Search Results for author: Xinyu Fu

Found 6 papers, 4 papers with code

MECCH: Metapath Context Convolution-based Heterogeneous Graph Neural Networks

1 code implementation23 Nov 2022 Xinyu Fu, Irwin King

Heterogeneous graph neural networks (HGNNs) were proposed for representation learning on structural data with multiple types of nodes and edges.

Computational Efficiency Link Prediction +2

Retrieving and ranking short medical questions with two stages neural matching model

no code implementations16 Nov 2020 Xiang Li, Xinyu Fu, Zheng Lu, Ruibin Bai, Uwe Aickelin, Peiming Ge, Gong Liu

Internet hospital is a rising business thanks to recent advances in mobile web technology and high demand of health care services.

Information Retrieval Retrieval

MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding

2 code implementations5 Feb 2020 Xinyu Fu, Jiani Zhang, Ziqiao Meng, Irwin King

A large number of real-world graphs or networks are inherently heterogeneous, involving a diversity of node types and relation types.

Clustering Graph Embedding +3

CRNN: A Joint Neural Network for Redundancy Detection

1 code implementation4 Jun 2017 Xinyu Fu, Eugene Ch'ng, Uwe Aickelin, Simon See

We observe that MGU achieves the optimal runtime and comparable performance against GRU and LSTM.

Benchmarking General Classification +3

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