Search Results for author: Mengxiong Liu

Found 2 papers, 1 papers with code

cube2net: Efficient Query-Specific Network Construction with Data Cube Organization

no code implementations18 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.

reinforcement-learning Reinforcement Learning (RL)

Graph Clustering with Dynamic Embedding

1 code implementation21 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

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