Search Results for author: Guowei Zhang

Found 5 papers, 2 papers with code

GIPA: General Information Propagation Algorithm for Graph Learning

1 code implementation13 May 2021 Qinkai Zheng, Houyi Li, Peng Zhang, Zhixiong Yang, Guowei Zhang, Xintan Zeng, Yongchao Liu

Graph neural networks (GNNs) have been popularly used in analyzing graph-structured data, showing promising results in various applications such as node classification, link prediction and network recommendation.

Graph Attention Graph Learning +2

GraphTheta: A Distributed Graph Neural Network Learning System With Flexible Training Strategy

no code implementations21 Apr 2021 Houyi Li, Yongchao Liu, Yongyong Li, Bin Huang, Peng Zhang, Guowei Zhang, Xintan Zeng, Kefeng Deng, WenGuang Chen, Changhua He

In this paper, we present a new distributed graph learning system GraphTheta, which supports multiple training strategies and enables efficient and scalable learning on big graphs.

Graph Learning

A New Unified Deep Learning Approach with Decomposition-Reconstruction-Ensemble Framework for Time Series Forecasting

no code implementations22 Feb 2020 Guowei Zhang, Tao Ren, Yifan Yang

A new variational mode decomposition (VMD) based deep learning approach is proposed in this paper for time series forecasting problem.

Time Series Time Series Forecasting

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