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result_add_cd02.txt
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result_add_cd02.txt
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GAT_SkipLSTM_CNN
CD01 0.9574(0.0160) 0.8510(0.0741) 0.7446(0.1383) 0.7276(0.0532)
CD02 0.4621(0.0205) 0.4488(0.0200) 0.4322(0.0106) 0.3986(0.0120)
CD04 0.9212(0.0173) 0.7978(0.0527) 0.7111(0.1044) 0.6013(0.0781)
GY01 0.9555(0.0191) 0.8844(0.0311) 0.6777(0.0761) 0.6555(0.0163)
GY02 0.8000(0.0581) 0.6444(0.0229) 0.6177(0.0249) 0.5888(0.0253)
KM03 0.7553(0.0163) 0.7234(0.1497) 0.6702(0.1254) 0.6489(0.0919)
without GAT
t 1 5 10 15
CD01 0.9255(0.0431) 0.7766(0.0357) 0.6915(0.0517) 0.6702(0.0698)
CD02 0.4468(0.0384) 0.4330(0.0191) 0.4255(0.0100) 0.3830(0.0100)
CD04 0.8777(0.0244) 0.7128(0.0415) 0.6383(0.0661) 0.6702(0.0455)
GY01 0.9255(0.0178) 0.8085(0.0353) 0.6160(0.0675) 0.5809(0.0519)
GY02 0.7617(0.0415) 0.6382(0.0353) 0.6276(0.0335) 0.5851(0.0274)
KM03 0.7659(0.0701) 0.7064(0.0313) 0.6457(0.0290) 0.6064(0.0904)
0.7127
without SkipLSTM
CD01 0.8327(0.1414) 0.7071(0.0988) 0.6659(0.0361) 0.6018(0.0687)
CD02 0.4142(0.0251) 0.4142(0.0239) 0.3442(0.0048) 0.3321(0.0052)
CD04 0.7892(0.0462) 0.6159(0.0218) 0.5830(0.0544) 0.4915(0.0594)
GY01 0.8428(0.0405) 0.7246(0.0803) 0.5621(0.0709) 0.5276(0.0587)
GY02 0.5321(0.0488) 0.4818(0.0334) 0.4686(0.0386) 0.4699(0.0295)
KM03 0.6321(0.0685) 0.5760(0.0611) 0.5166(0.0711) 0.5150(0.0599)
without CNN
CD01 0.9212(0.0320) 0.8000(0.0352) 0.6489(0.0671) 0.6297(0.0473)
CD02 0.3998(0.0220) 0.4120(0.0185) 0.3602(0.0050) 0.3477(0.0005)
CD04 0.8851(0.0400) 0.6765(0.0868) 0.5957(0.1249) 0.5638(0.0494)
GY01 0.9191(0.0290) 0.6170(0.0311) 0.6340(0.0347) 0.6382(0.0301)
GY02 0.6595(0.0359) 0.6340(0.0401) 0.6170(0.0170) 0.54255(0.0213)
KM03 0.7425(0.0289) 0.6702(0.0330) 0.6276(0.0490) 0.5808(0.0801)
LSTM_Net
CD01 0.5725(0.0532) 0.5677(0.0593) 0.5104(0.0287) 0.4791(0.0465)
CD02 0.4472(0.0528) 0.4083(0.0370) 0.4150(0.0462) 0.3900(0.0320)
CD04 0.5156(0.0175) 0.5104(0.0367) 0.4895(0.0383) 0.4687(0.0447)
GY01 0.6979(0.0245) 0.6614(0.0663) 0.6174(0.0688) 0.6124(0.1048)
GY02 0.4843(0.0439) 0.4791(0.0476) 0.4479(0.0437) 0.3958(0.0420)
KM03 0.5416(0.0305) 0.5260(0.0191) 0.4791(0.0304) 0.4739(0.0342)
LSTM
CD01 0.8701(0.0420) 0.7187(0.0355) 0.6471(0.0720) 0.6340(0.0771)
CD02 0.3580(0.0390) 0.3672(0.0520) 0.3680(0.0555) 0.3888(0.0422)
CD04 0.7669(0.0452) 0.6271(0.0265) 0.4891(0.0398) 0.4744(0.0604)
GY01 0.8228(0.0337) 0.6998(0.0204) 0.5818(0.0554) 0.5330(0.0286)
GY02 0.5171(0.0540) 0.4341(0.0498) 0.4104(0.0515) 0.4067(0.0321)
KM03 0.6274(0.0390) 0.5489(0.0293) 0.4545(0.0520) 0.4357(0.0414)
ST-GCN
CD01 0.5533(0.0573) 0.5267(0.0631) 0.5149(0.0600) 0.4955(0.0814)
CD02 0.4371(0.0760) 0.3874(0.0558) 0.3980(0.0458) 0.3885(0.0745)
CD04 0.5415(0.0451) 0.5137(0.0561) 0.4830(0.0780) 0.4619(0.0357)
GY01 0.5648(0.0328) 0.5395(0.0825) 0.5285(0.0418) 0.5001(0.0405)
GY02 0.5322(0.0475) 0.5184(0.0978) 0.4952(0.0320) 0.4729(0.0663)
KM03 0.5215(0.0780) 0.5105(0.0455) 0.4985(0.0781) 0.4433(0.0505)
VAR
CD01 0.8574(0.0254) 0.7028(0.0425) 0.5831(0.0548) 0.5302(0.0437)
CD02 0.4550(0.0512) 0.4222(0.0314) 0.3880(0.0658) 0.3665(0.0322)
CD04 0.8622(0.0485) 0.6731(0.0781) 0.5521(0.0980) 0.5012(0.0230)
GY01 0.8471(0.0740) 0.6069(0.0320) 0.5137(0.0719) 0.4877(0.0950)
GY02 0.6570(0.0291) 0.5837(0.0317) 0.5568(0.0400) 0.5236(0.0967)
KM03 0.7666(0.0752) 0.5839(0.0719) 0.5551(0.0122) 0.5122(0.0742)