EV Demand Forecasting on Palo Alto Step 1

2.9718Average Quality ScoreLSTM-pFedMe

Evaluation Results

Method
LSTM-pFedMe2024.04	2.9718	3.1545	3.8881	2.941	2.941	3.4927	4.2935	2.0946	1.6871	37.5
LSTM-FedAvg2024.04	2.9467	3.3085	3.5621	2.8975	2.1461	3.6088	4.1508	1.9084	1.9912	25
PAG-FedAvg2024.04	2.8652	3.1271	3.1644	2.5009	2.7687	3.4351	3.4793	2.3202	2.1262	100
No_FL2024.04	2.8489	3.2895	3.3887	2.6677	2.2182	3.4256	3.4951	2.5997	1.7068	0
LSTM-FedProx2024.04	2.8232	3.1762	3.4618	2.845	2.0741	3.4641	4.0076	1.8764	1.6804	50
LSTM-PFL2024.04	2.819	3.1057	3.5875	2.7625	2.0527	3.488	3.7674	2.0447	1.7433	37.5
GraphSAGE-FedAvg2024.04	2.7356	3.1006	3.2135	2.439	2.2346	3.4751	3.3365	2.3352	1.7506	100
CNFGNN2024.04	2.717	3.1372	3.1707	2.4386	2.0509	3.5784	3.3498	2.2508	1.7596	75
GCRN-FedAvg2024.04	2.7123	3.1325	3.1711	2.53	2.1211	3.5486	3.1869	2.3589	1.6494	100
LSTM-CNN-FedAvg2024.04	2.6978	3.1142	3.1183	2.4359	2.0102	3.4061	3.353	2.426	1.719	87.5
LSTM-CNN-PFL2024.04	2.66	2.955	3.2347	2.4363	2.0022	3.3019	3.3621	2.3433	1.6445	100
PFGL2024.04	2.5847	2.9418	3.0921	2.2926	2.205	3.2676	3.1491	2.2324	1.4973	100
Central2024.04	2.4308	—	—	—	—	—	—	—	—	—
PAG-FedAvg2024.04	1.0071	0.969	1.1096	0.9104	1.1082	1.1308	1.1674	0.7648	0.8964	100
LSTM-FedProx2024.04	0.9199	0.9916	1.1041	0.8417	0.7546	1.2224	0.9593	0.8029	0.6825	50
LSTM-FedAvg2024.04	0.9171	0.9842	1.0976	0.9069	0.7268	1.1435	1.0472	0.7699	0.6603	50
No_FL2024.04	0.9107	0.9973	1.1415	0.8761	0.7271	1.1348	1.0764	0.7285	0.6035	0
LSTM-pFedMe2024.04	0.9033	0.919	1.058	0.876	0.7653	1.2108	0.9414	0.7726	0.683	50
LSTM-PFL2024.04	0.8895	0.9706	1.0907	0.8604	0.7196	1.1055	1.033	0.7244	0.6117	87.5
LSTM-CNN-FedAvg2024.04	0.8823	0.967	1.0862	0.8445	0.7131	1.1492	1.011	0.701	0.5859	87.5
LSTM-CNN-PFL2024.04	0.8817	0.984	1.0697	0.844	0.7129	1.1502	1.0159	0.7044	0.5723	87.5
GCRN-FedAvg2024.04	0.8796	0.9549	1.0895	0.8587	0.7072	1.1079	1.0432	0.704	0.5711	100
CNFGNN2024.04	0.8648	0.9251	1.0634	0.8406	0.6934	1.1053	1.0228	0.6939	0.5736	100
GraphSAGE-FedAvg2024.04	0.8609	0.9463	1.0682	0.823	0.6961	1.0883	1.0041	0.6953	0.5664	100
PFGL2024.04	0.8577	0.9215	1.0575	0.8295	0.6899	1.1216	1.0006	0.6892	0.552	100
Central2024.04	0.8261	—	—	—	—	—	—	—	—	—
LSTM-pFedMe2024.04	0.8172	0.8286	0.8141	0.8141	0.7987	0.814	0.8666	0.7651	0.8224	37.5
GraphSAGE-FedAvg2024.04	0.8145	0.809	0.8261	0.8328	0.7436	0.8132	0.8411	0.8089	0.841	37.5
LSTM-FedAvg2024.04	0.7942	0.8378	0.8468	0.8448	0.8218	0.8111	0.8995	0.464	0.8283	25
No FL2024.04	0.7929	0.8089	0.7804	0.7365	0.8007	0.7618	0.8219	0.8264	0.8066	0
LSTM-PFL2024.04	0.7909	0.5825	0.8483	0.846	0.7287	0.8132	0.8807	0.804	0.8237	37.5
GCRN-FedAvg2024.04	0.7808	0.8062	0.7605	0.8073	0.7847	0.8158	0.6988	0.7618	0.8111	0
LSTM-CNN-PFL2024.04	0.779	0.8138	0.8035	0.8035	0.6792	0.7057	0.7452	0.8483	0.8019	25
PFGL2024.04	0.7763	0.7829	0.7836	0.7309	0.8096	0.7346	0.7821	0.799	0.7876	37.5
CNFGNN2024.04	0.7755	0.803	0.7694	0.7515	0.7655	0.7846	0.7817	0.7886	0.7538	62.5
LSTM-CNN-FedAvg2024.04	0.7696	0.8312	0.8145	0.6424	0.7203	0.7672	0.7335	0.8362	0.8111	25
LSTM-FedProx2024.04	0.7388	0.7795	0.8389	0.8322	0.4976	0.7898	0.7898	0.4595	0.821	25
PAG-FedAvg2024.04	0.6376	0.7614	0.7439	0.5873	0.5145	0.7161	0.6194	0.6109	0.5474	0
Central2024.04	0.6274	—	—	—	—	—	—	—	—	—