1 code implementation • 3 Jul 2023 • Min Li, Hao Zhou, Qun Liu, Yabin Shao, GuoYing Wang
It uses granular balls to simulate the spatial distribution characteristics of datasets, and informed entropy is utilized to further optimize the granular-ball space.
1 code implementation • 31 Dec 2022 • Xingping Xian, Tao Wu, Xiaoke Ma, Shaojie Qiao, Yabin Shao, Chao Wang, Lin Yuan, Yu Wu
Instead of sampling positive and negative links and heuristically computing the features of their enclosing subgraphs, GraphLP utilizes the feature learning ability of deep-learning models to automatically extract the structural patterns of graphs for link prediction under the assumption that real-world graphs are not locally isolated.
no code implementations • 21 Oct 2022 • Shuyin Xia, Xiaoyu Lian, Guoyin Wang, Xinbo Gao, Yabin Shao
Most existing fuzzy set methods use points as their input, which is the finest granularity from the perspective of granular computing.