Page 17 - Demo

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AI %u5728%u91d1%u878d%u8a50%u6b3a%u5075%u6e2c%u4e2d%u7684%u61c9%u7528%uff1a%u7d50%u5408 Kolmogorov-Smirnov %uff08KS%uff09%u6aa2%u5b9a%u7be9%u9078%u7a69%u5b9a%u7279%u5fb5%u3001%u81ea%u52d5%u7de8%u78bc%u5668%uff08Autoencoder%uff09%u751f%u6210%u9ad8%u5c64%u6b21%u7279%u5fb5%u8868%u793a%uff0c%u4ee5%u53ca%u5716%u795e%u7d93%u7db2%u7d61%uff08GNN%uff09%u5efa%u6a21%u4ea4%u6613%u7db2%u7d61%uff0c%u7cbe%u78ba%u8b58%u5225%u7570%u5e38%u4ea4%u6613%u884c%u70ba%u3002%u9019%u5957%u6846%u67b6%u6709%u6548%u61c9%u5c0d%u4e86%u8a50%u6b3a%u884c%u70ba%u7684%u6642%u9593%u8b8a%u5316%u7279%u6027%u8207%u8cc7%u6599%u7a00%u758f%u554f%u984c%uff0c%u5927%u5e45%u63d0%u5347%u91d1%u878d%u6a5f%u69cb%u7684%u98a8%u96aa%u7ba1%u7406%u6548%u7387%u8207%u6e96%u78ba%u6027%u3002%u6b64%u5916%uff0c%u6211%u5011%u8207%u6377%u667a%u5546%u8a0a%u5408%u4f5c%uff0c%u6210%u529f%u5c07%u8a72%u6280%u8853%u5efa%u7f6e%u81f3%u9280%u884c%u7cfb%u7d71%uff0c%u9032%u4e00%u6b65%u5f37%u5316%u91d1%u878d%u6a5f%u69cb%u5c0d%u7570%u5e38%u4ea4%u6613%u7684%u5373%u6642%u76e3%u63a7%u8207%u9810%u8b66%u80fd%u529b%uff0c%u63d0%u5347%u6574%u9ad4%u9632%u8a50%u6b3a%u8207%u6d17%u9322%u9632%u5236%u7684%u6548%u80fd%u3002%u4e00%u3001 AI %u5728%u914d%u5c0d%u4ea4%u6613%u7684%u61c9%u7528%u914d%u5c0d%u4ea4%u6613%u6e90%u81ea 1980 %u5e74%u4ee3%u83ef%u723e%u8857%u4ea4%u6613%u5718%u968a%u7684%u7d71%u8a08%u5957%u5229%u7b56%u7565%uff0c%u73fe%u5df2%u6210%u70ba%u4e00%u7a2e%u6210%u719f%u4e14%u5ee3%u6cdb%u61c9%u7528%u7684%u5e02%u5834%u4e2d%u6027%u7b56%u7565%u3002%u5176%u6838%u5fc3%u7406%u5ff5%u5728%u65bc%u5229%u7528%u5169%u7a2e%u9ad8%u5ea6%u76f8%u95dc%u8cc7%u7522%uff1a%u7576%u50f9%u683c%u7522%u751f%u7570%u5e38%u504f%u96e2%u6642%u958b%u5009%uff0c%u5f85%u50f9%u683c%u56de%u5fa9%u81f3%u5747%u503c%u5f8c%u5e73%u5009%uff0c%u5f9e%u800c%u5be6%u73fe%u5957%u5229%uff08Gatev et al., 2006%uff09%u3002%u7531%u65bc%u914d%u5c0d%u4ea4%u6613%u5c6c%u65bc%u5e02%u5834%u4e2d%u6027%u7b56%u7565%uff0c%u6545%u7121%u9700%u9810%u6e2c%u6574%u9ad4%u8d70%u52e2%uff0c%u50c5%u9700%u95dc%u6ce8%u8cc7%u7522%u50f9%u683c%u9593%u7684%u9577%u671f%u5747%u8861%u95dc%u4fc2%u3002%u6211%u5011%u7814%u7a76%u5718%u968a%u5c07%u50b3%u7d71%u914d%u5c0d%u4ea4%u6613%u6539%u826f%u70ba%u65e5%u5167%u9ad8%u983b%u7576%u6c96%u7b56%u7565%uff0c%u4e26%u7d50%u5408%u6df1%u5ea6%u5b78%u7fd2%u4ee5%u63d0%u5347%u4ea4%u6613%u7e3e%u6548%u3002%u9996%u5148%uff0c%u70ba%u6392%u9664%u53f0%u80a1%u958b%u76e4 16 %u5206%u9418%u6642%u56e0%u8cc7%u8a0a%u6e67%u5165%u5c0e%u81f4%u7684%u5287%u70c8%u6ce2%u52d5%uff0c%u6211%u5011%u4ee5%u5176%u5f8c 150 %u5206%u9418%u7684%u4ea4%u6613%u8cc7%u6599%u4f5c%u70ba%u4f30%u8a08%u671f%uff0c%u5efa%u7acb%u5404%u914d%u5c0d%u7684%u50f9%u5dee%uff08Spread%uff09%u5e8f%u5217%u3002%u63a5%u8457%uff0c%u4f7f%u7528 Johansen %u5171%u6574%u5408%u6aa2%u5b9a%u7be9%u9078%u5177%u5b9a%u614b%u7279%u6027%u7684%u914d%u5c0d%uff0c%u7d0d%u5165%u7576%u5929%u7684%u4ea4%u6613%u6c60%u3002%u4ea4%u6613%u671f%u70ba 100 %u5206%u9418%uff0c%u63a1%u56fa%u5b9a%u958b%u5009%u9580%u6abb%uff1a%u7576%u50f9%u5dee%u7a81%u7834%u5747%u503c %u00b11.5 %u500d%u6a19%u6e96%u5dee%u6642%u958b%u5009%uff0c%u4e26%u5728%u50f9%u5dee%u56de%u5fa9%u81f3%u5747%u503c%u6642%u5e73%u5009%uff0c%u4f7f%u7372%u5229%u7bc4%u570d%u9396%u5b9a%u5728 1.5 %u500d%u6a19%u6e96%u5dee%u5167%uff08Ti et al., 2024%uff09%u3002%u5982%u5716%u4e00%u6240%u793a%uff0c%u7576%u50f9%u5dee%u5e8f%u5217%uff08%u85cd%u7dda%uff09%u4f4e%u65bc%u5747%u503c%u6e1b 1.5 %u500d%u6a19%u6e96%u5dee%uff08%u7d05%u7dda%uff09%uff0c%u4fbf%u9032%u884c%u4e0b%u958b%u5009%uff0c%u5f85%u50f9%u5dee%u56de%u5230%u5747%u503c%uff08%u7da0%u7dda%uff09%u5f8c%u5e73%u5009%u5957%u5229%u3002%u7136%u800c%uff0c%u50b3%u7d71%u914d%u5c0d%u4ea4%u6613%u591a%u4f9d%u8cf4%u6b77%u53f2%u5747%u503c%u8207%u6a19%u6e96%u5dee%u8a2d%u5b9a%u958b%u5e73%u5009%u9580%u6abb%uff0c%u82e5%u5e02%u5834%u6ce2%u52d5%u5287%u70c8%uff0c%u90e8%u5206%u4ea4%u6613%u53ef%u80fd%u7121%u6cd5%u5982%u9810%u671f%u56de%u6b78%u5747%u503c%uff0c%u5c0e%u81f4%u57f7%u884c%u504f%u8aa4%u4e26%u5f71%u97ff%u7372%u5229%u3002%u70ba%u6b64%uff0c%u6211%u5011%u63d0%u51fa%u4e00%u7a2e%u57fa%u65bc%u300c%u8da8%u52e2%u7a69%u5b9a%u6027%uff08Trend-Stationarity%uff09%u300d%u7684%u6539%u9032%u7b56%u7565%uff0c%u4ee5%u66f4%u7cbe%u6e96%u5730%u638c%u63e1%u958b%u5e73%u5009%u6642%u6a5f%u4e26%u964d%u4f4e%u98a8%u96aa%u3002