no code implementations • 18 Jan 2020 • Carl Yang, Mengxiong Liu, Frank He, Jian Peng, Jiawei Han
With extensive experiments of two classic network mining tasks on different real-world large datasets, we show that our proposed cube2net pipeline is general, and much more effective and efficient in query-specific network construction, compared with other methods without the leverage of data cube or reinforcement learning.
1 code implementation • 21 Dec 2017 • Carl Yang, Mengxiong Liu, Zongyi Wang, Liyuan Liu, Jiawei Han
Unlike most existing embedding methods that are task-agnostic, we simultaneously solve for the underlying node representations and the optimal clustering assignments in an end-to-end manner.
Social and Information Networks Physics and Society