Search图卷积returned 93 results

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1

Adaptive spatio-temporal graph convolutional network for skeleton-based action recognition

基于自适应时空图卷积的骨骼行为识别方法

Xu Hong

Lyu Kai

Yuan Liang

action recognition

graph convolutional network

adaptive

spatio-temporal topology

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0410

2

Crossmodal remote sensing semantic segmentation based on heterogeneous graph and Mamba

基于异质图和Mamba的跨模态遥感语义分割

Ye Zhiwei

Feng Qingyang

Liu Mingming

Wang Yuan

Gao Rong

Yan Lingyu

crossmodal

graph convolution

visual state space model

remote sensing semantic segmentation

No. 3, 2026 : 917-923 doi:10.19734/j.issn.1001-3695.2025.05.0225

3

FDR-Net:human motion prediction combining dynamic graph convolution and frequency-domain reasoning

FDR-Net:融合动态图卷积与频域推理的人体运动预测

Jia Wenbo

Zhang Sunjie

human motion prediction

dynamic graph convolution

frequency graph reasoning

reparameterization

temporal self-attention

Fourier transform

No. 3, 2026 : 954-960 doi:10.19734/j.issn.1001-3695.2025.05.0223

4

DDoS attack detection model based on Takens-Transformer and GCN

基于Takens-Transformer与GCN的DDoS攻击检测

Deng Yuyang

Lu Tianliang

Li Zhihao

Meng Haoyang

Li Jinru

network traffic

DDoS attack detection

Takens' theorem

graph convolutional network

Transformer

No. 2, 2026 : 567-576 doi:10.19734/j.issn.1001-3695.2025.05.0218

5

Relation extraction method integrating liquid neural networks and hierarchical graph convolution

融合液态神经网络与多层级图卷积的关系抽取方法

Li Ziliang

Li Xingchun

relation extraction

liquid neural network

graph convolution network

pre-trained model

attention gating

MLP

No. 1, 2026 : 69-75 doi:10.19734/j.issn.1001-3695.2025.06.0183

6

Multi-dimensional feature fusion and residual-enhanced learning for traffic flow prediction

基于多维特征融合与残差增强的交通流量预测

Zhang Zhenlin

Guo Huijie

Dou Tianfeng

Qi Kaiyuan

Wu Dong

Qu Zhijian

Ren Chongguang

traffic flow prediction

dynamic graph convolutional network

feature fusion

residual modeling

attention mechanism

No. 1, 2026 : 161-169 doi:10.19734/j.issn.1001-3695.2025.06.0168

7

Research on vehicle lane-changing intention prediction in expressway scenarios

高速公路场景下的车辆换道意图预测研究

Huang Haifeng

Huang Deqi

Huang Deyi

Liu Zhenhang

lane change intention identification

graph attention network(GATv2)

graph convolutional network(GCN)

attention mechanism

No. 12, 2025 : 3574-3581 doi:10.19734/j.issn.1001-3695.2025.05.0158

8

Multi-dimensional features graph convolutional network knowledge tracing

融合多维度特征的图卷积网络知识追踪模型

Fu Rui

Li Xiaolan

Xu Yan

He Baidan

Zhang Daqiang

knowledge tracing(KT)

graph convolutional network(GCN)

ternary interaction graph

multi-dimensional feature fusion

LSTM gating mechanism

No. 12, 2025 : 3602-3610 doi:10.19734/j.issn.1001-3695.2025.06.0156

9

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)

spatio-temporal transfer graph

graph attention networks(GAT)

spatial temporal graph convolutional networks(ST-GCN)

No. 11, 2025 : 3275-3283 doi:10.19734/j.issn.1001-3695.2024.11.0539

10

Ambiguous action recognition under multi-input-branch skeleton feature

多分支骨架特征输入下的歧义行为识别

Wang Chaoya

Han Hua

Wang Chunyuan

Tian Jin

skeleton recognition

graph convolution network

multiple-input-branches

ambiguous action

ambiguous feature refinement

No. 11, 2025 : 3497-3505 doi:10.19734/j.issn.1001-3695.2025.03.0056

11

Social group discovery based on temporal graph neural network

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

No. 9, 2025 : 2631-2636 doi:10.19734/j.issn.1001-3695.2024.12.0534

12

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(ABSA)

syntactic structure

semantic features

graph convolutional network(GCN)

attention mechanism

No. 9, 2025 : 2669-2675 doi:10.19734/j.issn.1001-3695.2025.03.0039

13

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

No. 9, 2025 : 2707-2713 doi:10.19734/j.issn.1001-3695.2024.11.0517

14

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

No. 9, 2025 : 2739-2744 doi:10.19734/j.issn.1001-3695.2025.01.0007

15

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

No. 9, 2025 : 2847-2855 doi:10.19734/j.issn.1001-3695.2024.11.0508

16

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

17

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

18

Skeleton behavior recognition combining adaptive local graph convolution with multi-scale time modeling

结合自适应局部图卷积与多尺度时间建模的骨架行为识别

Tian Qing

Yu Jingjing

Zhang Zheng

local graph convolution

adaptive graph

multi-scale time modeling

behavior recognition

No. 7, 2025 : 2199-2205 doi:10.19734/j.issn.1001-3695.2024.08.0370

19

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

20

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

21

Hand mesh reconstruction algorithm based on diffusion model

基于扩散模型的手部网格重建算法

Chen Jialin

Zhou Yongxia

diffusion model

hand mesh reconstruction

graph convolution

Transformer

No. 5, 2025 : 1564-1569 doi:10.19734/j.issn.1001-3695.2024.07.0271

22

ASGC-STT: adaptive spatial graph convolution and spatio-temporal Transformer for action recognition

ASGC-STT：基于自适应空间图卷积和时空Transformer的人体行为识别

Zhuang Tianming

Qin Zhen

Geng Ji

Zhang Hanwen

human action recognition

spatial-temporal representation

graph neural network

multi-scale modeling

No. 4, 2025 : 1239-1247 doi:10.19734/j.issn.1001-3695.2024.07.0255

23

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

24

Traffic prediction model considering spatial correlation of non-neighboring nodes

考虑非邻近节点空间相关性的交通流预测模型

Yan Guanghui

Li Hongtao

Zhang Bin

Chang Wenwen

traffic prediction

hypergraph theory

graph convolution network(GCN)

No. 3, 2025 : 825-833 doi:10.19734/j.issn.1001-3695.2024.07.0261

25

Flight delay prediction model based on improved dual dynamic spatial-temporal graph network

基于改进双动态时空图网络的航班延误预测模型

Wei Ming

Xu Ziqing

Sun Bo

air transportation

flight delay prediction

graph convolution network

hyper graph convolution network

multi graph information fusion

No. 2, 2025 : 365-370 doi:10.19734/j.issn.1001-3695.2024.06.0282

26

Integrating contrastive learning dual-branch multivariate time series anomaly detection method

结合对比学习的双分支多维时间序列异常检测方法

Zhou Dan

Ling Jie

anomaly detection

multivariate time series

contrastive learning

graph convolution

No. 2, 2025 : 507-513 doi:10.19734/j.issn.1001-3695.2024.07.0286

27

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

28

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

29

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

30

Traffic flow prediction method based on spatial temporal position attention graph neural network

基于时空位置关注图神经网络的交通流预测方法

He Ting

Zhou Yanqiu

Xin Chunhua

ST-PAGNN

traffic flow forecasting

deep learning

GCN

GRU

Trendformer

No. 10, 2024 : 2932-2938 doi:10.19734/j.issn.1001-3695.2024.01.0026

31

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

32

Bus passenger flow prediction based on adaptive equilibrium static and dynamic joint network

基于自适应平衡静动态联合网络的公交客流预测

Huang Lai'an

Zhu Hangxiong

Li Bo

public transit passenger flow prediction

temporal convolutional network

graph convolution

dynamic graph isomorphic network

adaptively balanced static-dynamic joint network

spatial-temporal variation

No. 8, 2024 : 2360-2365 doi:10.19734/j.issn.1001-3695.2023.12.0589

33

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

34

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

35

Visual-based reinforcement learning for digital chip global placement

基于视觉强化学习的数字芯片全局布局方法

Xu Fanfeng

Tong Minglei

global placement

deep reinforcement learning

computer vision

graph convolutional neural network

digital chip

No. 4, 2024 : 1270-1274 doi:10.19734/j.issn.1001-3695.2023.08.0385

36

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

37

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

38

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

39

Adaptive graph convolutional recommendation algorithm integrating user social relationships

融合用户社交关系的自适应图卷积推荐算法

Wang Guang

Yin Kai

graph convolutional neural network

attention mechanism

social relationships

recommendation system

No. 2, 2024 : 482-487 doi:10.19734/j.issn.1001-3695.2023.06.0249

40

Session-based recommendation algorithm based on hypergraph convolution network and target multi-intention perception

基于超图卷积网络和目标多意图感知的会话推荐算法

Wang Lunkang

Gao Maoting

graph neural network

session-based recommendation

intent disentanglement

attention mechanism

selfsupervised learning

No. 1, 2024 : 32-38,44 doi:10.19734/j.issn.1001-3695.2023.05.0199

41

Protein function prediction based on coevolutionary information and deep learning

基于协同进化信息和深度学习的蛋白质功能预测

Wang Jinlei

Ding Xueming

Qin Qiqi

Peng Boya

protein function

deep learning

coevolutionary information

language model

graph convolutional neural network

No. 12, 2023 : 3572-3577 doi:10.19734/j.issn.1001-3695.2023.04.0166

42

3D shape classification method based on joint graph convolution learning of local geometry and global structure

局部几何与全局结构联合感知的三维形状分类方法

Zhang Xiaohui

He Jinhai

Lan Pengyan

Xu Shengsi

deep learning

shape classification

three-dimensional shape

graph convolution

local geometry

global structure

No. 12, 2023 : 3828-3833 doi:10.19734/j.issn.1001-3695.2023.04.0170

43

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

44

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

45

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

46

Consistency based graph convolution network for multimodal emotion recognition in conversation

基于一致性图卷积模型的多模态对话情绪识别

Tan Xiaocong

Guo Junjun

Xian Yantuan

Xiang Yan

multimodal

emotion recognition

consistency constraint

graph convolution network

sentiment analysis

No. 10, 2023 : 3100-3106 doi:10.19734/j.issn.1001-3695.2023.02.0064

47

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

48

Detection of new malicious users in social networks based on adaptive differential graph convolution

基于自适应差异化图卷积的社交网络新增恶意用户检测

Wu Zhenghao

Zeng Guosun

social network

user classification

machine learning

graph neural network

malicious user

No. 9, 2023 : 2820-2825 doi:10.19734/j.issn.1001-3695.2022.12.0835

49

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

50

Mining of dual data flow graph combined with sequence information and detection method of malwares

恶意软件的时序对偶数据流图挖掘及其检测方法

Lu Faming

Jiang Tingting

Bao Yunxia

Cui Haidong

Cai Chaoyang

malware detection

process mining

dual data flow graph combined with sequence information

graph convolution network

No. 6, 2023 : 1829-1836 doi:10.19734/j.issn.1001-3695.2022.10.0561