Table 7.

AUC results of interaction networks involving people, protein–protein interaction networks and offline social networks

	Interaction networks involving people			Protein–protein interaction networks				Offline social networks
Methods	CHS	CRE	UCI	FGS	STL	VDL	YST	ADE	IFT	JAZ	PHY	RSD
CN	0.8783	0.5043	0.7262	0.5526	0.5238	0.6162	0.5917	0.7652	0.9362	0.9576	0.9085	0.8407
Salton	0.8784	0.5051	0.6923	0.5474	0.5229	0.6169	0.5894	0.7695	0.9367	0.9659	0.9208	0.8394
JI	0.8779	0.5045	0.6998	0.5486	0.5253	0.6153	0.5881	0.7700	0.9401	0.9580	0.9212	0.8365
Sorens	0.8828	0.5043	0.6905	0.5485	0.5249	0.6146	0.5897	0.7678	0.9369	0.9615	0.9156	0.8376
HPI	0.8747	0.5036	0.6924	0.5506	0.5248	0.6179	0.5904	0.7647	0.9321	0.9484	0.9166	0.8389
HDI	0.8796	0.5057	0.6945	0.5479	0.5242	0.6179	0.5899	0.7712	0.9358	0.9487	0.9135	0.8333
LLHN	0.8740	0.5052	0.6643	0.5473	0.5252	0.6157	0.5894	0.7710	0.9246	0.9031	0.8955	0.8357
AA	0.8814	0.5054	0.7316	0.5561	0.5272	0.6176	0.5878	0.7726	0.9352	0.9611	0.9179	0.8399
RA	0.8787	0.5061	0.7269	0.5537	0.5246	0.6176	0.5920	0.7661	0.9368	0.9694	0.9207	0.8437
PA	0.9316	0.6189	0.8369	0.8080	0.6890	0.7463	0.4885	0.6147	0.7134	0.7671	0.6212	0.5200
LNBCN	0.8787	0.5056	0.7345	0.5783	0.5278	0.6138	0.5890	0.7699	0.9327	0.9594	0.9125	0.8407
LNBAA	0.8828	0.5060	0.7294	0.5742	0.5268	0.6170	0.5873	0.7701	0.9386	0.9636	0.9194	0.8470
LNBRA	0.8788	0.5040	0.7282	0.5765	0.5256	0.6148	0.5894	0.7748	0.9356	0.9726	0.9113	0.8368
TSCN	0.5362	0.5507	0.5231	0.4760	0.5737	0.5144	0.5747	0.6996	0.5365	0.5141	0.6266	0.8891
LPI	0.9391	0.5876	0.8016	0.8016	0.7156	0.7667	0.6178	0.8430	0.9526	0.9509	0.9055	0.9062
KI	0.9311	0.5770	0.8087	0.7550	0.6546	0.7507	0.5742	0.8844	0.9525	0.9425	0.9039	0.9164
GLHN	0.9099	0.5022	0.5586	0.4939	0.5635	0.6513	0.5031	0.8786	0.9362	0.8082	0.8379	0.9062
ACT	0.8555	0.7001	0.8349	0.8982	0.8421	0.8162	0.7681	0.6570	0.8088	0.7773	0.6581	0.5290
RWR	0.9468	0.5870	0.8037	0.8031	0.6777	0.7727	0.5803	0.9047	0.9606	0.9500	0.9118	0.9194
SR	0.9398	0.4834	0.6586	0.3261	0.5220	0.7006	0.5845	0.9022	0.9510	0.8991	0.9057	0.9193
LRW	0.9444	0.5881	0.8151	0.8494	0.7220	0.7684	0.6184	0.8471	0.9613	0.9529	0.9221	0.9149
SRW	0.9440	0.5893	0.7863	0.8353	0.7089	0.7665	0.6134	0.8433	0.9647	0.9663	0.9246	0.9163
MFI	0.9417	0.5538	0.7774	0.7453	0.6419	0.7347	0.5755	0.9041	0.9534	0.9222	0.9129	0.9121
SBM	0.9015	0.6562	0.8370	0.9532	0.8557	0.8206	0.7966	0.8360	0.9423	0.9172	0.8599	0.8891
SVM	0.7586	0.6429	0.7157	0.8864	0.7568	0.8125	0.6518	0.7316	0.7175	0.7023	0.7359	0.7618
KNN	0.7315	0.5824	0.6038	0.7316	0.5873	0.7519	0.5940	0.6657	0.7191	0.7524	0.7742	0.7369
DT	0.5200	0.5109	0.5347	0.5021	0.6195	0.5472	0.5268	0.5268	0.5481	0.5816	0.5364	0.5660
Bayes	0.8126	0.6318	0.6234	0.7964	0.7122	0.8195	0.7616	0.7586	0.7499	0.8978	0.9005	0.8993
LR	0.7557	0.6291	0.6809	0.8149	0.7233	0.7157	0.5763	0.6584	0.6815	0.9038	0.7125	0.7067
MLP	0.7250	0.6314	0.6922	0.8075	0.7354	0.7341	0.6008	0.6596	0.6971	0.7833	0.7654	0.8050
MF	0.9368	0.8925	0.8953	0.9657	0.8904	0.9026	0.9269	0.8925	0.9431	0.9784	0.9529	0.9211
DeepWalk	0.6259	0.6152	0.5264	0.5639	0.5967	0.6654	0.6872	0.6562	0.7254	0.6533	0.6194	0.8582
Node2vec	0.9436	0.9643	0.6366	0.8700	0.9416	0.9497	0.9765	0.9623	0.9378	0.9046	0.9297	0.9658
Struc2vec	0.9466	0.9713	0.8533	0.9488	0.8815	0.9108	0.9340	0.9737	0.9604	0.9325	0.9308	0.9655
GCN	0.6901	0.5475	0.6481	0.6140	0.5795	0.6054	0.5043	0.5153	0.5505	0.5967	0.5359	0.6056
GraphSAGE	0.7904	0.6012	0.7261	0.7339	0.6898	0.6624	0.6819	0.7066	0.8083	0.7958	0.7478	0.6740
WLNM	0.5406	0.5984	0.6994	0.8230	0.7369	0.7823	0.7506	0.7940	0.8457	0.8459	0.7677	0.7634
DGCNN	0.9139	0.8714	0.9361	0.9382	0.8399	0.8199	0.9114	0.8873	0.9406	0.9190	0.9108	0.9067
SEAL	0.9651	0.8127	0.8597	0.9593	0.9128	0.9017	0.9051	0.8961	0.9528	0.9539	0.8898	0.9124
LINE	0.8119	0.5690	0.5169	0.5214	0.5599	0.6960	0.7596	0.8274	0.9514	0.8838	0.8696	0.9023
SDNE	0.9312	0.9576	0.6153	0.8975	0.9217	0.9366	0.9518	0.9549	0.9421	0.9133	0.9152	0.9267
VERSE	0.9930	0.9687	0.9686	0.9915	0.9815	0.9897	0.9938	0.9909	0.9925	0.9701	0.9698	0.9714