Link prediction in complex networks: A survey

L Lü, T Zhou - Physica A: statistical mechanics and its applications, 2011 - Elsevier
Link prediction in complex networks has attracted increasing attention from both physical
and computer science communities. The algorithms can be used to extract missing …

A modified DeepWalk method for link prediction in attributed social network

K Berahmand, E Nasiri, M Rostami, S Forouzandeh - Computing, 2021 - Springer
The increasing growth of online social networks has drawn researchers' attention to link
prediction and has been adopted in many fields, including computer sciences, information …

Link prediction in complex networks: A local naïve Bayes model

Z Liu, QM Zhang, L Lü, T Zhou - Europhysics Letters, 2011 - iopscience.iop.org
The common-neighbor–based method is simple yet effective to predict missing links, which
assume that two nodes are more likely to be connected if they have more common …

Biased random walk with restart for link prediction with graph embedding method

Y Zhou, C Wu, L Tan - Physica A: Statistical Mechanics and Its Applications, 2021 - Elsevier
Link prediction is an important problem in topics of complex networks, which can be applied
to many practical scenarios such as information retrieval and marketing analysis. Strategies …

Node similarity measuring in complex networks with relative entropy

T Wen, S Duan, W Jiang - … in Nonlinear Science and Numerical Simulation, 2019 - Elsevier
Measuring the similarity of nodes in complex network has been significant research in the
analysis of complex characteristic. Several existing methods have been proposed to …

Efficient network disintegration under incomplete information: the comic effect of link prediction

SY Tan, J Wu, L Lü, MJ Li, X Lu - Scientific reports, 2016 - nature.com
The study of network disintegration has attracted much attention due to its wide applications,
including suppressing the epidemic spreading, destabilizing terrorist network, preventing …

Uncovering missing links with cold ends

YX Zhu, L Lü, QM Zhang, T Zhou - Physica A: Statistical Mechanics and its …, 2012 - Elsevier
To evaluate the performance of prediction of missing links, the known data are randomly
divided into two parts, the training set and the probe set. We argue that this straightforward …