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Reproduce problems #10

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dcliu99 opened this issue Oct 26, 2021 · 0 comments
Open

Reproduce problems #10

dcliu99 opened this issue Oct 26, 2021 · 0 comments

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@dcliu99
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dcliu99 commented Oct 26, 2021

Hello,Essaim. I used the data taxi_data.h5 you provided (I have modified the params (num_nodes=266 and Adam_lr=0.0015) ), and directly run the main.py file. But I can't reproduce the results in the paper (I pulled this code in Sep.28th). The results I got are largely different from the results in the paper. Could you please tell me how to solve it?
test results:(2021.10.26)
{
"MAE": {
"horizon-0": 22.0275773378074,
"horizon-1": 22.037460197790494,
"horizon-2": 22.103978061678546,
"horizon-3": 22.160511714466995,
"horizon-4": 22.136137897070213,
"horizon-5": 22.202691796910802,
"horizon-6": 22.179263923268103,
"horizon-7": 22.142993737040257,
"horizon-8": 22.122511802517405,
"horizon-9": 22.151313537582087,
"horizon-10": 22.163376572693636,
"horizon-11": 22.182588239889583
},
"RMSE": {
"horizon-0": 36.04180162190507,
"horizon-1": 36.04508314583292,
"horizon-2": 36.03277011130065,
"horizon-3": 36.07245019953725,
"horizon-4": 36.036860191913526,
"horizon-5": 36.06697949149282,
"horizon-6": 36.059860138619854,
"horizon-7": 36.01416880305079,
"horizon-8": 36.01280394134847,
"horizon-9": 35.98420040402274,
"horizon-10": 35.97734005955863,
"horizon-11": 35.993718399986406
},
"PCC": {
"horizon-0": 0.01915032095029519,
"horizon-1": 0.0102308992816901,
"horizon-2": 0.013866559287266676,
"horizon-3": -0.011977589498186902,
"horizon-4": 0.00219585535323262,
"horizon-5": -0.017605702106476898,
"horizon-6": -0.021493827628057027,
"horizon-7": 0.0004697952140168748,
"horizon-8": -0.0019096355107542254,
"horizon-9": 0.009645337577681372,
"horizon-10": 0.015833371964057485,
"horizon-11": -0.004587410488434964
},
"loss": 36.02818228409336,
"mae": 22.134200964621385,
"pcc": 0.0014510237041973444
}

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