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EV Demand Forecasting on Palo Alto Step 6

0.6726Average Quantile Score

LSTM-FedAvg

Updated 26d ago

Evaluation Results

Method
LSTM-FedAvg 2024.04	0.6726	0.5818	0.789	0.7603	0.4764	0.7955	0.7921	0.4762	0.7095	50
LSTM-PFL 2024.04	0.691	0.5702	0.8309	0.7679	0.4802	0.7899	0.8676	0.4973	0.7269	25
LSTM-FedProx 2024.04	0.7063	0.7748	0.8154	0.7662	0.7463	0.7776	0.8366	0.4702	0.7063	50
LSTM-pFedMe 2024.04	0.732	0.7408	0.7884	0.789	0.735	0.788	0.8185	0.476	0.7201	50
CNFGNN 2024.04	0.739	0.7404	0.7411	0.7355	0.7563	0.7021	0.7206	0.764	0.7521	25
GCRN-FedAvg 2024.04	0.7448	0.7473	0.7096	0.743	0.7653	0.7052	0.7563	0.7631	0.7604	37.5
LSTM-CNN-FedAvg 2024.04	0.7455	0.7194	0.7039	0.7642	0.7449	0.7372	0.7757	0.7631	0.7555	25
PAG-FedAvg 2024.04	0.7534	0.7748	0.7587	0.7344	0.7772	0.733	0.7902	0.7609	0.698	37.5
LSTM-CNN-PFL 2024.04	0.7554	0.7749	0.7466	0.7644	0.7616	0.743	0.8038	0.7376	0.7111	50
No FL 2024.04	0.7585	0.7353	0.7713	0.7488	0.7734	0.7419	0.7902	0.7481	0.7592	0
GraphSAGE-FedAvg 2024.04	0.7606	0.7684	0.7364	0.7723	0.7678	0.741	0.7774	0.7604	0.7615	50
PFGL 2024.04	0.7684	0.7749	0.7643	0.7896	0.7783	0.7439	0.7862	0.7495	0.7607	75
Central 2024.04	0.8285	-	-	-	-	-	-	-	-	-
Central 2024.04	1.0974	-	-	-	-	-	-	-	-	-
PFGL 2024.04	1.318	1.3768	1.5469	1.3099	1.1325	1.6801	1.5183	0.9503	1.029	100
GraphSAGE-FedAvg 2024.04	1.3504	1.3728	1.5926	1.3267	1.1454	1.7651	1.5383	0.9799	1.0825	100
CNFGNN 2024.04	1.3525	1.3489	1.5789	1.3559	1.1612	1.7699	1.5729	0.9532	1.0793	100
LSTM-pFedMe 2024.04	1.3892	1.3558	1.7227	1.3416	1.1548	1.7239	1.619	1.0229	1.1726	87.5
LSTM-FedProx 2024.04	1.4217	1.3506	1.7284	1.3749	1.2324	1.7284	1.5606	1.1098	1.2883	62.5
GCRN-FedAvg 2024.04	1.4219	1.4513	1.6698	1.4843	1.1903	1.8284	1.6623	1.0062	1.0826	100
LSTM-CNN-PFL 2024.04	1.4252	1.4756	1.6808	1.4452	1.1794	1.839	1.6718	1.0113	1.0986	100
LSTM-CNN-FedAvg 2024.04	1.4267	1.4921	1.6805	1.416	1.1844	1.861	1.6717	1.0111	1.0968	100
LSTM-PFL 2024.04	1.4588	1.5107	1.6504	1.4995	1.2037	1.7949	1.6674	1.1186	1.225	75
LSTM-FedAvg 2024.04	1.4846	1.5075	1.6605	1.5281	1.214	1.8111	1.7175	1.1534	1.2843	75
No_FL 2024.04	1.5228	1.6377	1.8104	1.5343	1.2219	1.8841	1.8705	1.1031	1.1208	0
PAG-FedAvg 2024.04	1.5304	1.4939	1.7666	1.5963	1.3152	2.004	1.7644	1.044	1.2587	100
PFGL 2024.04	3.9813	4.1713	4.4544	3.701	3.5485	4.7736	5.0187	2.9461	3.2368	100
CNFGNN 2024.04	4.0656	4.2927	4.5791	3.7782	3.7633	4.5811	5.1661	3.0256	3.3389	100
GraphSAGE-FedAvg 2024.04	4.0858	4.3044	4.4738	3.7838	3.6303	4.6727	5.2961	2.9537	3.5716	100
LSTM-CNN-PFL 2024.04	4.1525	4.4348	4.7678	3.8686	3.6398	4.9492	5.3042	3.0571	3.1986	100
LSTM-CNN-FedAvg 2024.04	4.2358	4.2879	4.7923	4.1441	3.7645	4.8621	5.6288	3.1034	3.3035	100
PAG-FedAvg 2024.04	4.2462	4.4805	4.7293	3.6626	4.3968	4.9122	5.3385	3.2354	3.2142	100
GCRN-FedAvg 2024.04	4.2518	4.3415	4.7192	4.0985	4.0128	4.9653	5.1394	3.1249	3.6126	100
Central 2024.04	4.2677	-	-	-	-	-	-	-	-	-
LSTM-PFL 2024.04	4.4356	4.892	5.2963	4.3127	3.4221	5.1952	6.239	3.0354	3.2	63.3
LSTM-FedProx 2024.04	4.4788	5.0022	5.3836	4.2921	3.3704	5.2858	6.5579	2.9011	3.037	62.5
LSTM-pFedMe 2024.04	4.527	4.2383	5.317	5.317	5.317	5.2964	6.7345	3.2764	3.3657	87.5
LSTM-FedAvg 2024.04	4.5517	5.014	5.3843	4.4358	3.4362	5.3279	6.7106	2.9766	3.1284	63.3
No_FL 2024.04	4.711	4.8827	5.453	4.2709	4.1653	5.4922	6.2315	3.708	3.484	0