Searchaggregationreturned 53 results

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1

Personalized federated learning based on biorthogonal decomposition and adaptive aggregation

双正交分解与自适应聚合的个性化联邦学习

Shi Caijuan

Zhu Hongli

Li Baofeng

Cheng Zheng

Duan Changyu

Yan Xiaodong

federated learning

data heterogeneity

personalized federated learning

biorthogonal decomposition

adaptive aggregation

Accepted Paper No. 7, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0440

2

Model-secure and robust aggregation algorithms for federated learning

联邦学习的梯度安全鲁棒聚合算法

Wang Bin

Chen Yun

Zhang Lei

Chen Jie

Zheng Bing

federated learning

poisoning attacks

privacy preservation

differential privacy

robust aggregation

Accepted Paper No. 7, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0442

3

Cross-modal retrieval based on object-level token reconstruction and textual entity awareness

基于对象级Token重构与文本实体感知的跨模态检索

Zhang Ming

Zeng Qingsong

Zheng Xinxuan

cross modal alignment

fine grained semantic alignment

semantic spatial fusion

dynamic feature aggregation

visual Transformer

Accepted Paper No. 5, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0393

4

Knowledge graph completion model based on dynamic neighborhood aggregation and type enhancement

基于动态邻域聚合与类型增强的知识图谱补全方法

Han Yunjia

Fan Yongsheng

Sang Binbin

Xu Lin

knowledge graph completion

type enhancement

dynamic neighborhood aggregation

type graph

No. 3, 2026 : 750-756 doi:10.19734/j.issn.1001-3695.2025.07.0253

5

Privacy-preserving multi-dimensional and multi-subset data aggregation scheme for smart grids

适用于智能电网保护隐私的多维多子集数据聚合方案

Xiao Xidan

Deng Lunzhi

Li Zejia

multi-dimensional and multi-subset

data aggregation

privacy preserving

ElGamal homomorphic encryption

smart grid

No. 1, 2026 : 263-270 doi:10.19734/j.issn.1001-3695.2025.05.0189

6

Feature aggregation cross-modality person re-identification method driven by frequency domain spatial information

频域空间信息驱动的特征聚合跨模态行人重识别方法

Jin Jing

Zhu Chuanbin

Zhai Fengwen

cross-modality

person re-identification

data augmentation

frequency domain spatial information

feature aggregation

No. 1, 2026 : 298-304 doi:10.19734/j.issn.1001-3695.2025.04.0143

7

Domain mapping enhancement and adversarial gain aggregation algorithm for IoT security

面向物联网安全的域映射增强与对抗增益聚合算法

Gu Yue

Liu Miao

Sun Zhenxing

federated learning

Internet of Things security

data heterogeneity

feature enhancement

weight aggregation

No. 12, 2025 : 3683-3690 doi:10.19734/j.issn.1001-3695.2025.05.0119

8

Heterogeneity aware adaptive federated security aggregation method

异质性感知的自适应安全联邦聚合方法

Li Xiaohui

Wang Chao

Wang Shiyuan

Zhang Xing

Lan Jie

heterogeneity awareness

metric privacy

interquartile range

gradient leakage attack

gradient sensitivity

privacy and security

No. 12, 2025 : 3752-3758 doi:10.19734/j.issn.1001-3695.2025.04.0142

9

Monocular 3D lane detection for intelligent driving in complex road scenarios

复杂道路场景下智能驾驶单目3D车道线检测

Lou Lu

Hu Zhenkun

Wei Wenjie

Shen Yi

Wei Hanbing

autonomous driving

dynamic snake convolution

bird's-eye-view

feature aggregation

residual connection

No. 12, 2025 : 3807-3814 doi:10.19734/j.issn.1001-3695.2025.03.0148

10

Optimization method of fuzzy pattern trees based on rule interpolation

基于规则插值的模糊模式树优化方法

Su Pan

Ren Xueying

Mei Huawei

pattern tree

fuzzy rule interpolation

aggregation operator

classification

sparse rule base

No. 11, 2025 : 3355-3362 doi:10.19734/j.issn.1001-3695.2025.03.0072

11

Stack-based metapath aggregation for heterogeneous network graph contrastive learning

分槽聚合元路径信息的异质网络图对比学习方法

Yan Guanghui

Quan Sijie

Luo Hao

heterogeneous network

metapath

graph contrastive learning

GNN(graph neural network)

No. 11, 2025 : 3378-3386 doi:10.19734/j.issn.1001-3695.2025.03.0060

12

Reasoning model integrating entity feature aggregation and relation semantic aggregation

融合实体特征聚合和关系语义聚合的推理模型

Dong Wenyong

Liang Zhixue

Zhou Mengqiang

Jia Yajie

temporal knowledge graph

graph structure

entity feature aggregation

relation semantic aggregation

No. 10, 2025 : 3005-3011 doi:10.19734/j.issn.1001-3695.2024.11.0537

13

Cross-domain recommendation method based on aggregation of intra-domain and inter-domain meta-paths

基于域内和域间元路径聚合的跨域推荐方法

Xu Jia

Wang Xin

Wang Yanqiu

Wu Haiwei

Lyu Pin

cross-domain recommendation

user cold-start problem

graph neural network

heterogeneous information network

meta-path

No. 8, 2025 : 2374-2382 doi:10.19734/j.issn.1001-3695.2025.01.0022

14

Survey of privacy-preserving aggregation mechanisms in federated learning

联邦学习中隐私保护聚合机制综述

Qiu Jian

Ma Haiying

Wang Zhanjun

Shen Jinyu

federated learning(FL)

privacy-preserving

aggregation mechanism

blockchain

secure multi-party computation

No. 6, 2025 : 1601-1610 doi:10.19734/j.issn.1001-3695.2024.10.0451

15

Secure and adaptive federated learning framework for heterogeneous data

面向异构数据的安全自适应联邦学习框架

Li Gongli

Liu Fangfang

Lei Hongzhi

Wang Mengtao

federated learning(FL)

privacy-preservation

poisoning attack detection

zero-sharing

adaptive aggregation

secure cosine similarity

No. 5, 2025 : 1523-1531 doi:10.19734/j.issn.1001-3695.2024.07.0346

16

Efficient verifiable aggregation scheme based on linear homomorphic hash and secret sharing

基于线性同态hash和秘密分享的高效可验证聚合方案

Gao Qi

Sun Yi

Wang Youhe

Li Yujie

federated learning

privacy protection

verifiable

linear homomorphic hash

secret sharing

tolerate dropout

No. 2, 2025 : 599-605 doi:10.19734/j.issn.1001-3695.2024.03.0213

17

Neighborhood selective aggregation zero-shot knowledge graph link prediction method with single sample support

单样本条件下邻域选择聚合零次知识图谱链接预测方法

Li Meng

Dong Hongbin

knowledge graph

link prediction

zero-shot

No. 1, 2025 : 65-70 doi:10.19734/j.issn.1001-3695.2024.06.0198

18

Similarity-based personalized federated learning model aggregation framework

基于相似性的个性化联邦学习模型聚合框架

Wu Wenxuan

Wang Can

Huang Jingjing

Wu Qiuxin

Qin Yu

personalized federated learning

cosine similarity

data heterogeneity

model aggregation

malicious device

No. 1, 2025 : 125-132 doi:10.19734/j.issn.1001-3695.2024.06.0205

19

Image multi-matching model estimation algorithm based on aggregation of matching points of same model

基于同模型匹配点聚集的图像多匹配模型估计算法

Wang Weijie

Wei Ruoyan

Zhu Xiaoqing

image matching

multi-model estimation

sample consistency

aggregation

No. 10, 2024 : 3173-3182 doi:10.19734/j.issn.1001-3695.2023.12.0638

20

Data aggregation based on mobile crowd sensing and computation offloading in edge environment

边缘环境下基于移动群智感知计算卸载的数据汇聚

Yang Guisong

Sang Jian

mobile crowd sensing

edge computing

data aggregation

computing offloading

resource allocation

deep reinforcement learning

No. 9, 2024 : 2705-2711 doi:10.19734/j.issn.1001-3695.2024.01.0007

21

Federated learning model aggregation scheme based on blockchain

基于区块链的联邦学习模型聚合方案

Luo Fulin

Chen Yunfang

Chen Xu

Zhang Wei

blockchain

federate learning

decentralization

model aggregation

No. 8, 2024 : 2277-2283 doi:10.19734/j.issn.1001-3695.2023.12.0604

22

Optimization of federated learning aggregation algorithm based on model quality scoring

基于模型质量评分的联邦学习聚合算法优化

Wu Xiaohong

Lu Haonan

Gu Yonggen

Tao Jie

federated learning

model quality

parameter interception

peer information

aggregation algorithm

No. 8, 2024 : 2427-2433 doi:10.19734/j.issn.1001-3695.2023.11.0586

23

Neighborhood information aggregation entity alignment method based on double layer graph attention network

基于双层图注意力网络的邻域信息聚合实体对齐方法

Wang Jianlin

Zhang Hao

Zhang Yongshuang

Ma Chaowei

Qi Ke

Zhang Xiao'ai

knowledge graph(KG)

entity alignment

graph attention network

attribute information

neighborhood information aggregation

No. 6, 2024 : 1686-1692 doi:10.19734/j.issn.1001-3695.2023.10.0520

24

Customized federated learning model framework and algorithm enhancements for vehicular networks

面向车联网的联邦学习模型定制框架及算法改进

Li Hanqi

Wang Xiaoni

Wu Qiuxin

Wang Can

Wu Lang

Du Junlong

Qin Yu

Internet of Vehicles

federated learning

personalized model

smart contracts

aggregation algorithms

No. 5, 2024 : 1328-1337 doi:10.19734/j.issn.1001-3695.2023.09.0416

25

Efficient federated learning: norm-weighted aggregation algorithm

高效联邦学习：范数加权聚合算法

Chen Pan

Zhang Hengru

Min Fan

federated learning

communication cost

privacy protection

non-IID

aggregation

weight updates

No. 3, 2024 : 694-699 doi:10.19734/j.issn.1001-3695.2023.07.0327

26

Knowledge graph completion method for disentangled neighborhood information aggregation

解纠缠邻域信息聚合的知识图谱补全方法

Ma Haokai

Qi Yunsong

Wu Yubin

knowledge graph completion

graph neural network

disentangled neighborhood information

attention mechanism

No. 3, 2024 : 772-778 doi:10.19734/j.issn.1001-3695.2023.07.0294

27

Image restoration based on semantic prior and dual channel feature extraction

基于语义先验和双通道特征提取的图像修复

Yang Yun

Zhang Xiaoxuan

Yang Xinyue

image inpainting

semantic priori

dual channel feature extraction

feature aggregation

No. 12, 2023 : 3810-3815 doi:10.19734/j.issn.1001-3695.2023.04.0171

28

Progressive image inpainting method based on context feature

基于上下文特征的渐进式图像修复方法

Peng Yanfei

Gu Lirui

Li Jian

Zhang Manting

image inpainting

context feature aggregation

attention transfer

twin network

ResNet

No. 11, 2023 : 3437-3442 doi:10.19734/j.issn.1001-3695.2023.03.0073

29

COVID-19 CT image classification method combined with deep layer dense aggregation

结合深层密集聚合的新冠肺炎CT图像分类方法

Zhou Qihao

Zhang Junhua

Pu Zhong

Zhang Xin

COVID-19

CT image

deep learning

deep layer dense aggregation

attention mechanism

No. 6, 2023 : 1857-1863 doi:10.19734/j.issn.1001-3695.2022.08.0502

30

Estimating operation importance of customized printed circuit board based on GENI-SD

基于GENI-SD的定制化印制电路板工序重要性评估

Lao Jingchun

Jin Hong

Lyu Shengping

Li Wenqiang

printed circuit board

knowledge graph

graph neural network

sampling

score aggregation

No. 5, 2023 : 1441-1446 doi:10.19734/j.issn.1001-3695.2022.10.0531

31

Colorectal polyp segmentation algorithm fusion PVTv2 and multiscale boundary aggregation

融合PVTv2和多尺度边界聚合的结直肠息肉分割算法

Liang Liming

He Anjun

Dong Xin

Li Renjie

Sheng Xiaoqi

colorectal segmentation

PVTv2

context spatial awareness

squeeze fit fusion

residual axial double boundary refinement

No. 5, 2023 : 1553-1558 doi:10.19734/j.issn.1001-3695.2022.09.0441

32

Attention weighted feature aggregation PointNet network for part segmentation

面向部件分割的PointNet注意力加权特征聚合网络

Liang Zhenhua

Wang Feng

machine vision

point cloud

part segmentation

attention mechanism

feature aggregation

robustness

No. 5, 2023 : 1571-1576,1582 doi:10.19734/j.issn.1001-3695.2022.08.0423

33

Adaptive aggregation and depth refinement multi-view stereo network

基于自适应聚合与深度优化的三维重建算法

Zheng Mipei

Zhao Mingfu

Xing Bin

Song Tao

Xing Ying

3D reconstruction

adaptive aggregation

spatial propagation network

depth map

No. 5, 2023 : 1595-1600 doi:10.19734/j.issn.1001-3695.2022.08.0440

34

Multi-label crowd answer aggregation of digital cultural heritage based on adaptive graph regularization and joint low-rank matrix factorization

基于自适应图正则化与联合低秩矩阵分解的数字文化遗产多标签众包答案聚合方法

Wang Chunxue

Xu Linlin

Yu Tianxiu

multi-label crowd answer aggregation

pure annotation data

adaptive graph regularization

low-rank matrix factorization

No. 4, 2023 : 1119-1129 doi:10.19734/j.issn.1001-3695.2022.09.0442

35

Multi-scale feature multi-path adaptive multiplexing for salient object detection

多尺度特征多径自适应复用的显著性目标检测

Xu Wencheng

Zhou Zhiping

Cheng Jiarui

Gai Shan

saliency detection

multi-scale features

adaptive weighting

recurrent aggregation

No. 2, 2023 : 628-633 doi:10.19734/j.issn.1001-3695.2022.05.0294

36

Review of data aggregation research based on privacy protection of Internet of Vehicles

基于车联网的隐私保护数据聚合研究综述

Liu Hui

Zhang Lei

Li Jing

Internet of Vehicles(IoV)

data aggregation

homomorphic encryption

Chinese remainder theorem

privacy security

No. 12, 2022 : 3546-3554 doi:10.19734/j.issn.1001-3695.2022.03.0197

37

Deep multiplexing multi-scale features for salient object detection

多尺度特征深度复用的显著性目标检测算法

Zhou Zhiping

Fan Bin

Gai Shan

Xu Wencheng

salient object detection

multi-scale features

bidirectional dense feature aggregation

multi-resolution semantic

deep learning

No. 8, 2022 : 2515-2519 doi:10.19734/j.issn.1001-3695.2022.01.0033

38

Binocular stereo matching method based on multi-scale aggregation neural network

基于多尺度聚合神经网络的双目视觉立体匹配方法

Du Chengxi

Zhu Lingyun

Zhang Ruixian

stereo matching

binocular vision

dilated convolution

multi-scale

attention mechanism

disparity map

No. 8, 2022 : 2556-2560 doi:10.19734/j.issn.1001-3695.2021.12.0663

39

Improved sparrow search algorithm fused with multiple strategies

融合多策略的改进麻雀搜索算法

Zhang Xiaomeng

Zhang Yanzhu

Liu Lu

Zhang Shuo

Xiong Furui

sparrow search algorithm

sine search strategy

aggregation degree

Cauchy mutation

No. 4, 2022 : 1086-1091,1117 doi:10.19734/j.issn.1001-3695.2021.09.0412

40

Fine-grained image retrieval method based on convolution feature aggregation

基于卷积特征聚合的细粒度图像检索方法

Gou Guanglei

Zhu Dongxu

Yang Yu

image retrieval

convolutional features aggregation

fine-grained

k-reciprocal nearest neighbor

No. 4, 2022 : 1259-1264 doi:10.19734/j.issn.1001-3695.2021.07.0322

41

Research on aggregation model in speaker recognition deep network

说话人身份识别深度网络中的聚合模型研究

Deng Fei

Deng Lihong

Hu Wenyi

Zhang Gexiang

Yang Qiang

speaker recognition

aggregation model

attention mechanism

No. 3, 2022 : 721-725 doi:10.19734/j.issn.1001-3695.2021.08.0391

42

Targeted adversarial attack method for image retrieval based on feature weighted aggregation

基于特征加权聚合的图像检索目标对抗攻击方法

Yang Fan

Li Yang

Miao Zhuang

Zhang Rui

Wang Jiabao

Li Hang

adversarial attack

image retrieval

deep learning

No. 12, 2021 : 3760-3764 doi:10.19734/j.issn.1001-3695.2021.03.0113

43

Gray image colorization method based on deep layer aggregation

基于深层聚合结构网络的灰度图像彩色化方法

Zhang Yi

Wei Wenwen

Gong Zhiyuan

colorization

deep layer aggregation structure

generative adversarial nets

skip connection

feature reuse

No. 3, 2021 : 923-927 doi:10.19734/j.issn.1001-3695.2019.11.0690

44

Action recognition based on deep aggregation feature from multi-temporal segmentations

基于多时间划分的深度聚合特征的行为识别

Cheng Shilei

Xie Mei

Ma Zheng

Li Siqi

action recognition

deep learning

multi-temporal segmentations

deep aggregation feature

No. 2, 2021 : 584-586,590 doi:10.19734/j.issn.1001-3695.2019.10.0645

45

Pythagorean hesitant fuzzy aggregation operators and their applications in decision making

毕达哥拉斯犹豫模糊集成算子及其决策应用

He Xia

Liu Weifeng

Du Yingxue

Pythagorean hesitant fuzzy set

Pythagorean hesitant fuzzy number

aggregation operator

decision making

No. 8, 2020 : 2338-2343 doi:10.19734/j.issn.1001-3695.2019.02.0044

46

Quantitative vulnerability assessment method for industrial control system based on fuzzy attack-defense tree and entropy weight method

基于模糊攻防树和熵权法的工控系统脆弱性量化评估方法

Gong Tianyu

Shang Wenli

Hou Jing

Chen Chunyu

Zeng Peng

fuzzy attack-defense tree

fuzzy aggregation

entropy weight method

industrial control system

quantitative assessment of vulnerability

No. 8, 2020 : 2409-2412,2416 doi:10.19734/j.issn.1001-3695.2019.03.0088

47

Analysis of crowd aggregation and movement on campus based on density clustering algorithm

基于密度聚类算法的校园人群聚集和移动规律分析

Guo Yubin

Wu Yuhang

Zhou Zhefan

Li Ximing

wireless network

log data

R-tree

density clustering

crowd aggregation and movement

No. 3, 2020 : 688-692,698 doi:10.19734/j.issn.1001-3695.2018.09.0638

48

Occlusion information stereo matching approach based on adaptive weight

基于自适应权重的遮挡信息立体匹配算法

Zhang Yani

Diao Qinqing

Zhu Lingyun

stereo correspondence

adaptive weight

occlusion detection

cost aggregation

disparity refinement

No. 3, 2020 : 910-913,935 doi:10.19734/j.issn.1001-3695.2018.08.0669

49

Design and implementation of noise aggregation scheme in physical layer security based on software defined radio

基于SDR平台的噪声聚合物理层安全传输方案的设计与实现

Qin Pengxiang

Ren Pinyi

Du Qinghe

Sun Li

software defined radio

wireless physical layer security

noise aggregation

image transmission

No. 2, 2020 : 526-529,550 doi:10.19734/j.issn.1001-3695.2018.08.0555

50

Multi-attribute decision making method for Pythagorean fuzzy Heronian operators

毕达哥拉斯模糊Heronian算子的多属性决策方法

Peng Dinghong

Yang Yang

Pythagorean fuzzy numbers

Heronian operators

Pythagorean fuzzy Heronian aggregation operators

multiple-criteria decision making

No. 1, 2020 : 153-157 doi:10.19734/j.issn.1001-3695.2018.06.0484