Searchgraph convolutional networkreturned 50 results

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1

Approach for personalized next POI recommendation for spatio-temporal context awareness

时空上下文感知的下一个POI推荐方法

Hai Yan

Wang Jing

Liu Zhizhong

next POI recommendation

POI prevalence

spatio-temporal context(STC)

POI spatio-temporal transfer graph

graph attention networks(GAT)

spatial temporal graph convolutional networks(ST-GCN)

Accepted Paper No. 11, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0539

2

Social group discovery based on temporal graph neural networks

基于时序图神经网络的社会团体发现

Li Ze

Zhao Weichao

Xu Huiwen

group discovery

graph convolutional network

node representation

temporal graph

Accepted Paper No. 9, 2025 : doi:10.19734/j.issn.1001-3695.2024.12.0534

3

Aspect-based sentiment analysis based on syntactic dependency enhancement and aspect semantic focus

基于句法依存增强和方面语义聚焦的方面级情感分析

Wang Yili

Chen Haowen

Yuan Chengsheng

aspect-based sentiment analysis

syntactic structure

semantic features

graph convolutional network

attention mechanism

Accepted Paper No. 9, 2025 : doi:10.19734/j.issn.1001-3695.2025.03.0039

4

Behavior recognition method based on cross-agent interaction and multi-scale time enhancement

基于跨主体交互和多尺度时间增强的行为识别方法

Zhang Junyi

Zhao Peipei

Liang Song

Yang Di

Sun Aoran

Xiao Tao

behavior recognition

graph convolutional network

CTR-GCN

two-person interaction behavior recognition

Transformer

attention mechanisms

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0508

5

Multimodal aspect-level sentiment analysis based on cross-modal interaction Transformer

基于跨模态交互Transformer的多模态方面级情感分析

Gan Zhuohao

Miao Yuqing

Liu Tonglai

Zhang Wanzhen

Zhou Ming

multimodal aspect-level sentiment analysis

cross-modal interaction

transformer

graph convolutional networks

adjective-noun pair

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0517

6

Link prediction method of medical temporal knowledge graph based on evolutionary learning

基于演化学习的医疗时序知识图谱链接预测方法

Niu Chongqing

Lu Jing

Du Yuxuan

Wang Shaoyu

electronic medical records

medical temporal knowledge graph

evolutionary learning

graph convolutional network

relation co-occurrence graph

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2025.01.0007

7

Bundle recommendation model based on complete hypergraph neural network

基于完整超图神经网络的捆绑推荐模型

Wang Haonan

He Ping'an

Dai Qi

graph neural network

bundle recommendation

hyper graph

graph convolutional network

No. 7, 2025 : 2003-2010 doi:10.19734/j.issn.1001-3695.2024.11.0494

8

Information complementarity and cross-attention for cross-modal retrieval

基于信息互补与交叉注意力的跨模态检索方法

Wang Dan

Zhang Feng

Zhang Hui

Zhu Jie

information complementarity

cross-attention

graph convolutional network(GCN)

cross-modal retrieval

No. 7, 2025 : 2032-2038 doi:10.19734/j.issn.1001-3695.2025.01.0003

9

SP-CPGCN: causality-perception graph convolutional network on superpixel prior for pneumoconiosis staging

SP-CPGCN:用于尘肺病分期的超像素先验因果感知图卷积网络

Wang Yueying

Ji Guohua

Feng Weiyi

Zhao Juanjuan

Qiang Yan

Ma Jianfen

Shi Yiwei

Yang Fan

graph convolutional network(GNN)

causal inference

superpixel

chest X-ray

pneumoconiosis staging

No. 6, 2025 : 1873-1879 doi:10.19734/j.issn.1001-3695.2024.08.0352

10

Dynamic population hypergraph convolutional network for autism spectrum disorder diagnosis

基于动态人群超图卷积网络的自闭症诊断方法

Wang Guohua

Wang Lifang

Xue Xiaohong

Wang Qianshan

Li Haifang

austim spectrum disorder(ASD) diagnosis

dynamic hypergraph convolution network

functional magnetic resonance imaging

dynamic amplitude of low frequency fluctuation

No. 5, 2025 : 1356-1362 doi:10.19734/j.issn.1001-3695.2024.11.0427

11

3D human pose estimation and refinement based on joint structural dependencies

基于关节结构依赖的三维人体姿态估计与优化策略

Wang Binzi

Ning Xin

Shu Yang

Ding Youdong

diffusion model

3D human pose estimation(3D HPE)

graph convolutional network

Transformer

No. 4, 2025 : 1268-1273 doi:10.19734/j.issn.1001-3695.2024.06.0253

12

Action recognition based on multi-level graph topology comparison and refinement

基于多层次图拓扑对比细化的动作识别

Tang Yuan

Wei Wei

Zheng Cheng

Li Chen

Jiang Haowen

action recognition

graph convolutional network

contrastive learning

multi-level

topology refinement

No. 2, 2025 : 630-635 doi:10.19734/j.issn.1001-3695.2024.04.0167

13

Graph convolutional recommendation based on adjacency matrix optimization and negative sampling

基于邻接矩阵优化和负采样的图卷积推荐

Wang Hui

Liang Xingzhu

Zhang Xu

Xia Chenxing

recommendation system

graph convolutional network

collaborative filtering

embedding optimization

No. 12, 2024 : 3628-3633 doi:10.19734/j.issn.1001-3695.2024.04.0126

14

Exercise embeddings and learning-forgetting features boosted knowledge tracing

练习嵌入和学习遗忘特征增强的知识追踪模型

Zhang Wei

Li Zhixin

Gong Zhongwei

Luo Peihua

Song Lingling

knowledge tracing(KT)

exercise embedding

learning and forgetting

relational graph convolutional network

No. 11, 2024 : 3265-3271 doi:10.19734/j.issn.1001-3695.2024.04.0093

15

Blockchain fraud detection method based on reinforced graph convolutional network and spatiotemporal recurrent gates

基于强化图卷积和时空循环门的区块链非法交易检测方法

Xia Xin

Ren Xiuli

blockchain

Bitcoin network

graph convolutional network

illegal transaction identification

No. 9, 2024 : 2592-2597 doi:10.19734/j.issn.1001-3695.2023.12.0616

16

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

17

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

18

Dual-channel graph convolutional network with word-order knowledge for aspect-based sentiment analysis

基于语序知识的双通道图卷积网络方面级情感分析

Huang Jun

Liu Yang

Wang Qingfeng

Chen Liwei

Qiu Jialin

Li Maofeng

aspect-based sentiment analysis

word-order knowledge

sentiment information

attention mechanism

syntactic dependence

graph convolutional network

No. 3, 2024 : 779-785 doi:10.19734/j.issn.1001-3695.2023.07.0310

19

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

20

Three-dimensional human motion prediction combining spatiotemporal graph convolutional networks and non-autoregressive models

融合时空图卷积网络与非自回归模型的三维人体运动预测

Liu Yisong

Gao Hanlu

Cai Kaixiang

human motion prediction

non-autoregressive

graph convolutional network

No. 3, 2024 : 956-960 doi:10.19734/j.issn.1001-3695.2023.07.0323

21

Research on house price forecasting model based on graph neural network and short-term memory model

基于图神经网络和长短期记忆模型的房价预测方法

Liu Xin

Du Hongli

Wen Daozhou

house price forecasting

graph convolutional networks

long short-term memory

spatiotemporal attention

No. 11, 2023 : 3282-3288 doi:10.19734/j.issn.1001-3695.2023.03.0104

22

Arbitrary angle sitting posture recognition based on human skeleton

一种基于人体骨架的任意角度坐姿识别方法

Ye Qilang

Li Daixin

Nan Hai

sitting recognition

human pose estimation

graph convolutional network

contrast network

modal fusion

No. 11, 2023 : 3509-3514 doi:10.19734/j.issn.1001-3695.2023.03.0070

23

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

24

Object saliency ranking awareness network for efficient image retrieval

物体显著性排名感知网络用于高效图像检索

Li Linfeng

Chen Chenglizhao

Wang Hengsen

saliency ranking

scene perception

graph convolutional network

image retrieval

No. 10, 2023 : 3186-3193,3200 doi:10.19734/j.issn.1001-3695.2023.01.0028

25

Information diffusion prediction based on hypergraph attention mechanism and graph convolution network

融合超图注意力机制与图卷积网络的信息扩散预测

Miao Chenxiang

Liu Xiaoyang

hypergraph

graph convolutional network

gating mechanism

multi-head attention mechanism

diffusion prediction

No. 6, 2023 : 1715-1720 doi:10.19734/j.issn.1001-3695.2022.10.0510

26

Graph contrastive learning recommendation algorithm based on mixed sampling

基于混合采样的图对比学习推荐算法

Yuan Congqi

Liu Yuan

Liu Jingwen

graph convolutional network

recommender systems

hard negative samples

graph contrastive learning

No. 5, 2023 : 1346-1351 doi:10.19734/j.issn.1001-3695.2022.10.0533

27

Graph convolution collaborative filtering algorithm for discriminating interaction intentions

区分交互意图的图卷积协同过滤算法

Zheng Teju

Liu Xiangyang

graph convolutional network

collaborative filtering

attention mechanism

interaction intention

No. 4, 2023 : 1059-1064 doi:10.19734/j.issn.1001-3695.2022.09.0458

28

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

29

Graph convolutional network based unsupervised cross-modal hashing retrieval

基于图卷积网络的无监督跨模态哈希检索算法

Ding Shuyan

Yu Heng

Li Lunbo

Guo Jianhui

cross-modal retrieval

graph convolutional network

deep learning

unsupervised hashing

No. 3, 2023 : 789-793 doi:10.19734/j.issn.1001-3695.2022.07.0398

30

Traffic flow prediction model based on graph convolutional network for traffic intersections

基于图卷积网络的交通路口流量预测模型

He Qinwei

Li Xuejun

Liao Jing

traffic flow prediction

taxi trajectory data

urban road network

spatio-temporal model

No. 2, 2023 : 440-444 doi:10.19734/j.issn.1001-3695.2022.06.0307

31

Capsule-based graph convolutional disentanglement for session-aware recommendation

基于胶囊图卷积的解缠绕会话感知推荐方法

Tao Yuhe

Gao Rong

Shao Xiongkai

Wu Xinyun

Li Jing

recommendation system

deep learning

graph convolutional network

attention mechanism

capsule network

user intention

No. 1, 2023 : 122-128 doi:10.19734/j.issn.1001-3695.2022.05.0283

32

Graph convolutional networks based on structural errors

基于结构误差的图卷积网络

Wu Lin

Xu Ruyu

Su Xingwang

Huang Jinbo

Wang Xiaoming

deep learning

action recognition

graph convolutional network

SVM

generalization error

No. 1, 2023 : 155-159 doi:10.19734/j.issn.1001-3695.2022.05.0279

33

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

34

Chinese aspect-based sentiment analysis integrating sentiment and topic information

融入情感和话题信息的中文方面级情感分析

Zhou Faguo

Sun Dongxue

aspect-based sentiment classification

graph convolutional network

social network

sentiment dictionary

double channels of char and word

multi-dimensional fusion

topic

No. 12, 2022 : 3614-3619,3625 doi:10.19734/j.issn.1001-3695.2022.05.0236

35

Traffic flow prediction based on gated recurrent graph convolutional network

基于门控循环图卷积网络的交通流预测

Wang Ming

Peng Jian

Huang Feihu

traffic flow prediction

graph convolutional network

gated recurrent unit

encoder-decoder architecture

No. 8, 2022 : 2301-2305 doi:10.19734/j.issn.1001-3695.2022.01.0026

36

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

37

Rumor detection with knowledge representation and graph convolutional network

引入知识表示的图卷积网络谣言检测方法

Guo Qiushi

Li Chenxi

Liu Jinshuo

knowledge representation

graph convolutional network

rumor detection

knowledge graph

No. 7, 2022 : 2032-2036 doi:10.19734/j.issn.1001-3695.2022.01.0003

38

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

39

Multi-behavior recommendation model based on light graph convolution and enhanced attention

基于轻量图卷积和注意力增强的多行为推荐模型

Gao Yulan

Huang Xianying

Tao Jia

recommender system

graph convolutional network

attention mechanism

multi-behavior

No. 6, 2022 : 1753-1759 doi:10.19734/j.issn.1001-3695.2021.11.0638

40

Attention based PM2.5 multi-order spatio-temporal graph convolutional network inference model

基于注意力机制的PM2.5多阶图卷积网络推断模型

Peng Yifei

Yang Wei

PM2.5

correlation coefficient matrix

graph convolution

spatial-temporal feature fusion

multi-order attention mechanism

No. 5, 2022 : 1491-1495 doi:10.19734/j.issn.1001-3695.2021.10.0471

41

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

42

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

43

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

44

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

45

Aspect level sentiment analysis based on distance and graph convolution network

基于距离与图卷积网络的方面级情感分析

Wu Haosheng

Miao Yuqing

Zhang Wanzhen

Zhou Ming

Wen Yimin

aspect level sentiment analysis

graph convolutional network

syntactic dependence

bidirectional long-short-term memory network

distance

No. 11, 2021 : 3274-3278,3321 doi:10.19734/j.issn.1001-3695.2021.04.0150

46

Prediction of graduation destination based on graph convolutional network embedded social relations

基于图卷积网络嵌入社交关系的毕业去向预测

Yang Guangze

Ouyang Yong

Sun Sisi

Chen Lingyu

Ye Zhiwei

graduation direction prediction

social relationship

graph convolutional network

attention mechanism

No. 11, 2021 : 3322-3326,3365 doi:10.19734/j.issn.1001-3695.2021.04.0110

47

Multi-label remote sensing image classification based on graph convolutional network

基于图卷积网络的多标签遥感图像分类

Yang Minhang

Chen Long

Liu Hui

Qian Yurong

convolutional neural network

graph convolutional network

multi-label

remote sensing image classification

No. 11, 2021 : 3439-3445 doi:10.19734/j.issn.1001-3695.2021.04.0153

48

Adaptive graph auto-encoder based on restarted random walk

基于重启随机游走的图自编码器

Li Lin

Liang Yongquan

Liu Guangming

graph embedding

network representation learning

graph auto-encoder

graph convolutional network

restarted random walk

adaptive learning strategy

No. 10, 2021 : 3009-3013 doi:10.19734/j.issn.1001-3695.2021.03.0083

49

Dynamic link prediction algorithm based on graph convolutional networks via temporal motif-based attention

基于时序模体注意力图卷积的动态网络链路预测算法

Wu Zheng

Chen Hongchang

Zhang Jianpeng

temporal motif

graph convolutional network

dynamic link prediction

No. 10, 2021 : 3143-3147 doi:10.19734/j.issn.1001-3695.2021.01.0029

50

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