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EV Demand Forecasting on Palo Alto Step 1

2.9718Average Quality Score

LSTM-pFedMe

Updated 26d ago

Evaluation Results

Method
LSTM-pFedMe 2024.04	2.9718	3.1545	3.8881	2.941	2.941	3.4927	4.2935	2.0946	1.6871	37.5
LSTM-FedAvg 2024.04	2.9467	3.3085	3.5621	2.8975	2.1461	3.6088	4.1508	1.9084	1.9912	25
PAG-FedAvg 2024.04	2.8652	3.1271	3.1644	2.5009	2.7687	3.4351	3.4793	2.3202	2.1262	100
No_FL 2024.04	2.8489	3.2895	3.3887	2.6677	2.2182	3.4256	3.4951	2.5997	1.7068	0
LSTM-FedProx 2024.04	2.8232	3.1762	3.4618	2.845	2.0741	3.4641	4.0076	1.8764	1.6804	50
LSTM-PFL 2024.04	2.819	3.1057	3.5875	2.7625	2.0527	3.488	3.7674	2.0447	1.7433	37.5
GraphSAGE-FedAvg 2024.04	2.7356	3.1006	3.2135	2.439	2.2346	3.4751	3.3365	2.3352	1.7506	100
CNFGNN 2024.04	2.717	3.1372	3.1707	2.4386	2.0509	3.5784	3.3498	2.2508	1.7596	75
GCRN-FedAvg 2024.04	2.7123	3.1325	3.1711	2.53	2.1211	3.5486	3.1869	2.3589	1.6494	100
LSTM-CNN-FedAvg 2024.04	2.6978	3.1142	3.1183	2.4359	2.0102	3.4061	3.353	2.426	1.719	87.5
LSTM-CNN-PFL 2024.04	2.66	2.955	3.2347	2.4363	2.0022	3.3019	3.3621	2.3433	1.6445	100
PFGL 2024.04	2.5847	2.9418	3.0921	2.2926	2.205	3.2676	3.1491	2.2324	1.4973	100
Central 2024.04	2.4308	-	-	-	-	-	-	-	-	-
PAG-FedAvg 2024.04	1.0071	0.969	1.1096	0.9104	1.1082	1.1308	1.1674	0.7648	0.8964	100
LSTM-FedProx 2024.04	0.9199	0.9916	1.1041	0.8417	0.7546	1.2224	0.9593	0.8029	0.6825	50
LSTM-FedAvg 2024.04	0.9171	0.9842	1.0976	0.9069	0.7268	1.1435	1.0472	0.7699	0.6603	50
No_FL 2024.04	0.9107	0.9973	1.1415	0.8761	0.7271	1.1348	1.0764	0.7285	0.6035	0
LSTM-pFedMe 2024.04	0.9033	0.919	1.058	0.876	0.7653	1.2108	0.9414	0.7726	0.683	50
LSTM-PFL 2024.04	0.8895	0.9706	1.0907	0.8604	0.7196	1.1055	1.033	0.7244	0.6117	87.5
LSTM-CNN-FedAvg 2024.04	0.8823	0.967	1.0862	0.8445	0.7131	1.1492	1.011	0.701	0.5859	87.5
LSTM-CNN-PFL 2024.04	0.8817	0.984	1.0697	0.844	0.7129	1.1502	1.0159	0.7044	0.5723	87.5
GCRN-FedAvg 2024.04	0.8796	0.9549	1.0895	0.8587	0.7072	1.1079	1.0432	0.704	0.5711	100
CNFGNN 2024.04	0.8648	0.9251	1.0634	0.8406	0.6934	1.1053	1.0228	0.6939	0.5736	100
GraphSAGE-FedAvg 2024.04	0.8609	0.9463	1.0682	0.823	0.6961	1.0883	1.0041	0.6953	0.5664	100
PFGL 2024.04	0.8577	0.9215	1.0575	0.8295	0.6899	1.1216	1.0006	0.6892	0.552	100
Central 2024.04	0.8261	-	-	-	-	-	-	-	-	-
LSTM-pFedMe 2024.04	0.8172	0.8286	0.8141	0.8141	0.7987	0.814	0.8666	0.7651	0.8224	37.5
GraphSAGE-FedAvg 2024.04	0.8145	0.809	0.8261	0.8328	0.7436	0.8132	0.8411	0.8089	0.841	37.5
LSTM-FedAvg 2024.04	0.7942	0.8378	0.8468	0.8448	0.8218	0.8111	0.8995	0.464	0.8283	25
No FL 2024.04	0.7929	0.8089	0.7804	0.7365	0.8007	0.7618	0.8219	0.8264	0.8066	0
LSTM-PFL 2024.04	0.7909	0.5825	0.8483	0.846	0.7287	0.8132	0.8807	0.804	0.8237	37.5
GCRN-FedAvg 2024.04	0.7808	0.8062	0.7605	0.8073	0.7847	0.8158	0.6988	0.7618	0.8111	0
LSTM-CNN-PFL 2024.04	0.779	0.8138	0.8035	0.8035	0.6792	0.7057	0.7452	0.8483	0.8019	25
PFGL 2024.04	0.7763	0.7829	0.7836	0.7309	0.8096	0.7346	0.7821	0.799	0.7876	37.5
CNFGNN 2024.04	0.7755	0.803	0.7694	0.7515	0.7655	0.7846	0.7817	0.7886	0.7538	62.5
LSTM-CNN-FedAvg 2024.04	0.7696	0.8312	0.8145	0.6424	0.7203	0.7672	0.7335	0.8362	0.8111	25
LSTM-FedProx 2024.04	0.7388	0.7795	0.8389	0.8322	0.4976	0.7898	0.7898	0.4595	0.821	25
PAG-FedAvg 2024.04	0.6376	0.7614	0.7439	0.5873	0.5145	0.7161	0.6194	0.6109	0.5474	0
Central 2024.04	0.6274	-	-	-	-	-	-	-	-	-