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\u52d9\u6a5f\u95dc\u7684\u8655\u5206\u3001\u53f8\u6cd5\u5211\u4e8b\u5075\u5bdf\u8207\u6cd5\u9662\u7cfb\u7d71\u3001\u91ab\u8b77\u5c08\u696d\u4e4b\u81e8\u5e8a\u6c7a\u7b56\u8f14\u52a9\u7cfb\u7d71\u3001\u516c\u53f8\u54e1\u5de5\u8058\u50f1\u7684\u7be9\u9078\uff09\uff0c\u4ee5\u5211\u4e8b\u53f8\u6cd5\u7cfb\u7d71\u6240\u4f7f\u7528\u4e4b\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u70ba\u4f8b\uff0c\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u50c5\u626e\u6f14\u8457\u8f14\u52a9\u6cd5\u5b98\u9032\u884c\u6c7a\u7b56\u7684\u5de5\u5177\u63d0\u4f9b\u9810\u6e2c\u5efa\u8b70\u7d66\u6cd5\u5b98\u53c3\u8003\uff0c\u662f\u4ee5\uff0c\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u7684\u9810\u6e2c\u5efa\u8b70\u662f\u5426\u6b63\u78ba\u8207\u516c\u5e73\uff0c\u6700\u591a\u50c5\u53ef\u80fd\u662f\u5f71\u97ff\u6cd5\u5b98\u4f5c\u6700\u7d42\u6c7a\u7b56\u7684\u9593\u63a5\u56e0\u7d20\uff0c\u6700\u7d42\u6c7a\u7b56\u8005\u9084\u662f\u4eba\u985e\u3002<\/p>\n\n\n\n<p>Ben Green &amp; Yiling Chen, \u5728Disparate Interactions: An Algorithm-in-the-Loop Analysis of Fairness in Risk Assessments\u4e00\u6587\u4e2d\uff0c\u900f\u904e\u5be6\u9a57\u7684\u65b9\u5f0f\u78ba\u8a8d\u5176\u5047\u8a2d\uff0c\u4f5c\u8005\u8a8d\u70ba\u5728\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u7684\u8a0e\u8ad6\uff0c\u6700\u9700\u8981\u6ce8\u610f\u7684\u8b70\u984c\u53cd\u5012\u662f\u5de5\u5177\u7684\u9810\u6e2c\u5efa\u8b70\u5c0d\u65bc\u6cd5\u5b98\u4f5c\u6210\u6700\u7d42\u6c7a\u7b56\u904e\u7a0b\u7684\u5f71\u97ff\u3001\u4ee5\u53ca\u5de5\u5177\u7684\u4f7f\u7528\u662f\u5426\u8b93\u6cd5\u5b98\u7684\u6c7a\u7b56\u66f4\u70ba\u6b63\u78ba\u8207\u516c\u5e73\u3002\u56e0\u6b64\uff0c\u6211\u5011\u9664\u4e86\u9700\u8981\u8a02\u7acb\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u7684\u6280\u8853\u898f\u683c\u5916\uff0c\u9084\u8981\u9700\u540c\u6642\u7814\u7a76\u6cd5\u5b98\u662f\u5982\u4f55\u89e3\u8b80\u5de5\u5177\u6240\u7d66\u4e88\u7684\u9810\u6e2c\u5efa\u8b70\uff08\u8207\u5de5\u5177\u9593\u7684\u4e92\u52d5\uff09\uff0c\u624d\u5f97\u4ee5\u7406\u89e3\u5de5\u5177\u7684\u9810\u6e2c\u5efa\u8b70\u5c0d\u65bc\u6cd5\u5b98\u7684\u6700\u7d42\u6c7a\u7b56\u6709\u4f55\u5f71\u97ff\u3002<\/p>\n\n\n\n<p>\u8a72\u5be6\u9a57\u8a2d\u8a08\u4e3b\u8981\u4ee5\u5211\u4e8b\u53f8\u6cd5\u5be9\u5224\u70ba\u4f8b\uff0c\u89c0\u5bdf\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u5c07\u5982\u4f55\u5f71\u97ff\u4eba\u985e\u9032\u884c\u6c7a\u7b56\u3002\u4f5c\u8005\u4ee5\u5be9\u5224\u524d\u91cb\u653e\uff08pre-trial release\uff09\u70ba\u4f8b\uff0c\u9810\u6e2c\u88ab\u544a\u65bc\u5be9\u5224\u524d\u88ab\u91cb\u653e\u5f8c\u7684\u518d\u72af\u7387\u6216\u5be9\u5224\u65e5\u7121\u6b63\u7576\u7406\u7531\u4e0d\u5230\u5ead\u7684\u53ef\u80fd\u6027\uff0c\u4ee5\u7fa4\u773e\u5916\u5305\uff08crowdsourcing\uff09\u4e9e\u99ac\u905c\u6a5f\u68b0\u571f\u8033\u5176\u4eba\uff08Amazon Mechanical Turk\uff09\u7684\u65b9\u5f0f\u8a2d\u8a08\u8207\u9032\u884c\u5be6\u9a57\u3002\u89c0\u5bdf\u4eba\u985e\u5728\u63a7\u5236\u74b0\u5883\u4e0b\uff0c\u65bc\u6709\u7121\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u63d0\u4f9b\u9810\u6e2c\u5efa\u8b70\u6642\uff0c\u5c0d\u65bc\u4eba\u985e\u6240\u70ba\u4e4b\u6700\u7d42\u6c7a\u7b56\u7684\u5dee\u7570\u8207\u5f71\u97ff\uff0c\u4ea6\u5373\uff0c\u89c0\u5bdf\u98a8\u96aa\u8a55\u4f30\u8f14\u52a9\u5de5\u5177\u662f\u5982\u4f55\u5f71\u97ff\u4eba\u985e\u9032\u884c\u98a8\u96aa\u8a55\u4f30\u7684\u6c7a\u7b56\uff0c\u4e26\u8b49\u5be6\u5be6\u9a57\u524d\u6240\u4f5c\u7684\u5047\u8a2d\u3002\u9700\u8981\u63d0\u9192\u7684\u662f\uff0c\u5be6\u9a57\u4fc2\u4ee5\u4e00\u822c\u4eba\uff08\u975e\u7d93\u6cd5\u5f8b\u8a13\u7df4\u4e4b\u5c08\u696d\u4eba\u58eb\uff09\u70ba\u5c0d\u8c61\uff0c\u96d6\u5c0d\u65bc\u5be6\u9a57\u7684\u5047\u8a2d\u69cb\u6210\u67d0\u7a0b\u5ea6\u7684\u9650\u5236\uff0c\u4ecd\u53ef\u4f5c\u70ba\u73fe\u5be6\u751f\u6d3b\u98a8\u96aa\u8a55\u4f30\u7684\u53c3\u8003\u3002\u5be6\u9a57\u7d50\u679c\u4ecd\u53ef\u986f\u793a\u4f5c\u70ba\u6709\u8cac\u6027\u7684\u4f7f\u7528\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\uff0c\u67d0\u4e9b\u7279\u5b9a\u7684\u5de5\u5177\u8207\u4eba\u985e\u9593\u7684\u4e92\u52d5\uff0c\u61c9\u5728\u6cd5\u9662\u4f7f\u7528\u524d\u88ab\u7d0d\u5165\u9032\u4e00\u6b65\u7684\u7814\u7a76\u3002      <\/p>\n\n\n\n<p>\u8a72\u5718\u968a\u7684\u5be6\u9a57\u5f37\u8abf\u5728\u4eba\u985e\u4f7f\u7528\u6f14\u7b97\u6cd5\u9032\u884c\u6c7a\u7b56\u8f14\u52a9\u5de5\u5177\u6642\uff0c\u76f8\u7576\u91cd\u8981\u4f46\u537b\u7d93\u5e38\u88ab\u5ffd\u7565\u7684\u9762\u5411\uff1a\u5c07\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u5f15\u4ecb\u9032\u5165\u5211\u4e8b\u53f8\u6cd5\u5236\u5ea6\u5354\u52a9\u6cd5\u5b98\u9032\u884c\u6c7a\u7b56\u4e4b\u8f14\u52a9\u5de5\u5177\u6642\uff0c\u4e26\u672a\u5982\u591a\u6578\u8ad6\u8b49\u6240\u9810\u671f\u4e4b\u6e1b\u4f4e\u81ea\u7531\u88c1\u91cf\uff08\u81ea\u7531\u5fc3\u8b49\uff09\uff0c\u4e26\u505a\u51fa\u66f4\u5ba2\u89c0\uff08\u516c\u5e73\uff09\u7684\u88c1\u5224\uff1b\u53cd\u4e4b\uff0c\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u53ea\u662f\u5c07\u81ea\u7531\u88c1\u91cf\u8f49\u79fb\u5230\u4e86\u6578\u500b\u4e0d\u540c\u7684\u5730\u65b9\uff0c\u5305\u62ec\u6cd5\u5b98\u5c0d\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u6240\u63d0\u4f9b\u4e4b\u9810\u6e2c\u5efa\u8b70\u7684\u89e3\u8b80\uff0c\u4ee5\u53ca\u6cd5\u5b98\u5728\u6700\u7d42\u6c7a\u7b56\u6642\u662f\u5426\u63a1\u7d0d\u5de5\u5177\u6240\u63d0\u4f9b\u4e4b\u5efa\u8b70\uff0c\u8207\u63a1\u7d0d\u7684\u7a0b\u5ea6\u3002\u5728\u6cd5\u5b98\u63a1\u7528\u98a8\u96aa\u8a55\u4f30\u8f14\u52a9\u5de5\u5177\u4e4b\u9810\u6e2c\u5efa\u8b70\u9032\u884c\u81ea\u7531\u88c1\u91cf\u6642\uff0c\u6700\u7279\u5225\u7684\u5371\u96aa\u70ba\u6cd5\u5b98\u53ef\u80fd\u4e00\u4f75\u5c07\u6f5b\u5728\u7684\u4eba\u6a5f\u9593\u7684\u5dee\u7570\u6027\u4e92\u52d5\uff08disparate interaction\uff09\u7d0d\u5165\u6700\u7d42\u6c7a\u7b56\u7576\u4e2d\uff0c\u4ea6\u5373\uff0c\u7576\u504f\u5dee\u6b67\u898b\u96b1\u85cf\u5728\u6f14\u7b97\u6cd5\u4e4b\u9810\u6e2c\u5efa\u8b70\u4e26\u52a0\u4ee5\u904e\u6ffe\u5f8c\uff0c\u518d\u5f71\u97ff\u4eba\u985e\u63a1\u7d0d\u5165\u5176\u6700\u7d42\u6c7a\u7b56\u4e2d\u3002\u53e6\u5916\u63d0\u9192\uff0c\u53e6\u5916\u4e00\u500b\u9700\u8981\u95dc\u6ce8\u7684\u7814\u7a76\u65b9\u5411\uff0c\u70ba\u7814\u7a76\u7576\u4f7f\u7528\u8005\u4f7f\u7528\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u5230\u505a\u6210\u6700\u7d42\u6c7a\u7b56\u9593\u7684\u884c\u70ba\u904e\u7a0b\u3002\u5206\u6790\u53c3\u8207\u8005\u7684\u884c\u70ba\u904e\u7a0b\uff0c\u5c07\u53ef\u6709\u52a9\u65bc\u89c0\u5bdf\u4eba\u6a5f\u9593\u7684\u5dee\u7570\u6027\u4e92\u52d5\u3002<\/p>\n\n\n\n<p>Ben Green &amp; Yiling Chen\u6700\u5f8c\u63d0\u51fa\uff0c\u5c0d\u65bc\u6f14\u7b97\u6cd5\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u5728\u793e\u6703\u6280\u8853\u9762\u5411\u7279\u6027\u7684\u7406\u89e3\u9084\u662f\u5341\u5206\u6709\u9650\uff0c\u5c24\u5176\u5728\u6f14\u7b97\u6cd5\u7684\u9810\u6e2c\u5efa\u8b70\u662f\u5982\u4f55\u589e\u9032\u4f7f\u7528\u8005\u6700\u7d42\u6c7a\u7b56\u9762\u5411\uff0c\u9084\u662f\u5927\u62b5\u8655\u65bc\u672a\u77e5\u7684\u72c0\u614b\u3002\u5c0d\u6b64\uff0c\u5718\u968a\u5efa\u8b70\u6709\u95dc\u6f14\u7b97\u6cd5\u4ee5\u6280\u8853\u505a\u70ba\u793e\u6703\u5be6\u8e10\uff08technologies as social practice\uff09\u7684\u6982\u5ff5\u8207\u5c0d\u65bc\u6280\u8853\u69cb\u6210\u7684\u7406\u89e3\uff0c\u4eba\u985e\u8207\u6a5f\u5668\u9593\u7684\u4e92\u52d5\u5c31\u5fc5\u9808\u900f\u904e\u6f14\u7b97\u6cd5\u7684\u4f7f\u7528\u9762\u53bb\u7406\u89e3\uff0c\u4e26\u5efa\u8b70\u300c\u5728\u6c7a\u7b56\u904e\u7a0b\u7d0d\u5165\u6f14\u7b97\u6cd5\u300d\uff08algorithm-in-the-loop, AITL\uff09\u7684\u67b6\u69cb\u5021\u8b70\uff0c\u8a8d\u70ba\u7576\u6f14\u7b97\u6cd5\u65e5\u76ca\u666e\u904d\uff0c\u4e26\u63d0\u4f9b\u95dc\u9375\u6c7a\u7b56\u4e4b\u9810\u6e2c\u5efa\u8b70\u6642\uff0c\u6f14\u7b97\u6cd5\u7684\u9810\u6e2c\u5efa\u8b70\u5982\u4f55\u5f71\u97ff\u4eba\u985e\u6700\u7d42\u6c7a\u7b56\u9593\u7684\u9023\u7d50\u95dc\u4fc2\u8b8a\u5f97\u975e\u5e38\u95dc\u9375\uff08\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u50c5\u70ba\u5176\u4e2d\u7684\u4e00\u7a2e\u61c9\u7528\u6a23\u614b\uff09\u3002<\/p>\n\n\n\n<p>\u7684\u78ba\uff0c\u5982\u540cDisparate Interactions: An Algorithm-in-the-Loop Analysis of Fairness in Risk Assessments\u4f5c\u8005\u5011\u63d0\u9192\uff0c\u5728\u5404\u754c\u5fd9\u65bc\u63a2\u7a76\u8207\u89e3\u6c7a\u6f14\u7b97\u6cd5\u4e4b\u8cc7\u6599\u672c\u8eab\u662f\u5426\u5b58\u5728\u504f\u5dee\u6b67\u898b\uff0c\u5c0e\u81f4\u6f14\u7b97\u6cd5\u4e4b\u9810\u6e2c\u5efa\u8b70\u4ea6\u5e36\u6709\u504f\u5dee\u6b67\u898b\u6642\uff0c\u5f80\u5f80\u6703\u5ffd\u7565\u6f14\u7b97\u8edf\u9ad4\u505a\u70ba\u4eba\u985e\u8f14\u52a9\u5de5\u5177\u6642\uff0c\u4f7f\u7528\u8005\u8207\u6f14\u7b97\u8edf\u9ad4\u9593\u7684\u4eba\u6a5f\u4e92\u52d5\uff08Human Computer Interaction &#8211; HCI\uff09\u5c0d\u4eba\u985e\u6c7a\u7b56\u8005\u4e4b\u6700\u7d42\u6c7a\u7b56\u662f\u5426\u5177\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5f71\u97ff\u3002\u5c31\u793e\u6703\u5b78\u5bb6\u5c0d\u65bc\u4eba\u985e\u884c\u70ba\u7684\u89c0\u5bdf\u8207\u8a0e\u8ad6\uff0cHCI\u4e26\u4e0d\u662f\u56e0\u61c9AI\u6216\u6a5f\u5668\u4eba\u767c\u5c55\u6240\u7279\u6709\uff0c\u4f46\u6216\u8a31AI\u6216\u6a5f\u5668\u4eba\u79d1\u6280\u6280\u8853\u767c\u5c55\u5f8c\uff0c\u6703\u6709\u66f4\u65b0\u7a4e\u7684\u8b70\u984c\u9700\u8981\u95dc\u6ce8\u3002\u4f8b\u5982\uff1a\u4ee5\u6a5f\u5668\u4eba\u5728\u672a\u4f86\u9ad8\u9f61\u5316\u793e\u6703\u53ef\u80fd\u626e\u6f14\u7684\u7167\u8b77\u89d2\u8272\u70ba\u4f8b\uff0c\u793e\u6703\u5b78\u5bb6\u53ef\u80fd\u6703\u60f3\u8981\u89c0\u5bdf\u4eba\u985e\u8207\u6a5f\u5668\u4eba\u9593\u4e4b\u4e92\u52d5\u662f\u5426\u6709\u6d89\u53ca\u611f\u60c5\u7dd2\u8207\u4f9d\u8cf4\u9762\uff1b\u4ea6\u6709\u5b78\u8005\u60f3\u8981\u78ba\u8a8dAI\u6a5f\u5668\u4eba\u662f\u5426\u53ef\u63d0\u51fa\u5176\u884c\u70ba\u70ba\u5408\u7406\uff08rational\uff09\u7684\u8aaa\u660e\u6216\u8b49\u660e\uff1b\u8a72\u7bc7\u6587\u7ae0\u4f5c\u8005\u5247\u60f3\u8981\u63d0\u9192\uff0c\u7576\u4eba\u985e\u628aAI\u6216\u6a5f\u5668\u4eba\u505a\u70ba\u8f14\u52a9\u5de5\u5177\uff0c\u6f14\u7b97\u6cd5\u505a\u70ba\u8f14\u52a9\u5de5\u5177\u7684\u4e3b\u8981\u529f\u80fd\u5728\u65bc\u63d0\u4f9b\u9810\u6e2c\u5efa\u8b70\u7d66\u4eba\u985e\u53c3\u8003\uff0c\u800c\u4e0d\u50c5\u70ba\u55ae\u7d14\u7684\u8cc7\u6599\u8f38\u5165\u8207\u8f38\u51fa\uff08in-put and out-put\uff09\u800c\u5df2\uff0c\u6b64\u6642\uff0c\u4eba\u985e\u5c0d\u65bc\u6f14\u7b97\u6cd5\u6240\u63d0\u4f9b\u4e4b\u9810\u6e2c\u5efa\u8b70\u662f\u5426\u63a1\u7d0d\u8207\u63a1\u7d0d\u7684\u7a0b\u5ea6\uff0c\u4ea6\u5373\uff0c\u5c0d\u65bc\u4eba\u985e\u6c7a\u7b56\u8005\u4e4b\u6700\u7d42\u6c7a\u7b56\u662f\u5426\u5177\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5f71\u97ff\uff0c\u503c\u5f97\u9032\u4e00\u6b65\u6df1\u5165\u8207\u63a2\u8a0e\u3002<\/p>\n\n\n\n<p>\u5c0d\u6b64\uff0c\u8a72\u5be6\u9a57\u5718\u968a\u900f\u904e\u7fa4\u773e\u5916\u5305\u7684\u65b9\u5f0f\u5fb5\u96c6\u4e00\u822c\u4f7f\u7528\u8005\u63d0\u4f9b\u8207\u985e\u4f3c\u6cd5\u9662\u6240\u7528\u4e4b\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\uff0c\u4e26\u63d0\u4f9b\u76f8\u540c\u7684\u88ab\u544a\u6a94\u6848\u5206\u7d44\u9032\u884c\u98a8\u96aa\u8a55\u4f30\u5be6\u9a57\uff0c\u5be6\u9a57\u7d50\u679c\u767c\u73fe\u6709\u98a8\u96aa\u8a55\u4f30\u5de5\u5177\u505a\u70ba\u9810\u6e2c\u5efa\u8b70\u7684\u7fa4\u7d44\uff0c\u5728\u6700\u7d42\u98a8\u96aa\u8a55\u4f30\u7684\u5224\u65b7\u4e0a\uff0c\u81f3\u5c11\u67d0\u7a0b\u5ea6\u88ab\u5de5\u5177\u7684\u9810\u6e2c\u5efa\u8b70\u6240\u5f71\u97ff\u3002\u4e0d\u904e\uff0c\u8a72\u5be6\u9a57\u4e26\u672a\u91dd\u5c0d\u5c08\u696d\u4eba\u54e1\u9032\u884c\u5be6\u9a57\uff0c\u5c08\u696d\u4eba\u54e1\u5c0d\u65bc\u6a5f\u5668\u6240\u63d0\u4f9b\u4e4b\u9810\u6e2c\u5efa\u8b70\u662f\u5426\u63a1\u7d0d\u8207\u63a1\u7d0d\u7684\u7a0b\u5ea6\uff0c\u5c1a\u4e0d\u5f97\u800c\u77e5\u3002\u5be6\u9a57\u7d44\u5728\u6709\u6f14\u7b97\u6cd5\u63d0\u4f9b\u9810\u6e2c\u5efa\u8b70\u505a\u70ba\u4eba\u985e\u6c7a\u7b56\u4e4b\u8f14\u52a9\u5de5\u5177\u6642\uff0c\u5c0d\u65bc\u5be6\u9a57\u53c3\u8207\u8005\u4e4b\u5f71\u97ff\u5728\u5be6\u9a57\u7d50\u679c\u8207\u53c3\u8207\u8005\u8a8d\u77e5\uff0c\u78ba\u5be6\u5728\u4eba\u6a5f\u4e92\u52d5\u9762\u90fd\u5177\u4e00\u5b9a\u7684\u5f71\u97ff\u529b\u3002<\/p>\n\n\n\n<p>\u6709\u5b78\u8005\u5c07\u4eba\u6a5f\u4e92\u52d5\u4e0d\u540c\u7684\u884c\u70ba\u6a21\u5f0f\u52a0\u4ee5\u5206\u985e\u70ba\uff1a\u504f\u597d\u50be\u5411\u63a5\u53d7\u6a5f\u5668\u9810\u6e2c\uff08\u4ea6\u5373\u8f03\u4e0d\u4fe1\u4efb\u4eba\u70ba\u9810\u6e2c\uff09\u2014\u7a31\u70ba\u4fe1\u4efb\u6f14\u7b97\u6cd5\uff08algorithm appreciation\uff09\uff0c\u4ee5\u504f\u597d\u50be\u5411\u4e0d\u63a5\u53d7\u6a5f\u5668\u9810\u6e2c\uff08\u4ea6\u5373\u8f03\u70ba\u4fe1\u4efb\u4eba\u70ba\u9810\u6e2c\uff09\uff0d\u7a31\u70ba\u53ad\u60e1\u6f14\u7b97\u6cd5\uff08algorithm aversion\uff09\u3002\u5373\u4fbf\u6709\u9019\u4e9b\u884c\u70ba\u73fe\u8c61\uff0c\u4f46\u7a76\u7adf\uff0c\u4eba\u985e\u6c7a\u7b56\u8005\u5c0d\u65bc\u6f14\u7b97\u6cd5\u6240\u63d0\u4f9b\u7684\u9810\u6e2c\u5efa\u8b70\uff0c\u5728\u4eba\u6a5f\u4e92\u52d5\u4e4b\u5dee\u7570\u6027\u5c0d\u5f85\/\u8655\u7f6e\/\u6b67\u8996\u504f\u898b\u7684\u80cc\u5f8c\u539f\u56e0\u662f\u751a\u9ebc? 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effect\uff09\uff0c\u662f\u5426\u6703\u4f7f\u5c08\u696d\u4eba\u54e1\u5931\u53bb\u5c08\u696d\u81ea\u4e3b\uff1f\u7576\u4eba\u985e\u63a1\u7d0d\u6f14\u7b97\u6cd5\u7684\u9810\u6e2c\u5efa\u8b70\uff0c\u4f46\u537b\u7121\u6cd5\u7406\u89e3\u5176\u539f\u56e0\uff0c\u6f14\u7b97\u6cd5\u9084\u662f\u8f14\u52a9\u5de5\u5177\uff0c\u4eba\u985e\u9084\u6709\u6c7a\u7b56\u6b0a\u55ce\uff1f\u53e6\u5916\uff0c\u50b3\u7d71\u88ab\u52d5\u975c\u614b\u7cfb\u7d71\u8207\u4e3b\u52d5\u52d5\u614b\u7cfb\u7d71\uff0c\u5728\u505a\u70ba\u8f14\u52a9\u5de5\u5177\u6642\uff0c\u662f\u5426\u6703\u7522\u751f\u4e0d\u540c\u7684\u7d50\u679c\uff0c\u4ea6\u6216\u4f5c\u70ba\u5c08\u5bb6\u6c7a\u7b56\u7cfb\u7d71\u8981\u70ba\u4e0d\u540c\u4e4b\u7ba1\u5236\uff1f\u5728\u4f7f\u7528\u8f14\u52a9\u5de5\u5177\u6642\uff0c\u4f7f\u7528\u8005\u6c7a\u7b56\u5f8c\u7684\u8cac\u4efb\u611f\uff0c\u662f\u5426\u6703\u6709\u4e0d\u540c\u4e4b\u5fc3\u8def\u6b77\u7a0b\uff1f\u9019\u4e9b\u8b70\u984c\u90fd\u5341\u5206\u6709\u8da3\uff0c\u7b46\u8005\u5f8c\u7e8c\u5c07\u6301\u7e8c\u6316\u6398\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infolaw.iias.sinica.edu.tw\/wp-content\/uploads\/2020\/02\/\u98a8\u96aa\u8a55\u4f30\u9810\u6e2c-1024x683.png\" alt=\"\" class=\"wp-image-2262\" width=\"2048\" height=\"1024\"\/><figcaption>  <em><a href=\"https:\/\/www.flickr.com\/photos\/86530412@N02\/7975204842\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">&#8220;3D Employee Empowerment&#8221;<\/a>&nbsp;<\/em><br> <em>By&nbsp;<a rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/www.flickr.com\/people\/86530412@N02\/\" target=\"_blank\">Chris Potter<\/a>&nbsp;<\/em><br> <em>Licensed under&nbsp;<a rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/creativecommons.org\/licenses\/by\/2.0\/?ref=ccsearch&amp;atype=rich\" target=\"_blank\">CC BY 2.0&nbsp;<\/a><\/em> <\/figcaption><\/figure><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8cc7\u6599\u4f86\u6e90<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Ben Green &amp; Yiling Chen, Disparate Interactions: An Algorithm-in-the-Loop Analysis of Fairness in Risk Assessments. Presented at the Conference on Fairness, Accountability, and Transparency, <a rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/fatconference.org\/2019\/index.html\" target=\"_blank\">FAT* &#8217;19<\/a>&nbsp;Proceedings (Jan. 29~31, 2019). Also available at <a rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/scholar.harvard.edu\/files\/19-fat.pdf\" target=\"_blank\">https:\/\/scholar.harvard.edu\/files\/19-fat.pdf<\/a> (last visited Aug. 15, 2019).<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>Julia Angwin, Jeff Larson, Surya Mattu and Lauren Kirchner, Machine Bias, ProPublica, 2016, <a rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/www.propublica.org\/article\/machine-bias-risk-assessments-in-criminal-sentencing\" target=\"_blank\">https:\/\/www.propublica.org\/article\/machine-bias-risk-assessments-in-criminal-sentencing<\/a> (last visited Dec. 26, 2019).<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>Sam Corbett-Davies,&nbsp;Emma Pierson,&nbsp;Avi Feller&nbsp;and&nbsp;Sharad Goel, A Computer Program Used for Bail and Sentencing Decisions Was Labeled Biased Against Blacks. It\u2019s Actually Not That Clear, The Washington Post, Oct. 17, 2016, <a rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/www.washingtonpost.com\/news\/monkey-cage\/wp\/2016\/10\/17\/can-an-algorithm-be-racist-our-analysis-is-more-cautious-than-propublicas\/\" target=\"_blank\">https:\/\/www.washingtonpost.com\/news\/monkey-cage\/wp\/2016\/10\/17\/can-an-algorithm-be-racist-our-analysis-is-more-cautious-than-propublicas\/<\/a> (last visited Dec. 26, 2019).<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li> Ed Yong, A Popular Algorithm Is No Better at Predicting Crimes Than Random People, The Atlantic, Jan. 17, 2018, <a rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/www.theatlantic.com\/technology\/archive\/2018\/01\/equivant-compas-algorithm\/550646\/\" target=\"_blank\">https:\/\/www.theatlantic.com\/technology\/archive\/2018\/01\/equivant-compas-algorithm\/550646\/<\/a> (last visited Dec. 26, 2019). <\/li><\/ul>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4f5c\u8005<\/strong><\/h4>\n\n\n\n<p><a rel=\"noreferrer noopener\" aria-label=\" (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\" href=\"https:\/\/www.iias.sinica.edu.tw\/member_post\/898?class=68\" target=\"_blank\">\u4e2d\u592e\u7814\u7a76\u9662\u6cd5\u5f8b\u5b78\u7814\u7a76\u6240\u3000\u8a31\u6167\u7469<\/a><br>\u672c\u7814\u7a76\u611f\u8b1d\u300c\u7b26\u61c9\u793e\u6703\u6b78\u8cac\u4e4b\u8cc7\u6599\u4e8c\u6b21\u4f7f\u7528\u96b1\u79c1\u6846\u67b6\u300d\u8a08\u756b\u8207\u300c\u8cc7\u8a0a\u6cd5\u4e2d\u5fc3\u300d\u652f\u6301<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8a31\u6167\u7469 2019\u5e7409\u670806\u65e5 \u96a8\u8457AI\u4eba\u5de5\u667a\u6167\u65b0\u8208\u6280\u8853\u7684\u8208<br \/><a class=\"read-more\" style=\"color:#843700\" href=\"https:\/\/infolaw.iias.sinica.edu.tw\/?p=2261\">[ Read More ]<\/a><\/p>\n","protected":false},"author":5,"featured_media":2262,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[39,43],"tags":[238,273,339],"class_list":["post-2261","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-articles-books-reviews","tag-238","tag-273","tag-339","post-item clearfix"],"_links":{"self":[{"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=\/wp\/v2\/posts\/2261","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2261"}],"version-history":[{"count":18,"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=\/wp\/v2\/posts\/2261\/revisions"}],"predecessor-version":[{"id":4175,"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=\/wp\/v2\/posts\/2261\/revisions\/4175"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=\/wp\/v2\/media\/2262"}],"wp:attachment":[{"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2261"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2261"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infolaw.iias.sinica.edu.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2261"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}