SearchGCNreturned 19 results

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1

Traffic flow prediction model based on combining periodic graph convolution network and multi-head attention GRU

基于周期图卷积与多头注意力GRU组合的交通流量预测模型

Zhong Linlan

Zhang Anqin

Tian Xiuxia

traffic flow prediction

graph convolutional network(GCN)

multi-head attention mechanism

gated recurrent unit(GRU)

gated fusion mechanism

spatial-temporal fusion

No. 4, 2024 : 1041-1046 doi:10.19734/j.issn.1001-3695.2023.08.0362

2

Dual semantic correlation graph convolutional networks for cross-modal retrieval

基于二重语义相关性图卷积网络的跨模态检索方法

Liu Jianan

Fan Jingjing

Zhao Jianguang

Zhu Jie

semantic correlation

adaptive correlation matrix

graph convolutional network(GCN)

cross-modal retrieval

No. 4, 2024 : 1239-1246 doi:10.19734/j.issn.1001-3695.2023.08.0370

3

Inter-regional taxi demand forecasting based on time series correlation dynamic graph and ordinary differential equation

融合时序关联动态图与常微分方程的区域间出租车需求预测

Wang Haicheng

Ma Jiying

Zhang Yuanyuan

Yang Shaozu

demand forecasting

graph convolutional network(GCN)

ordinary differential equation(ODE)

distillation scheme

No. 3, 2024 : 794-798,860 doi:10.19734/j.issn.1001-3695.2023.06.0317

4

Event detection based on dependency information and graph convolutional network

基于图卷积网络融合依存信息的事件检测方法

Zhang Ziyue

Wang Yu

Xu Jian

dependency information

GCN

event detection

multi-order syntactic graph

dependent syntactic graph

No. 10, 2023 : 2967-2971,3006 doi:10.19734/j.issn.1001-3695.2023.03.0097

5

Aspect-based sentiment analysis based on local feature focusing

基于局部特征聚焦的方面级情感分析

Yu Bengong

Zhang Shuwen

Gao Chunyang

aspect-based sentiment analysis

local context weighting

graph convolutional network(GCN)

syntactic dependency

local features focusing

No. 3, 2023 : 682-688 doi:10.19734/j.issn.1001-3695.2022.07.0364

6

Multivariate time series forecasting with spatio-temporal graph convolutional network

基于时空图卷积网络的多变量时间序列预测方法

Li Huai'ao

Zhou Xiaofeng

Fang Lingshen

Li Shuai

Liu Shurui

multivariate time series forecasting

spatio-temporal graph convolutional network(GCN)

graph neural network

temporal convolutional network(TCN)

No. 12, 2022 : 3568-3573 doi:10.19734/j.issn.1001-3695.2022.05.0235

7

Action recognition based on adaptive partition and association of key-frame nodes

基于关键帧节点自适应分区与关联的行为识别算法

Liu Suolan

Tian Zhenzhen

Gu Jiahui

Zhou Yuejing

action recognition

key pose

adaptive

node association

STGCN

No. 11, 2022 : 3498-3502,3508 doi:10.19734/j.issn.1001-3695.2022.02.0123

8

Text classification combining text graph convolution and ensemble learning

融合文本图卷积和集成学习的文本分类方法

Zhou Xuanlang

Qiu Weigen

Zhang Lichen

text representation

text classification

Text GCN

ensemble learning

fusion model

No. 9, 2022 : 2621-2625 doi:10.19734/j.issn.1001-3695.2022.03.0066

9

RA-GCN: text classification algorithm suppressing over-smoothing phenomenon

RA-GCN：抑制过平滑现象的文本分类算法

Su Fanjun

Ma Mingxu

Tong Guoxiang

text classification

graph convolutional network

over-smoothing

attention mechanism

No. 8, 2022 : 2403-2408 doi:10.19734/j.issn.1001-3695.2022.02.0037

10

Aspect based sentiment analysis with progressive enhancement and graph convolution

基于渐进增强与图卷积的方面级情感分析模型

Qi Songzhe

Huang Xianying

Sun Haidong

Liu Jiayan

GCN

progressive enhancement

dependency tree

collaborative integration

No. 7, 2022 : 2037-2042 doi:10.19734/j.issn.1001-3695.2022.01.0005

11

Temporal knowledge graph prediction based on entities activity and copy generation

基于实体活跃度及复制生成的时序知识图谱推理

Liu Enhai

Chu Hang

Wang Liqin

Dong Yongfeng

knowledge graph

prediction

temporal

graph convolutional network(GCN)

gated recurrent unit(GRU)

No. 6, 2022 : 1737-1741 doi:10.19734/j.issn.1001-3695.2021.11.0611

12

Key frame extraction algorithm of reinforcement learning based on multi-channel feature and attention mechanism

融合多路特征和注意力机制的强化学习关键帧提取算法

Cao Chunping

Yuan Kaige

human skeleton

human posture recognition

S-GCN(spatial graph convolutional networks)

attention mechanism

ResNet50(residual network50)

reinforcement learning

No. 4, 2022 : 1274-1280 doi:10.19734/j.issn.1001-3695.2021.06.0332

13

Review of research on human action recognition methods

人体行为识别方法研究综述

Liang Xu

Li Wenxin

Zhang Hangning

computer vision

human action recognition

deep learning

GCN

data set

No. 3, 2022 : 651-660 doi:10.19734/j.issn.1001-3695.2021.07.0350

14

Traffic flow prediction based on multi-spatial-temporal graph convolutional network

基于多时空图卷积网络的交通流预测

Dai Junming

Cao Yang

Shen Qinqin

Shi Quan

traffic flow prediction

spatio-temporal correlation

encoder-decoder

Chebyshev polynomial

graph convolutional network(GCN)

No. 3, 2022 : 780-784 doi:10.19734/j.issn.1001-3695.2021.08.0361

15

2D/3D skeleton action recognition based on posture transformation and posture fusion

基于姿态校正与姿态融合的2D/3D骨架动作识别方法

Zeng Shengqiang

Li Lin

GCN(graph convolutional network)

attention mechanism

feature fusion

action recognition

human skeleton

No. 3, 2022 : 900-905 doi:10.19734/j.issn.1001-3695.2021.07.0286

16

Layer-wise graph convolutional network based on self-supervised learning strategy

基于自我监督学习策略的层智能图卷积网络

Sun Feng

Yang Guanci

Ajith Kumar V

Zhang Ansi

graph convolutional network(GCN)

self-supervised learning strategy

rely on large dataset

layer-wise

multi-task mechanism

link prediction

No. 1, 2022 : 128-133 doi:10.19734/j.issn.1001-3695.2021.06.0250

17

Entity alignment model based on two-way GCN and CVm

基于双向GCN和CVm的实体对齐模型研究

Wei Zhongcheng

Zhang Jieying

Lian Bin

Zhang Haiyan

knowledge graph

entity alignment

representation learning

GCN

semantic similarity

No. 9, 2021 : 2716-2720 doi:10.19734/j.issn.1001-3695.2020.12.0551

18

GCN-based entity alignment algorithm combined with attribute structure

结合属性结构的图卷积实体对齐算法

Tian Jiangwei

Li Junfeng

Liu Qing

entity alignment

knowledge base

GCN

attribute structure

representation learning

No. 7, 2021 : 1979-1982,1992 doi:10.19734/j.issn.1001-3695.2020.10.0366

19

Fabric classification based on graph convolutional network

基于图卷积神经网络的织物分类研究

Peng Tao

Peng Di

Liu Junping

Hu Xinrong

Zhang Zili

Chen Changnian

Jiang Minghua

fabric

fabric force model

visual words

multi-frame sequence

graph convolutional network(GCN)

No. 5, 2021 : 1581-1585,1594 doi:10.19734/j.issn.1001-3695.2020.05.0152