notesum.ai

Published at November 9

Analyzing the Evolution of Graphs and Texts

cs.SI

cs.AI

Released Date: November 9, 2024

Authors: Xingzhi Guo¹

Aff.: ¹Stony Brook University

Arxiv: http://arxiv.org/abs/2411.06295v1

Refer to caption

		Academic		Patent Small		Coauthor Small
		F1	AUC	F1	AUC	F1	AUC
$d=128$
Static method	Node2Vec	0.833	0.975	0.648	0.917	0.477	0.955
Static method	Deepwalk	0.834	0.975	0.650	0.919	0.476	0.950
Dynamic method	DynTri.	0.817	0.969	0.560	0.866	0.435	0.943
	RandNE	0.587	0.867	0.428	0.756	0.337	0.830
	DynPPE.	0.808	0.962	0.630	0.911	0.448	0.951
$d=512$
Static method	Node2Vec	0.841	0.975	0.677	0.931	0.486	0.955
Static method	Deepwalk	0.842	0.975	0.680	0.931	0.495	0.955
Dynamic method	DynTri.	0.811	0.965	0.659	0.915	0.492	0.952
	RandNE	0.722	0.942	0.560	0.858	0.493	0.895
	DynPPE.	0.842	0.973	0.682	0.934	0.509	0.958