u7684\u5f71\u54cd\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u9a8c\u8bc1\u548c\u6e05\u7406\uff1a<\/strong> \u4e3a\u4e86\u51cf\u8f7b GIGO \u7684\u5f71\u54cd\uff0c\u6211\u4eec\u91c7\u7528\u6570\u636e\u9a8c\u8bc1\u548c\u6e05\u7406\u6280\u672f\u6765\u786e\u4fdd\u53ea\u5904\u7406\u6709\u6548\u548c\u76f8\u5173\u7684\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u51b3\u7b56\u4e2d\u7684\u91cd\u8981\u6027\uff1a<\/strong> \u5728\u51b3\u7b56\u8fc7\u7a0b\u4e2d\uff0cGIGO \u5f3a\u8c03\u57fa\u4e8e\u53ef\u9760\u6570\u636e\u505a\u51fa\u660e\u667a\u9009\u62e9\u4ee5\u907f\u514d\u9519\u8bef\u7ed3\u8bba\u7684\u91cd\u8981\u6027\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08GIGO\uff09\u7684\u7c7b\u578b<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u7c7b\u578b<\/th>\n<th>\u63cf\u8ff0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>1. \u6570\u636eGIGO<\/strong><\/td>\n<td>\u5f53\u4f7f\u7528\u4e0d\u6b63\u786e\u6216\u4e0d\u76f8\u5173\u7684\u6570\u636e\u4f5c\u4e3a\u8f93\u5165\u65f6\u53d1\u751f\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>2. \u4ee3\u7801 GIGO<\/strong><\/td>\n<td>\u5f53\u6709\u7f3a\u9677\u7684\u7b97\u6cd5\u6216\u7f16\u7a0b\u9519\u8bef\u5bfc\u81f4\u9519\u8bef\u7684\u8f93\u51fa\u65f6\u5c31\u4f1a\u51fa\u73b0\u8fd9\u79cd\u60c5\u51b5\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>3. \u578b\u53f7 GIGO<\/strong><\/td>\n<td>\u6307\u8bad\u7ec3\u4e0d\u51c6\u786e\u6216\u6709\u504f\u89c1\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4ea7\u751f\u9519\u8bef\u7ed3\u679c\u7684\u60c5\u51b5\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>4. \u7528\u6237GIGO<\/strong><\/td>\n<td>\u7531\u4e8e\u7528\u6237\u5411\u7cfb\u7edf\u63d0\u4f9b\u4e0d\u6b63\u786e\u6216\u4e0d\u5145\u5206\u7684\u4fe1\u606f\u800c\u5bfc\u81f4\u7684\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08GIGO\uff09\u7684\u4f7f\u7528\u65b9\u6cd5\u3001\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6cd5<\/h2>\n<h3>\u6709\u6548\u4f7f\u7528 GIGO \u7684\u65b9\u6cd5\uff1a<\/h3>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u8d28\u91cf\u63a7\u5236\uff1a<\/strong> \u5b9e\u65bd\u4e25\u683c\u7684\u6570\u636e\u9a8c\u8bc1\u548c\u6e05\u7406\u7a0b\u5e8f\uff0c\u4ee5\u786e\u4fdd\u9ad8\u8d28\u91cf\u7684\u8f93\u5165\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7b97\u6cd5\u9a8c\u8bc1\uff1a<\/strong> \u5f7b\u5e95\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u7b97\u6cd5\u4ee5\u8bc6\u522b\u548c\u7ea0\u6b63\u6f5c\u5728\u7684\u7f3a\u9677\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6a21\u578b\u8bc4\u4f30\uff1a<\/strong> \u6301\u7eed\u76d1\u63a7\u548c\u8bc4\u4f30\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4ee5\u68c0\u6d4b\u504f\u89c1\u548c\u4e0d\u51c6\u786e\u6027\u3002<\/p>\n<\/li>\n<\/ol>\n<h3>GIGO\u76f8\u5173\u95ee\u9898\u53ca\u89e3\u51b3\u65b9\u6848\uff1a<\/h3>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u5b8c\u6574\u6027\u95ee\u9898\uff1a<\/strong> \u4e0d\u51c6\u786e\u6216\u4e0d\u5b8c\u6574\u7684\u6570\u636e\u53ef\u80fd\u5bfc\u81f4\u9519\u8bef\u7684\u7ed3\u8bba\u3002\u91c7\u7528\u6570\u636e\u9a8c\u8bc1\u6280\u672f\u6765\u786e\u4fdd\u6570\u636e\u7684\u5b8c\u6574\u6027\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5b89\u5168\u95ee\u9898\uff1a<\/strong> \u6076\u610f\u8f93\u5165\u6570\u636e\u53ef\u80fd\u4f1a\u5229\u7528\u7cfb\u7edf\u4e2d\u7684\u6f0f\u6d1e\u3002\u5b9e\u65bd\u8f93\u5165\u9a8c\u8bc1\u548c\u8f93\u51fa\u7f16\u7801\u7b49\u5b89\u5168\u63aa\u65bd\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e2d\u7684\u504f\u89c1\uff1a<\/strong> \u6709\u504f\u89c1\u7684\u8bad\u7ec3\u6570\u636e\u4f1a\u52a0\u5267\u6b67\u89c6\u3002\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\u65f6\uff0c\u5e94\u52aa\u529b\u83b7\u53d6\u591a\u6837\u5316\u4e14\u5177\u6709\u4ee3\u8868\u6027\u7684\u6570\u636e\u96c6\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u4e3b\u8981\u7279\u70b9\u53ca\u4e0e\u540c\u7c7b\u672f\u8bed\u7684\u5176\u4ed6\u6bd4\u8f83<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u65b9\u9762<\/th>\n<th>\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08GIGO\uff09<\/th>\n<th>\u7c7b\u4f3c\u6761\u6b3e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u5b9a\u4e49<\/strong><\/td>\n<td>\u8f93\u51fa\u8d28\u91cf\u53d6\u51b3\u4e8e\u8f93\u5165\u8d28\u91cf<\/td>\n<td>\u5783\u573e\u51fa\uff0c\u5e9f\u7269\u8fdb<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5e94\u7528<\/strong><\/td>\n<td>\u8ba1\u7b97\u673a\u3001IT \u7cfb\u7edf\u3001\u4ee3\u7406\u670d\u52a1\u5668<\/td>\n<td>\u6570\u636e\u5206\u6790\u3001\u4eba\u5de5\u667a\u80fd\u3001\u7edf\u8ba1\u5b66<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5f3a\u8c03<\/strong><\/td>\n<td>\u6570\u636e\u8d28\u91cf<\/td>\n<td>\u6574\u4f53\u7cfb\u7edf\u6027\u80fd<\/td>\n<\/tr>\n<tr>\n<td><strong>\u8303\u56f4<\/strong><\/td>\n<td>\u4e00\u822c\u7684<\/td>\n<td>\u5e7f\u6cdb\u7684\u9886\u57df<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u4e0e\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\uff08GIGO\uff09\u76f8\u5173\u7684\u672a\u6765\u89c2\u70b9\u548c\u6280\u672f<\/h2>\n<p>GIGO \u7684\u672a\u6765\u5728\u4e8e\u5148\u8fdb\u6570\u636e\u5904\u7406\u6280\u672f\u3001\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u7684\u4e0d\u65ad\u53d1\u5c55\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4eba\u4eec\u5c06\u66f4\u52a0\u6ce8\u91cd\u81ea\u52a8\u5316\u6570\u636e\u9a8c\u8bc1\u548c\u786e\u4fdd\u8f93\u5165\u6570\u636e\u7684\u9ad8\u8d28\u91cf\u3002\u6b64\u5916\uff0c\u9053\u5fb7\u8003\u91cf\u5c06\u5728\u89e3\u51b3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u4e2d\u7684\u504f\u89c1\u548c\u6b67\u89c6\u65b9\u9762\u53d1\u6325\u66f4\u91cd\u8981\u7684\u4f5c\u7528\uff0c\u4ece\u800c\u51cf\u5c11\u504f\u89c1\u6570\u636e\u5bf9\u8f93\u51fa\u7684\u5f71\u54cd\u3002<\/p>\n<h2>\u4ee3\u7406\u670d\u52a1\u5668\u5982\u4f55\u4f7f\u7528\u6216\u4e0e\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa (GIGO) \u5173\u8054<\/h2>\n<p>\u4ee3\u7406\u670d\u52a1\u5668\u5728\u786e\u4fdd\u6570\u636e\u9690\u79c1\u3001\u5b89\u5168\u548c\u6027\u80fd\u4f18\u5316\u65b9\u9762\u53d1\u6325\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u7136\u800c\uff0c\u5b83\u4eec\u4e5f\u4e0d\u80fd\u514d\u53d7 GIGO \u539f\u5219\u7684\u5f71\u54cd\u3002\u4f7f\u7528\u4ee3\u7406\u670d\u52a1\u5668\u65f6\uff0c\u786e\u4fdd\u4e3a\u5176\u63d0\u4f9b\u51c6\u786e\u6709\u6548\u7684\u914d\u7f6e\u8bbe\u7f6e\u548c\u8def\u7531\u89c4\u5219\u81f3\u5173\u91cd\u8981\u3002\u9519\u8bef\u7684\u914d\u7f6e\u53ef\u80fd\u5bfc\u81f4\u5ba2\u6237\u7aef\u8bf7\u6c42\u5904\u7406\u4e0d\u5f53\uff0c\u4ece\u800c\u5bfc\u81f4\u6027\u80fd\u4e0d\u4f73\u6216\u5b89\u5168\u6f0f\u6d1e\u3002\u56e0\u6b64\uff0c\u50cf OneProxy \u8fd9\u6837\u7684\u4ee3\u7406\u670d\u52a1\u5668\u63d0\u4f9b\u5546\u5fc5\u987b\u4f18\u5148\u8003\u8651\u6570\u636e\u9a8c\u8bc1\uff0c\u5e76\u4e0d\u65ad\u6539\u8fdb\u5176\u7cfb\u7edf\uff0c\u4ee5\u907f\u514d\u6210\u4e3a\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u53d7\u5bb3\u8005\u3002<\/p>\n<h2>\u76f8\u5173\u94fe\u63a5<\/h2>\n<p>\u6709\u5173\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\uff08GIGO\uff09\u7684\u66f4\u591a\u4fe1\u606f\uff0c\u60a8\u53ef\u4ee5\u63a2\u7d22\u4ee5\u4e0b\u8d44\u6e90\uff1a<\/p>\n<ol>\n<li><a href=\"https:\/\/www.analyticsvidhya.com\/blog\/2019\/08\/gigo-garbage-in-garbage-out-data-science\/\" target=\"_new\" rel=\"noopener nofollow\">\u4e86\u89e3\u6570\u636e\u79d1\u5b66\u4e2d\u7684 GIGO<\/a><\/li>\n<li><a href=\"https:\/\/www.talend.com\/resources\/data-quality-management\/garbage-in-garbage-out\/\" target=\"_new\" rel=\"noopener nofollow\">\u6570\u636e\u8d28\u91cf\u7ba1\u7406\uff1aGIGO \u539f\u5219<\/a><\/li>\n<li><a href=\"https:\/\/www.kdnuggets.com\/2021\/06\/garbage-in-garbage-out-machine-learning.html\" target=\"_new\" rel=\"noopener nofollow\">GIGO \u5bf9\u673a\u5668\u5b66\u4e60\u7684\u5f71\u54cd<\/a><\/li>\n<\/ol>","protected":false},"featured_media":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477324","wiki","type-wiki","status-publish","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Garbage in, garbage out (GIGO)<\/mark>","faq_items":[{"question":"What is Garbage in, garbage out (GIGO)?","answer":"<p>Garbage in, garbage out (GIGO) is a concept in computer science that emphasizes the importance of input data quality in determining the accuracy of the output from a system. It means that if you feed a computer system with incorrect or irrelevant data, the results produced by the system will also be flawed.<\/p>"},{"question":"How did the concept of GIGO originate?","answer":"<p>The concept of GIGO has its origins in the early days of computing, dating back to the late 1950s. As computing technology evolved, programmers and engineers observed that even the most advanced systems could produce erroneous results if they were given faulty input data.<\/p>"},{"question":"How does GIGO work in computer systems and proxy servers?","answer":"<p>In computer systems, GIGO operates within the core processing stages. When data is input into a system, it undergoes various processing steps, such as parsing and computation. The output's accuracy and reliability depend heavily on the correctness of the input data. Similarly, proxy servers can be affected by GIGO, where the quality of input configuration settings and rules influences their performance and security.<\/p>"},{"question":"What are the key features of GIGO?","answer":"<p>The key features of GIGO include its dependency on input quality, the propagation of errors throughout processing stages, the importance of data validation and sanitization, and its relevance in decision-making processes.<\/p>"},{"question":"What are the different types of GIGO?","answer":"<p>There are four main types of GIGO: Data GIGO (incorrect or irrelevant input data), Code GIGO (flawed algorithms or programming errors), Model GIGO (inaccurately trained or biased machine learning models), and User GIGO (results from users providing incorrect or insufficient information).<\/p>"},{"question":"How can GIGO be used effectively and what problems can arise?","answer":"<p>To use GIGO effectively, data quality control, algorithm validation, and model evaluation are essential. Problems related to GIGO include data integrity issues, security concerns from malicious input data, and bias in AI models. Solutions involve data verification, security measures, and diverse training datasets.<\/p>"},{"question":"How does GIGO compare with similar terms?","answer":"<p>GIGO focuses on data quality, while similar terms like \"Garbage out, Junk in\" also emphasize input-output relationships but lack GIGO's comprehensiveness and specificity.<\/p>"},{"question":"What is the future outlook for GIGO?","answer":"<p>The future of GIGO lies in advanced data processing techniques, AI, and machine learning. There will be a greater emphasis on automating data validation and addressing ethical concerns related to bias in AI systems.<\/p>"},{"question":"How are proxy servers associated with GIGO?","answer":"<p>Proxy servers play a crucial role in ensuring data privacy and security. However, they can be affected by GIGO if fed with incorrect configurations, leading to suboptimal performance or vulnerabilities. Proxy server providers like OneProxy must prioritize data validation to avoid GIGO-related issues.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki\/477324","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/wiki\/477324\/revisions"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/cn\/wp-json\/wp\/v2\/media?parent=477324"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}