{"id":53758,"date":"2025-02-16T14:17:07","date_gmt":"2025-02-16T06:17:07","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53758\/"},"modified":"2025-02-16T14:17:07","modified_gmt":"2025-02-16T06:17:07","slug":"9%e4%b8%aa%e5%bc%80%e6%ba%90%e5%90%88%e6%88%90%e6%95%b0%e6%8d%ae%e7%94%9f%e6%88%90%e5%99%a8","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53758\/","title":{"rendered":"9\u4e2a\u5f00\u6e90\u5408\u6210\u6570\u636e\u751f\u6210\u5668"},"content":{"rendered":"

\u5728\u5f53\u4eca\u6570\u636e\u9a71\u52a8\u7684\u4e16\u754c\u4e2d\uff0c\u6bcf\u4e2a\u4eba\u90fd\u9700\u8981\u6570\u636e\uff0c\u4f46\u6709\u65f6\u4f60\u53ef\u80fd\u6ca1\u6709\u592a\u591a\u6570\u636e\u53ef\u7528\u3002\u8fd9\u5c31\u662f\u5408\u6210\u6570\u636e\u53d1\u6325\u4f5c\u7528\u7684\u5730\u65b9\uff01\u90a3\u4e48\uff0c\u5b83\u662f\u4ec0\u4e48\uff0c\u4f60\u5982\u4f55\u751f\u6210\u5408\u6210\u6570\u636e\uff1f\u6709\u4e86\u8fd9\u4e9b\u6570\u636e\u96c6\uff0c\u5bf9\u9690\u79c1\u3001\u5408\u89c4\u6027\u548c\u5176\u4ed6\u95ee\u9898\u7684\u62c5\u5fe7\u5c31\u53ef\u4ee5\u8f7b\u677e\u7f13\u89e3\u3002<\/p>\n

\u56e0\u6b64\uff0c\u8ba9\u6211\u4eec\u6765\u770b\u770b\u4e00\u4e9b\u53ef\u80fd\u901a\u8fc7\u751f\u6210\u5408\u6210\u6570\u636e\u6765\u63a8\u52a8\u62a5\u544a\u548c\u81ea\u52a8\u5316\u672a\u6765\u7684\u5de5\u5177\u3002<\/p>\n

1\u3001CTGAN<\/h2>\n

\u4f7f\u7528\u5bf9\u6297\u7f51\u7edc\u7684\u6761\u4ef6\u8868\u751f\u6210\uff08\u7b80\u79f0 \uff09\u662f\u4e00\u79cd\u7a81\u7834\u6027\u7684\u5de5\u5177\uff0c\u5b83\u5229\u7528\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u5f3a\u5927\u529f\u80fd\u6765\u751f\u6210\u9ad8\u5ea6\u903c\u771f\u4e14\u8fde\u8d2f\u7684\u5408\u6210\u8868\u683c\u6570\u636e\u3002\u4e0e\u4f20\u7edf\u7684\u6570\u636e\u751f\u6210\u65b9\u6cd5\u4e0d\u540c\uff0cCTGAN \u64c5\u957f\u5904\u7406\u4ee5\u7279\u5f81\u4e4b\u95f4\u9519\u7efc\u590d\u6742\u7684\u5173\u7cfb\u548c\u4f9d\u8d56\u5173\u7cfb\u4e3a\u7279\u5f81\u7684\u590d\u6742\u6570\u636e\u96c6\u3002<\/p>\n

CTGAN \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u67b6\u6784\uff0c\u7531\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\u7ec4\u6210\uff1a\u751f\u6210\u5668\u548c\u9274\u522b\u5668\u3002\u4f7f\u7528\u6761\u4ef6\u5bf9\u6297\u635f\u5931\u51fd\u6570\u8fdb\u884c\u8bad\u7ec3\u7684\u751f\u6210\u5668\u7f51\u7edc\u5b66\u4e60\u521b\u5efa\u4e0e\u771f\u5b9e\u6570\u636e\u96c6\u975e\u5e38\u76f8\u4f3c\u7684\u5408\u6210\u6570\u636e\u6837\u672c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u9274\u522b\u5668\u7f51\u7edc\u65e8\u5728\u533a\u5206\u771f\u5b9e\u6837\u672c\u548c\u5408\u6210\u6837\u672c\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e3a\u751f\u6210\u5668\u7f51\u7edc\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53cd\u9988\u3002<\/p>\n

CTGAN \u7684\u4e3b\u8981\u4f18\u52bf\u4e4b\u4e00\u662f\u5b83\u80fd\u591f\u6355\u83b7\u590d\u6742\u7684\u6570\u636e\u5206\u5e03\u3002\u901a\u8fc7\u5229\u7528\u5bf9\u6297\u8bad\u7ec3\u7a0b\u5e8f\uff0cCTGAN \u5b66\u4e60\u751f\u6210\u5408\u6210\u6570\u636e\uff0c\u4ee5\u4fdd\u7559\u771f\u5b9e\u6570\u636e\u96c6\u7684\u5e95\u5c42\u7edf\u8ba1\u5c5e\u6027\uff0c\u5305\u62ec\u76f8\u5173\u6027\u3001\u8fb9\u9645\u5206\u5e03\u548c\u9ad8\u9636\u4ea4\u4e92\u3002 CTGAN \u5177\u6709\u5e7f\u6cdb\u7684\u6f5c\u5728\u5e94\u7528\uff0c\u5305\u62ec\u6570\u636e\u589e\u5f3a\u3001\u7f3a\u5931\u6570\u636e\u586b\u8865\u548c\u9690\u79c1\u4fdd\u62a4\u6570\u636e\u53d1\u5e03\u3002\u5728\u6570\u636e\u589e\u5f3a\u4e2d\uff0cCTGAN \u53ef\u7528\u4e8e\u751f\u6210\u989d\u5916\u7684\u6570\u636e\u6837\u672c\uff0c\u4ee5\u589e\u5f3a\u5728\u6709\u9650\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n

2\u3001DoppelGANger<\/h2>\n

\u4f7f\u7528 GAN \u4e3a\u65f6\u95f4\u5e8f\u5217\u5e94\u7528\u7a0b\u5e8f\u521b\u5efa\u5408\u6210\u6570\u636e\u3002\u5b83\u5bf9\u4e8e\u5728\u91d1\u878d\u548c\u7269\u8054\u7f51\u7b49\u9886\u57df\u751f\u6210\u6570\u636e\u7279\u522b\u6709\u7528\u3002\u5b83\u5de7\u5999\u5730\u6355\u6349\u4e86\u73b0\u5b9e\u4e16\u754c\u6570\u636e\u4e2d\u53d1\u73b0\u7684\u590d\u6742\u6a21\u5f0f\u548c\u4f9d\u8d56\u5173\u7cfb\uff0c\u4f7f\u5176\u6210\u4e3a\u5404\u79cd\u65f6\u95f4\u5e8f\u5217\u5e94\u7528\u7a0b\u5e8f\u7684\u5b9d\u8d35\u5de5\u5177\u3002<\/p>\n

DoppelGANger \u7684\u4e3b\u8981\u4f18\u52bf\u4e4b\u4e00\u5728\u4e8e\u5b83\u80fd\u591f\u89e3\u51b3\u6807\u8bb0\u6570\u636e\u7a00\u7f3a\u7684\u95ee\u9898\uff0c\u8fd9\u901a\u5e38\u4f1a\u963b\u788d\u51c6\u786e\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5f00\u53d1\u3002\u901a\u8fc7\u751f\u6210\u771f\u5b9e\u800c\u591a\u6837\u7684\u5408\u6210\u6570\u636e\uff0cDoppelGANger \u4f7f\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u80fd\u591f\u66f4\u6709\u6548\u5730\u8bad\u7ec3\u548c\u8bc4\u4f30\u6a21\u578b\uff0c\u5373\u4f7f\u5728\u6570\u636e\u7a00\u7f3a\u7684\u60c5\u51b5\u4e0b\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n

\u901a\u8fc7\u5229\u7528 GAN \u7684\u529f\u80fd\uff0cDoppelGANger \u63d0\u4f9b\u4e86\u4e00\u79cd\u5f3a\u5927\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u7528\u4e8e\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002\u5b83\u7684\u591a\u529f\u80fd\u6027\u3001\u5f00\u6e90\u6027\u8d28\u4ee5\u53ca\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u6027\u7684\u80fd\u529b\u4f7f\u5176\u6210\u4e3a\u4ece\u91d1\u878d\u5230\u7269\u8054\u7f51\u7b49\u5e7f\u6cdb\u5e94\u7528\u7684\u5b9d\u8d35\u8d44\u4ea7\u3002<\/p>\n

3\u3001Synner<\/h2>\n

\u7684\u4e3b\u8981\u91cd\u70b9\u662f\u4e3a\u4f01\u4e1a\u3001\u7814\u7a76\u4eba\u5458\u548c\u4e2a\u4eba\u63d0\u4f9b\u5168\u9762\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u9ad8\u6548\u3001\u8f7b\u677e\u5730\u751f\u6210\u5927\u91cf\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u6570\u636e\u3002<\/p>\n

Synner \u7684\u4e3b\u8981\u4f18\u52bf\u4e4b\u4e00\u5728\u4e8e\u5b83\u80fd\u591f\u521b\u5efa\u51c6\u786e\u53cd\u6620\u771f\u5b9e\u573a\u666f\u7684\u591a\u6837\u5316\u548c\u590d\u6742\u7684\u6570\u636e\u96c6\u3002\u5229\u7528\u5148\u8fdb\u7684\u7b97\u6cd5\u548c\u6280\u672f\uff0c\u5b83\u53ef\u4ee5\u751f\u6210\u6a21\u62df\u771f\u5b9e\u6570\u636e\u96c6\u4e2d\u7684\u7279\u5f81\u3001\u6a21\u5f0f\u548c\u5173\u7cfb\u7684\u5408\u6210\u6570\u636e\u3002\u8fd9\u4f7f\u7ec4\u7ec7\u80fd\u591f\u5f7b\u5e95\u6d4b\u8bd5\u548c\u8bc4\u4f30\u5176\u7cfb\u7edf\u3001\u5e94\u7528\u7a0b\u5e8f\u548c\u6a21\u578b\uff0c\u786e\u4fdd\u5176\u51c6\u786e\u6027\u3001\u53ef\u9760\u6027\u548c\u7a33\u5065\u6027\u3002<\/p>\n

\u6709\u8da3\u7684\u662f\uff0cSynner \u63d0\u4f9b\u4e86\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\u548c\u76f4\u89c2\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4f7f\u5177\u6709\u4e0d\u540c\u6280\u672f\u4e13\u957f\u6c34\u5e73\u7684\u4e2a\u4eba\u90fd\u53ef\u4ee5\u4f7f\u7528\u5b83\u3002\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5b9a\u4e49\u6570\u636e\u751f\u6210\u53c2\u6570\uff0c\u9884\u89c8\u751f\u6210\u7684\u6570\u636e\uff0c\u5e76\u4ee5\u591a\u79cd\u683c\u5f0f\u5bfc\u51fa\uff0c\u5305\u62ec CSV\u3001JSON \u548c SQL\u3002<\/p>\n

4\u3001Synthea<\/h2>\n

\u662f\u4e00\u4e2a\u5f00\u6e90\u5408\u6210\u60a3\u8005\u751f\u6210\u5668\uff0c\u65e8\u5728\u7528\u4e8e\u533b\u7597\u4fdd\u5065\u7814\u7a76\u548c\u6a21\u62df\u3002\u5b83\u80fd\u591f\u521b\u5efa\u5177\u6709\u590d\u6742\u75c5\u53f2\u3001\u4eba\u53e3\u7edf\u8ba1\u548c\u4e34\u5e8a\u6570\u636e\u7684\u5e9e\u5927\u800c\u591a\u6837\u7684\u865a\u62df\u60a3\u8005\u7fa4\u4f53\u3002\u8fd9\u4e9b\u5408\u6210\u60a3\u8005\u53cd\u6620\u4e86\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u60a3\u8005\u7279\u5f81\uff0c\u4f7f\u7814\u7a76\u4eba\u5458\u3001\u4e34\u5e8a\u533b\u751f\u548c\u6559\u80b2\u5de5\u4f5c\u8005\u80fd\u591f\u8fdb\u884c\u5168\u9762\u7814\u7a76\u3001\u6d4b\u8bd5\u5e72\u9884\u63aa\u65bd\u5e76\u6a21\u62df\u533b\u7597\u4fdd\u5065\u573a\u666f\uff0c\u800c\u4e0d\u4f1a\u635f\u5bb3\u60a3\u8005\u9690\u79c1\u3002<\/p>\n

Synthea \u5229\u7528\u5148\u8fdb\u7684\u7b97\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\u6765\u751f\u6210\u4e0e\u5b9e\u9645\u533b\u7597\u8bb0\u5f55\u975e\u5e38\u76f8\u4f3c\u7684\u60a3\u8005\u5408\u6210\u6570\u636e\u3002\u5b83\u91c7\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6765\u521b\u5efa\u903c\u771f\u7684\u60a3\u8005\u53d9\u8ff0\u3001\u8bca\u65ad\u3001\u7a0b\u5e8f\u548c\u836f\u7269\u3002\u5408\u6210\u6570\u636e\u60a3\u8005\u8868\u73b0\u51fa\u4ece\u5e38\u89c1\u75be\u75c5\u5230\u7f55\u89c1\u75be\u75c5\u7684\u5404\u79cd\u72b6\u51b5\uff0c\u786e\u4fdd\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u63a2\u7d22\u5e7f\u6cdb\u7684\u533b\u7597\u4fdd\u5065\u573a\u666f\u3002<\/p>\n

Synthea \u7684\u4e3b\u8981\u4f18\u52bf\u4e4b\u4e00\u662f\u5b83\u80fd\u591f\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u6a21\u62df\u590d\u6742\u7684\u60a3\u8005\u65c5\u7a0b\u3002\u5b83\u523a\u6fc0\u6162\u6027\u75be\u75c5\u7684\u8fdb\u5c55\uff0c\u6355\u6349\u751f\u6d3b\u65b9\u5f0f\u56e0\u7d20\u7684\u5f71\u54cd\uff0c\u5e76\u7ed3\u5408\u60a3\u8005\u4e0e\u63d0\u4f9b\u8005\u4e4b\u95f4\u7684\u4e92\u52a8\u3002<\/p>\n

5\u3001SDV<\/h2>\n

\u662f\u4e00\u4e2a\u6846\u67b6\uff0c\u65e8\u5728\u6ee1\u8db3\u5bf9\u9ad8\u8d28\u91cf\u548c\u591a\u6837\u5316\u5408\u6210\u6570\u636e\u65e5\u76ca\u589e\u957f\u7684\u9700\u6c42\u3002 SDV \u7531\u6570\u636e\u79d1\u5b66\u5bb6\u548c\u7814\u7a76\u4eba\u5458\u56e2\u961f\u5f00\u53d1\uff0c\u4e3a\u5728\u5e7f\u6cdb\u7684\u9886\u57df\u548c\u5e94\u7528\u4e2d\u751f\u6210\u771f\u5b9e\u4e14\u5177\u6709\u4ee3\u8868\u6027\u7684\u5408\u6210\u6570\u636e\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

SDV \u7684\u6838\u5fc3\u662f\u7ed3\u5408\u4e86\u591a\u79cd\u6a21\u578b\u548c\u6280\u672f\uff0c\u4ee5\u786e\u4fdd\u751f\u6210\u7684\u5408\u6210\u6570\u636e\u5728\u7edf\u8ba1\u7279\u6027\u3001\u5206\u5e03\u548c\u53d8\u91cf\u5173\u7cfb\u65b9\u9762\u4e0e\u73b0\u5b9e\u4e16\u754c\u6570\u636e\u975e\u5e38\u76f8\u4f3c\u3002\u8fd9\u4e9b\u6a21\u578b\u5305\u62ec\u751f\u6210\u5bf9\u6297\u7f51\u7edc (GAN)\u3001\u53d8\u5206\u81ea\u52a8\u7f16\u7801\u5668 (VAE) \u548c\u57fa\u4e8e copula \u7684\u65b9\u6cd5\u7b49\u3002\u901a\u8fc7\u5229\u7528\u8fd9\u4e9b\u5148\u8fdb\u6280\u672f\uff0cSDV \u53ef\u4ee5\u6355\u83b7\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f\u548c\u7ed3\u6784\uff0c\u4ece\u800c\u751f\u6210\u65e2\u591a\u6837\u5316\u53c8\u4e00\u81f4\u7684\u5408\u6210\u6570\u636e\u3002<\/p>\n

6\u3001TGAN<\/h2>\n

\u662f\u4e00\u79cd\u5408\u6210\u6570\u636e\u751f\u6210\u5de5\u5177\uff0c\u5b83\u5229\u7528\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u5f3a\u5927\u529f\u80fd\u6765\u89e3\u51b3\u5177\u6709\u9ad8\u7ef4\u7279\u5f81\u7684\u8868\u683c\u6570\u636e\u7684\u72ec\u7279\u6311\u6218\u3002\u5b83\u7684\u6709\u6548\u6027\u5728\u4e8e\u5b83\u80fd\u591f\u5728\u751f\u6210\u771f\u5b9e\u4e14\u591a\u6837\u5316\u7684\u5408\u6210\u6837\u672c\u7684\u540c\u65f6\u4fdd\u6301\u539f\u59cb\u6570\u636e\u7684\u7edf\u8ba1\u7279\u6027\u3002<\/p>\n

TGAN \u4f9d\u8d56\u4e8e GAN \u7684\u5bf9\u6297\u6027\u8d28\uff0c\u5176\u4e2d\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\uff08\u751f\u6210\u5668\u548c\u9274\u522b\u5668\uff09\u53c2\u4e0e\u7ade\u4e89\u6e38\u620f\u3002\u751f\u6210\u5668\u65e8\u5728\u521b\u5efa\u4e0e\u771f\u5b9e\u6570\u636e\u5206\u5e03\u975e\u5e38\u76f8\u4f3c\u7684\u5408\u6210\u6570\u636e\u6837\u672c\uff0c\u800c\u9274\u522b\u5668\u5219\u52aa\u529b\u533a\u5206\u771f\u5b9e\u6837\u672c\u548c\u5408\u6210\u6837\u672c\u3002 TGAN \u7684\u4e3b\u8981\u4f18\u52bf\u4e4b\u4e00\u662f\u5b83\u80fd\u591f\u5904\u7406\u9ad8\u7ef4\u8868\u683c\u6570\u636e\uff0c\u8fd9\u5728\u91d1\u878d\u3001\u533b\u7597\u4fdd\u5065\u548c\u7535\u5b50\u5546\u52a1\u7b49\u9886\u57df\u7ecf\u5e38\u9047\u5230\u3002<\/p>\n

7\u3001MirrorDataGenerator<\/h2>\n

\u662f\u4e00\u79cd\u4f18\u5148\u8003\u8651\u9690\u79c1\u4fdd\u62a4\u7684\u5de5\u5177\u3002\u5176\u4e3b\u8981\u76ee\u6807\u662f\u521b\u5efa\u5728\u5b9e\u7528\u6027\u548c\u7ed3\u6784\u65b9\u9762\u4e0e\u539f\u59cb\u6570\u636e\u96c6\u975e\u5e38\u76f8\u4f3c\u7684\u5408\u6210\u6570\u636e\uff0c\u540c\u65f6\u4fdd\u62a4\u654f\u611f\u4fe1\u606f\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u4f01\u4e1a\u548c\u7ec4\u7ec7\u80fd\u591f\u5229\u7528\u6570\u636e\u9a71\u52a8\u7684\u6d1e\u5bdf\uff0c\u800c\u4e0d\u4f1a\u635f\u5bb3\u4e2a\u4eba\u9690\u79c1\u3002<\/p>\n

MirrorDataGenerator \u529f\u80fd\u7684\u6838\u5fc3\u662f\u5b83\u80fd\u591f\u751f\u6210\u4fdd\u7559\u539f\u59cb\u6570\u636e\u96c6\u7edf\u8ba1\u5c5e\u6027\u548c\u5173\u7cfb\u7684\u5408\u6210\u6570\u636e\u3002\u8fd9\u662f\u901a\u8fc7\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5b9e\u73b0\u7684\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u5206\u6790\u548c\u5b66\u4e60\u539f\u59cb\u6570\u636e\u4e2d\u5b58\u5728\u7684\u6f5c\u5728\u6a21\u5f0f\u548c\u76f8\u5173\u6027\u3002\u56e0\u6b64\uff0cMirrorDataGenerator \u751f\u6210\u7684\u5408\u6210\u6570\u636e\u51c6\u786e\u53cd\u6620\u4e86\u539f\u59cb\u6570\u636e\u96c6\u7684\u5206\u5e03\u548c\u7279\u5f81\uff0c\u4f7f\u5176\u9002\u7528\u4e8e\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\uff0c\u4f8b\u5982\u6a21\u578b\u8bad\u7ec3\u3001\u6d4b\u8bd5\u548c\u5206\u6790\u3002<\/p>\n

\u8be5\u5de5\u5177\u4e13\u6ce8\u4e8e\u9690\u79c1\u4fdd\u62a4\u548c\u53ef\u81ea\u5b9a\u4e49\u7684\u63a7\u4ef6\uff0c\u4f7f\u7ec4\u7ec7\u80fd\u591f\u91ca\u653e\u6570\u636e\u9a71\u52a8\u6d1e\u5bdf\u7684\u6f5c\u529b\uff0c\u540c\u65f6\u4fdd\u6301\u6700\u9ad8\u7684\u9690\u79c1\u548c\u5408\u89c4\u6027\u6807\u51c6\u3002<\/p>\n

8\u3001Plaitpy<\/h2>\n

\u751f\u6210\u771f\u5b9e\u7684\u5408\u6210\u6570\u636e\uff0c\u7528\u4e8e\u8f6f\u4ef6\u6d4b\u8bd5\u548c\u673a\u5668\u5b66\u4e60\u3002\u5b83\u65e8\u5728\u521b\u5efa\u4e0e\u771f\u5b9e\u4e16\u754c\u573a\u666f\u975e\u5e38\u76f8\u4f3c\u7684\u6570\u636e\u3002\u76ee\u6807\u662f\u6ee1\u8db3\u8f6f\u4ef6\u6d4b\u8bd5\u548c\u673a\u5668\u5b66\u4e60\u4e2d\u5bf9\u771f\u5b9e\u5408\u6210\u6570\u636e\u65e5\u76ca\u589e\u957f\u7684\u9700\u6c42\uff0c\u4f7f\u5f00\u53d1\u4eba\u5458\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u80fd\u591f\u8fdb\u884c\u5168\u9762\u6d4b\u8bd5\u5e76\u5f00\u53d1\u51c6\u786e\u7684\u6a21\u578b\u3002<\/p>\n

Plaitpy \u7684\u4f18\u52bf\u5728\u4e8e\u5b83\u80fd\u591f\u521b\u5efa\u5177\u6709\u4e0e\u771f\u5b9e\u6570\u636e\u76f8\u540c\u7684\u7edf\u8ba1\u7279\u6027\u548c\u590d\u6742\u6027\u7684\u5408\u6210\u6570\u636e\u3002\u8fd9\u662f\u901a\u8fc7\u5b9e\u65bd\u9ad8\u7ea7\u7b97\u6cd5\u548c\u6280\u672f\u6765\u5b9e\u73b0\u7684\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u548c\u6280\u672f\u53ef\u4ee5\u7cbe\u786e\u5730\u590d\u5236\u771f\u5b9e\u6570\u636e\u7684\u7279\u5f81\uff0c\u5305\u62ec\u5206\u5e03\u3001\u76f8\u5173\u6027\u548c\u6a21\u5f0f\u3002\u56e0\u6b64\uff0cPlaitpy \u751f\u6210\u7684\u6570\u636e\u53ef\u4ee5\u6709\u6548\u5730\u6a21\u62df\u771f\u5b9e\u4e16\u754c\u7684\u6761\u4ef6\uff0c\u4ece\u800c\u8fdb\u884c\u4e25\u683c\u7684\u6d4b\u8bd5\u548c\u6a21\u578b\u9a8c\u8bc1\u3002<\/p>\n

\u867d\u7136 Plaitpy \u4e3b\u8981\u4e13\u6ce8\u4e8e\u8f6f\u4ef6\u6d4b\u8bd5\u548c\u673a\u5668\u5b66\u4e60\u5e94\u7528\uff0c\u4f46\u5b83\u7684\u6f5c\u529b\u8d85\u51fa\u4e86\u8fd9\u4e9b\u9886\u57df\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u9700\u8981\u751f\u6210\u5408\u6210\u6570\u636e\u7684\u5404\u4e2a\u9886\u57df\uff0c\u4f8b\u5982\u6570\u636e\u589e\u5f3a\u3001\u9690\u79c1\u4fdd\u62a4\u548c\u7f51\u7edc\u5b89\u5168\u3002<\/p>\n

9\u3001SmartNoise<\/h2>\n

\u662f OpenDP \u7684\u4e00\u4e2a\u521b\u65b0\u9879\u76ee\uff0c\u65e8\u5728\u4e13\u6ce8\u4e8e\u6570\u636e\u9690\u79c1\u548c\u5206\u6790\u3002\u5b83\u57fa\u4e8e\u5dee\u5206\u9690\u79c1\u7684\u539f\u7406\uff0c\u8fd9\u662f\u4e00\u79cd\u4fdd\u62a4\u654f\u611f\u4fe1\u606f\u540c\u65f6\u4fdd\u7559\u5176\u5206\u6790\u6548\u7528\u7684\u6280\u672f\u3002\u901a\u8fc7\u5229\u7528 SmartNoise\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u91ca\u653e\u5408\u6210\u6570\u636e\u751f\u6210\u7684\u6f5c\u529b\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u5229\u7528\u6570\u636e\u7684\u529b\u91cf\u800c\u4e0d\u635f\u5bb3\u9690\u79c1\u3002<\/p>\n

SmartNoise \u5177\u6709\u591a\u79cd\u4f18\u52bf\u3002<\/p>\n

\u9996\u5148\uff0c\u5b83\u4f7f\u7ec4\u7ec7\u80fd\u591f\u9075\u5b88\u4e25\u683c\u7684\u6570\u636e\u9690\u79c1\u6cd5\u89c4\uff0c\u4f8b\u5982\u6b27\u76df\u7684\u300a\u901a\u7528\u6570\u636e\u4fdd\u62a4\u6761\u4f8b\u300b\uff08GDPR\uff09\u548c\u7f8e\u56fd\u7684\u300a\u52a0\u5dde\u6d88\u8d39\u8005\u9690\u79c1\u6cd5\u6848\u300b\uff08CCPA\uff09\u3002\u901a\u8fc7\u5229\u7528\u5408\u6210\u6570\u636e\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u907f\u514d\u9690\u79c1\u6cc4\u9732\u548c\u6f5c\u5728\u7684\u6cd5\u5f8b\u540e\u679c\uff0c\u4ece\u800c\u4e0e\u5ba2\u6237\u548c\u5229\u76ca\u76f8\u5173\u8005\u5efa\u7acb\u4fe1\u4efb\u3002<\/p>\n

\u5176\u6b21\uff0cSmartNoise \u4f7f\u4f01\u4e1a\u80fd\u591f\u5145\u5206\u53d1\u6325\u5176\u6570\u636e\u7684\u6f5c\u529b\u3002\u901a\u8fc7 SmartNoise \u751f\u6210\u7684\u5408\u6210\u6570\u636e\u96c6\u53ef\u7528\u4e8e\u5404\u79cd\u5206\u6790\u76ee\u7684\uff0c\u5305\u62ec\u673a\u5668\u5b66\u4e60\u3001\u7edf\u8ba1\u5efa\u6a21\u548c\u98ce\u9669\u8bc4\u4f30\u3002\u8fd9\u4f7f\u7ec4\u7ec7\u80fd\u591f\u5728\u4fdd\u62a4\u4e2a\u4eba\u9690\u79c1\u7684\u540c\u65f6\u505a\u51fa\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\u3002<\/p>\n

\u6700\u540e\uff0cSmartNoise \u4fc3\u8fdb\u534f\u4f5c\u548c\u6570\u636e\u5171\u4eab\u3002\u654f\u611f\u6570\u636e\u53ef\u4ee5\u8f6c\u6362\u4e3a\u5408\u6210\u6570\u636e\u96c6\uff0c\u4f7f\u7ec4\u7ec7\u80fd\u591f\u4e0e\u5408\u4f5c\u4f19\u4f34\u548c\u7814\u7a76\u4eba\u5458\u5408\u4f5c\u800c\u4e0d\u4f1a\u6cc4\u9732\u673a\u5bc6\u4fe1\u606f\u3002<\/p>\n

\n

\n","protected":false},"excerpt":{"rendered":"

\u5728\u5f53\u4eca\u6570\u636e\u9a71\u52a8\u7684\u4e16\u754c\u4e2d\uff0c\u6bcf\u4e2a\u4eba\u90fd\u9700\u8981\u6570\u636e\uff0c\u4f46\u6709\u65f6\u4f60\u53ef\u80fd\u6ca1\u6709\u592a\u591a\u6570\u636e\u53ef\u7528\u3002\u8fd9\u5c31\u662f\u5408\u6210\u6570\u636e\u53d1\u6325\u4f5c\u7528\u7684\u5730\u65b9\uff01\u90a3\u4e48\uff0c\u5b83\u662f\u4ec0\u4e48\uff0c\u4f60\u5982\u4f55\u751f\u6210\u5408\u6210\u6570\u636e\uff1f\u6709\u4e86\u8fd9\u4e9b\u6570\u636e\u96c6\uff0c\u5bf9\u9690\u79c1\u3001\u5408\u89c4\u6027\u548c\u5176\u4ed6\u95ee\u9898\u7684\u62c5\u5fe7\u5c31\u53ef\u4ee5\u8f7b\u677e\u7f13\u89e3\u3002 \u56e0\u6b64\uff0c\u8ba9\u6211\u4eec\u6765\u770b\u770b\u4e00\u4e9b\u53ef\u80fd\u901a\u8fc7\u751f\u6210\u5408\u6210\u6570\u636e\u6765\u63a8\u52a8\u62a5\u544a\u548c\u81ea\u52a8\u5316\u672a\u6765\u7684\u5de5\u5177\u3002 1\u3001CTGAN \u4f7f\u7528\u5bf9\u6297\u7f51\u7edc\u7684\u6761\u4ef6\u8868\u751f\u6210\uff08\u7b80\u79f0 \uff09\u662f\u4e00\u79cd\u7a81\u7834\u6027\u7684\u5de5\u5177\uff0c\u5b83\u5229\u7528\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u5f3a\u5927\u529f\u80fd\u6765\u751f\u6210\u9ad8\u5ea6\u903c\u771f\u4e14\u8fde\u8d2f\u7684\u5408\u6210\u8868\u683c\u6570\u636e\u3002\u4e0e\u4f20\u7edf\u7684\u6570\u636e\u751f\u6210\u65b9\u6cd5\u4e0d\u540c\uff0cCTGAN \u64c5\u957f\u5904\u7406\u4ee5\u7279\u5f81\u4e4b\u95f4\u9519\u7efc\u590d\u6742\u7684\u5173\u7cfb\u548c\u4f9d\u8d56\u5173\u7cfb\u4e3a\u7279\u5f81\u7684\u590d\u6742\u6570\u636e\u96c6\u3002 CTGAN \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u67b6\u6784\uff0c\u7531\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\u7ec4\u6210\uff1a\u751f\u6210\u5668\u548c\u9274\u522b\u5668\u3002\u4f7f\u7528\u6761\u4ef6\u5bf9\u6297\u635f\u5931\u51fd\u6570\u8fdb\u884c\u8bad\u7ec3\u7684\u751f\u6210\u5668\u7f51\u7edc\u5b66\u4e60\u521b\u5efa\u4e0e\u771f\u5b9e\u6570\u636e\u96c6\u975e\u5e38\u76f8\u4f3c\u7684\u5408\u6210\u6570\u636e\u6837\u672c\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u9274\u522b\u5668\u7f51\u7edc\u65e8\u5728\u533a\u5206\u771f\u5b9e\u6837\u672c\u548c\u5408\u6210\u6837\u672c\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e3a\u751f\u6210\u5668\u7f51\u7edc\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53cd\u9988\u3002 CTGAN \u7684\u4e3b\u8981\u4f18\u52bf\u4e4b\u4e00\u662f\u5b83\u80fd\u591f\u6355\u83b7\u590d\u6742\u7684\u6570\u636e\u5206\u5e03\u3002\u901a\u8fc7\u5229\u7528\u5bf9\u6297\u8bad\u7ec3\u7a0b\u5e8f\uff0cCTGAN 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\u4e3a\u65f6\u95f4\u5e8f\u5217\u5e94\u7528\u7a0b\u5e8f\u521b\u5efa\u5408\u6210\u6570\u636e\u3002\u5b83\u5bf9\u4e8e\u5728\u91d1\u878d\u548c\u7269\u8054\u7f51\u7b49\u9886\u57df\u751f\u6210\u6570\u636e\u7279\u522b\u6709\u7528\u3002\u5b83\u5de7\u5999\u5730\u6355\u6349\u4e86\u73b0\u5b9e\u4e16\u754c\u6570\u636e\u4e2d\u53d1\u73b0\u7684\u590d\u6742\u6a21\u5f0f\u548c\u4f9d\u8d56\u5173\u7cfb\uff0c\u4f7f\u5176\u6210\u4e3a\u5404\u79cd\u65f6\u95f4\u5e8f\u5217\u5e94\u7528\u7a0b\u5e8f\u7684\u5b9d\u8d35\u5de5\u5177\u3002 DoppelGANger \u7684\u4e3b\u8981\u4f18\u52bf\u4e4b\u4e00\u5728\u4e8e\u5b83\u80fd\u591f\u89e3\u51b3\u6807\u8bb0\u6570\u636e\u7a00\u7f3a\u7684\u95ee\u9898\uff0c\u8fd9\u901a\u5e38\u4f1a\u963b\u788d\u51c6\u786e\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5f00\u53d1\u3002\u901a\u8fc7\u751f\u6210\u771f\u5b9e\u800c\u591a\u6837\u7684\u5408\u6210\u6570\u636e\uff0cDoppelGANger 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