Searchclassification methodreturned 35 results

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1

Semi-supervised ordinal classification method based on ordinal proxies and dual-confidence filtering

基于有序代理与双置信筛选的半监督有序分类方法

Chen Jinxiang

Tang Mengzi

Xie Qing

Liu Yongjian

ordinal classification

semi-supervised learning

ordinal unimodal constraint

consistency regularization

proxy learning

pseudo-label

Accepted Paper No. 9, 2025 : doi:10.19734/j.issn.1001-3695.2025.03.0046

2

Vulnerability classification method based on double-attention mechanism and adversarial training

基于双注意力机制和改进对抗训练的漏洞分类方法

Yang Jinneng

Li Wenshan

He Junjiang

Zhou Shaohong

Li Tao

Wang Yunpeng

cyber security

vulnerability classification

attention mechanism

adversarial training

No. 11, 2024 : 3447-3454 doi:10.19734/j.issn.1001-3695.2024.01.0061

3

DR classification methods for DenseNet and SeNet fusion residue structures

DenseNet和SeNet融合残差结构的DR分类方法

Song Pengfei

Wu Yun

diabetic retinopathy

DenseNet

SeNet

ResNet

No. 3, 2024 : 928-932,950 doi:10.19734/j.issn.1001-3695.2023.06.0305

4

Road network classification method based on improved density peak clustering

基于改进密度峰值聚类的路网划分方法

Yang Di

Xu Wenyu

Wang Peng

regional division

intersection correlation

density peak clustering

KNN

elbow law

No. 12, 2023 : 3578-3583 doi:10.19734/j.issn.1001-3695.2023.04.0149

5

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

6

Fine-grained visual classification method based on knowledge distillation and target regions selection

基于知识蒸馏与目标区域选取的细粒度图像分类方法

Zhao Tingting

Gao Huan

Chang Yuguang

Chen Yarui

Wang Yuan

Yang Jucheng

fine-grained visual classification

knowledge distillation

Transformer

deep learning

No. 9, 2023 : 2863-2868 doi:10.19734/j.issn.1001-3695.2022.12.0809

7

Acoustic scene classification method based on paired feature fusion

基于配对特征融合的声学场景分类方法

Shen Xinhao

Chen Jiaye

Song Xiaoning

acoustic scene classification

paired feature fusion

lightweight convolutional neural networks

multiple devices

attention mechanism

No. 6, 2023 : 1771-1776 doi:10.19734/j.issn.1001-3695.2022.09.0500

8

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

9

Node classification method of higher order network based on graph attention

基于图注意力的高阶网络节点分类方法

Chen Dongyang

Guo Jinli

simplicial complex

higher-order network

attention mechanism

graph neural network

node classification

No. 4, 2023 : 1095-1100,1136 doi:10.19734/j.issn.1001-3695.2022.09.0455

10

Survey of multi-class imbalanced data classification methods

多类不平衡数据分类方法综述

Li Ang

Han Meng

Mu Dongliang

Gao Zhihui

Liu Shujuan

classification

multi-class imbalance data

data preprocessing method

algorithm-level classification method

No. 12, 2022 : 3534-3545 doi:10.19734/j.issn.1001-3695.2022.03.0198

11

Multi-label text classification method based on label reasoning and attention fusion

基于标签推理和注意力融合的多标签文本分类方法

Tian Yuwei

Zhang Zhi

label reasoning

attention fusion

multi-label text classification

No. 11, 2022 : 3315-3319,3326 doi:10.19734/j.issn.1001-3695.2022.04.0192

12

Review of imbalanced data classification methods

不平衡数据集分类方法研究综述

Zhou Yu

Sun Hongyu

Fang Qian

Xia Hao

unbalanced data set

classification

data processing

machine learning

No. 6, 2022 : 1615-1621 doi:10.19734/j.issn.1001-3695.2021.10.0590

13

Research of deep learning-based classification methods for 3D point cloud

基于深度学习的三维点云分类方法研究

Wei Tianqi

Zheng Xiongsheng

computer vision

intelligent classification

deep learning

3D point cloud

point cloud classification

No. 5, 2022 : 1289-1296 doi:10.19734/j.issn.1001-3695.2021.10.0469

14

Pseudo label based unsupervised domain adaptation classification method

基于伪标签的无监督领域自适应分类方法

Yang Guoqing

Guo Benhua

Qian Shuqu

Wu Huihong

Han Jing

unsupervised domain adaptation

transfer learning

pseudo-label

No. 5, 2022 : 1357-1361 doi:10.19734/j.issn.1001-3695.2021.10.0442

15

Improved Chinese short text classification method for low frequency words

针对低频词进行改进的中文短文本分类方法

Luo Xiaobo

Lin Jiayu

Liang Zuhong

Wang Zhang

short text

low frequency words

data enhancement

noise reduction

Chi-square statistic

No. 2, 2022 : 468-473,478 doi:10.19734/j.issn.1001-3695.2021.08.0385

16

Malware classification method based on convolutional neural network and multi-feature fusion

基于卷积神经网络与多特征融合恶意代码分类方法

Zheng Jue

Ou Yuyi

malicious codes

static analysis

deep learning

multi-feature fusion

No. 1, 2022 : 240-244 doi:10.19734/j.issn.1001-3695.2021.06.0258

17

Fine-grained image classification method based on ECA-Net and multi-scale

基于ECA-Net与多尺度结合的细粒度图像分类方法

Mao Zhirong

Du Yuncheng

Xiao Shibin

Shi Shuicai

attention mechanism

deep learning

fine-grained visual categorization

multi-scale

No. 11, 2021 : 3484-3488 doi:10.19734/j.issn.1001-3695.2021.02.0074

18

Social network node classification method based on heterogeneous dynamic graph

基于异构动态图模型的社交网络节点分类方法

Cai Ruichu

Li Shuo

Xu Boyan

social network

node classification

graph neural network

graph representation

No. 9, 2021 : 2635-2639,2645 doi:10.19734/j.issn.1001-3695.2021.01.0025

19

Node classification method in social network based on graph embedding and support vector machine

基于图嵌入与支持向量机的社交网络节点分类方法

Zhang Tao

Yu Jiong

Liao Bin

Yu Guanglei

Bi Xuehua

social networks

node classification

graph embedding

SVM

implicit relationship features

No. 9, 2021 : 2646-2650,2661 doi:10.19734/j.issn.1001-3695.2021.01.0031

20

Classification method of digital PCR droplets based on grid regional DBSCAN clustering

基于网格区域化DBSCAN聚类的数字PCR液滴分类方法

Rong Zhangquan

Liao Limin

Zhang Duanjin

cluster analysis

grid division

DBSCAN clustering

digital PCR

No. 8, 2021 : 2365-2369 doi:10.19734/j.issn.1001-3695.2020.11.0371

21

Attribute inconsistency weighted K nearest neighbor classification method

一种属性不一致性加权的K近邻分类方法

Xu Zheng

Deng Ansheng

Qu Yanpeng

weight of attributes

nearest-neighbor classification

inconsistency

earth mover's distance

No. 5, 2021 : 1355-1359,1364 doi:10.19734/j.issn.1001-3695.2020.07.0179

22

Cancer classification method based on feature interaction and weight integration

基于特征交互与权重集成的癌症分类方法

Chen Haonan

Jin Min

cancer classification

data science

feature interaction

multivariate heterogeneous model

weighted integration feedback

re-learning ensemble model

No. 4, 2021 : 1051-1057 doi:10.19734/j.issn.1001-3695.2020.04.0106

23

Code-switching short-text sentiment classification method based on multi-channel deep learning network

基于多通道深度学习网络的混合语言短文本情感分类方法

Zhang Yang

Hu Yan

code-switching text

multi-channel

attention mechanism

fusion features

No. 1, 2021 : 69-74 doi:10.19734/j.issn.1001-3695.2019.12.0616

24

Research on method of point based attribute circle and classification of slope stability state

点化属性圆分类方法与边坡稳定性状态分类研究

Zhao Dongyang

Cui Tiejun

Song Ziling

safety system engineering

range attribute

point based attribute circle

slope stability

classification method

No. 1, 2021 : 155-158 doi:10.19734/j.issn.1001-3695.2019.11.0659

25

Classification method of mobile traffic based on image features

一种基于图像特征的移动流量分类方法

Zhang Lihua

Liu Bingnan

Wang Junfeng

mobile traffic

image features

scalability

security research field

No. 11, 2020 : 3338-3342 doi:10.19734/j.issn.1001-3695.2019.07.0264

26

Comprehensive research on multiple feature sets and multiple label sets for mobile network traffic classification

移动互联网流量分类的多特征集合和多类别标签研究

Huang Yi

Liu Zhen

Wang Ruoyu

Chen Jietong

mobile App traffic

machine learning algorithms

classification method

clustering method

data stream

No. 11, 2020 : 3353-3358 doi:10.19734/j.issn.1001-3695.2019.05.0255

27

Multilingual text classification method based on bi-directional long short-term memory and convolutional neural network

基于双向长短时记忆单元和卷积神经网络的多语种文本分类方法

Meng Xianyan

Cui Rongyi

Zhao Yahui

Fang Mingzhu

multilingual text categorization

long short-term memory

convolutional neural network

No. 9, 2020 : 2669-2673 doi:10.19734/j.issn.1001-3695.2019.04.0132

28

Digital cluster user classification method based on improved RFM model

一种基于改进RFM模型的数字集群用户分类方法

Zhuo Ling

Sun Xin

digital trunking

improved RFM(recency frequency monetary) model

customer classification

parameter weight

No. 9, 2020 : 2822-2826 doi:10.19734/j.issn.1001-3695.2019.05.0112

29

Texture classification method based on co-occurrence of multi-pattern

多模式共生的彩色纹理图像分类方法

Li Junwei

Liu Guangshuai

Liu Wanghua

Chen Xiaowen

texture classification

feature extraction

HSV color space

co-occurrence

simplified local intensity order pattern(SLIOP)

completed local binary pattern(CLBP)

No. 7, 2020 : 2185-2188 doi:10.19734/j.issn.1001-3695.2018.12.0956

30

Image classification method based on D-MobileNet model

基于局部感受野扩张D-MobileNet模型的图像分类方法

Wang Wei

Zou Ting

Wang Xin

image classification

deep neural network

MobileNet

dilated convolution

D-MobileNet

No. 4, 2020 : 1261-1264,1270 doi:10.19734/j.issn.1001-3695.2018.10.0781

31

WPOS-GRU patent classification method based on two-channel feature fusion

基于双通道特征融合的WPOS-GRU专利分类方法

Yu Bengong

Zhang Peihang

patent classification

part of speech tagging

feature fusion

GRU

No. 3, 2020 : 655-658 doi:10.19734/j.issn.1001-3695.2018.08.0628

32

Rotor fault data set classification method based on EEMD energy moment and neighborhood rough sets

基于EEMD能量矩与邻域粗糙集的转子故障数据集分类方法

Sun Zejin

Zhao Rongzhen

EEMD

IMF

energy moment

decision table

NRS

attribute reduction

decision tree C4.5 algorithm

No. 2, 2020 : 460-464 doi:10.19734/j.issn.1001-3695.2018.07.0532

33

Gene expression data classification method based on FCBF feature selection and ensemble optimized learning

基于FCBF特征选择和集成优化学习的基因表达数据分类算法

Ma Chao

feature selection

ensemble learning

microarray gene expression data

crow search algorithm

kernel extreme learning machine

No. 10, 2019 : 2986-2991 doi:10.19734/j.issn.1001-3695.2018.04.0248

34

Research on batch regularization DBN classification method

批量正则化DBN分类方法研究

Li Beibei

Song Wei

Dai Xin

deep belief network

classification

unsupervised learning

scale transformation

translation transformation

batch normalization

No. 4, 2019 : 1026-1030 doi:10.19734/j.issn.1001-3695.2017.09.0969

35

Research on text classification method of multi-class classifier fusion

多类型分类器融合的文本分类方法研究

Li Huifu

Lu Guang

text classification

classifier fusion

principal component analysis

potential semantic index

No. 3, 2019 : 752-755 doi:10.19734/j.issn.1001-3695.2017.09.0908