9 citations · 12 across the 11 of their papers we have counts for
5 papers · 1 filter
Domain matters: Towards domain-informed evaluation for link prediction
Yilin Bi, Junhao Bian, Shuyan Wan +2
Link prediction, a foundational task in complex network analysis, has extensive applications in critical scenarios such as social recommendation, drug target discovery, and knowled…
Impacts of Data Splitting Strategies on Parameterized Link Prediction Algorithms
Xinshan Jiao, Yuxin Luo, Yilin Bi +1
Link prediction is a fundamental problem in network science, aiming to infer potential or missing links based on observed network structures. With the increasing adoption of parame…
Predictability of Complex Systems
En Xu, Yilin Bi, Hongwei Hu +5
The study of complex systems has attracted widespread attention from researchers in the fields of natural sciences, social sciences, and engineering. Prediction is one of the centr…
Performances and Correlations of Centrality Measures in Complex Networks
Yilin Bi, Xinshan Jiao, Tao Zhou
Numerous centrality measures have been proposed to evaluate the importance of nodes in networks, yet comparative analyses of these measures remain limited. Based on 80 real-world n…
Hard negative sampling in hyperedge prediction
Zhenyu Deng, Tao Zhou, Yilin Bi
Hypergraph, which allows each hyperedge to encompass an arbitrary number of nodes, is a powerful tool for modeling multi-entity interactions. Hyperedge prediction is a fundamental…