Search Result

1

Integrating capsule networks with fine-grained semanticmatching for multi-label text classification

融合胶囊网络与细粒度语义匹配的多标签文本分类

Song Ke

Li Xiang

Lin Jianchu

multi-label text classification

label attention

text self-attention

co-attention

capsule networks

Accepted Paper No. 11, 2025 : doi:10.19734/j.issn.1001-3695.2025.04.0115

2

Few-shot text classification based on question-oriented prompt-tuning

基于问题导向式提示调优小样本文本分类

Zhai Mengxin

Zhou Yanling

Yu Hang

few-shot text classification

prompt tuning

question-oriented template

No. 3, 2025 : 708-713 doi:10.19734/j.issn.1001-3695.2024.07.0259

3

Addressing long-tail problem in multi-label text classification based on mutual information

基于互信息解决多标签文本分类中的长尾问题

Pan Lihu

Li Xiaohua

Zhang Rui

Xie Binhong

Yang Nan

Zhang Linliang

multi-label text classification(MLTC)

long-tail problem

mutual information

prior information

No. 9, 2024 : 2664-2669 doi:10.19734/j.issn.1001-3695.2023.12.0623

4

Multi-label text classification based on hierarchical graph label representation network

基于层级图标签表示网络的多标签文本分类

Xu Jiangling

Chen Xingrong

multi-label text classification(MLTC)

correlation of label

graphical representation of the hierarchy

group embedding of label

label-text attention

No. 2, 2024 : 388-392,407 doi:10.19734/j.issn.1001-3695.2023.05.0236

5

Semi-supervised text classification algorithm with data augmentation and similar pseudo-labels

基于数据增强和相似伪标签的半监督文本分类算法

Sheng Xiaohui

Shen Hailong

semi-supervised learning

text classification

data augmentation

similar pseudo-label

No. 4, 2023 : 1019-1023,1051 doi:10.19734/j.issn.1001-3695.2022.08.0412

6

Progressive text classification based on three-way decision and KNN algorithm

基于三支决策的KNN渐进式文本分类方法

Ma Xinyu

Huang Chunmei

Jiang Chunmao

three-way decision

KNN algorithm

progressive

text classification

No. 4, 2023 : 1065-1069 doi:10.19734/j.issn.1001-3695.2022.08.0457

7

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

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

Multiple-task prototypical network for few-shot text classification

少样本文本分类的多任务原型网络

Yu Junjie

Cheng Hua

Fang Yiquan

few shot learning

prototypical network

text classification

multi-task learning

No. 5, 2022 : 1368-1373 doi:10.19734/j.issn.1001-3695.2021.11.0463

11

Rumor identification research based on sentence-state LSTM

句子级状态下LSTM对谣言鉴别的研究

Pang Yuankun

Zhang Yushan

rumor identification

S-LSTM

graph neural network

text classification

No. 4, 2022 : 1064-1070 doi:10.19734/j.issn.1001-3695.2021.08.0372

12

Research on short text classification model combined with word vector for sparse data

稀疏数据下结合词向量的短文本分类模型研究

Yang Yang

Liu Enbo

Gu Chunhua

Pei Songwen

short text classification

word embedding

word network topic model(WNTM)

attention mechanism

No. 3, 2022 : 711-715,750 doi:10.19734/j.issn.1001-3695.2021.08.0359

13

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

14

Optimization and application of short text classification model

短文本分类模型的优化及应用

Lei Mingzhu

Shao Xinhui

short text

neural topic models

feature fusion

No. 6, 2021 : 1775-1779 doi:10.19734/j.issn.1001-3695.2020.06.0169

15

Multi-channel closed-loop BiLSTM with anti-degradation strategy for text classification

基于防退化策略的多通道闭环BiLSTM在文本分类中的应用研究

Sun Zhongyu

Gong Hongfang

Di Junke

text classification

closed-loop BiLSTM

optimizing strategy

multi-channel word embedding

No. 6, 2021 : 1780-1784 doi:10.19734/j.issn.1001-3695.2020.06.0161

16

Dual-channel word vectors based ACRNN for text classification

基于双通道词向量的ACRNN文本分类

Xing Xin

Sun Guozi

text classification

bidirectional long short term memory network(Bi-LSTM)

convolutional neural network(CNN)

attention mechanism

dual-channel

word vector

No. 4, 2021 : 1033-1037 doi:10.19734/j.issn.1001-3695.2020.05.0127

17

Text classification model with graph network based on semantic dependency parsing

基于语义依存分析的图网络文本分类模型

Fan Guofeng

Liu Jing

Yao Shaowen

Luan Guikai

semantic dependency parsing

word embedding

semantic graph network block

text classification

No. 12, 2020 : 3594-3598 doi:10.19734/j.issn.1001-3695.2019.08.0522

18

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

19

Multi-label annotation of text via double-view projection representation

基于双视角投影空间表示的文本多标签标注方法

Wen Wen

Wei Bin

Du Wenjun

Cai Ruichu

Hao Zhifeng

projection space

text classification

multi-label

double-view

No. 9, 2020 : 2684-2688 doi:10.19734/j.issn.1001-3695.2019.04.0123

20

Multi-category text information classification with Text-CRNN+attention architecture

Text-CRNN+attention架构下的多类别文本信息分类

Lu Jian

Ma Chengxian

Yang Tengfei

Zhou Yanran

text classification

convolutional neural network(CNN)

recurrent neural network(RNN)

convolutional recurrent neural network(CRNN)

attention mechanism

No. 6, 2020 : 1693-1696,1701 doi:10.19734/j.issn.1001-3695.2018.12.0858

21

Research on short text classification based on keyword similarity

基于关键词相似度的短文本分类方法研究

Zhang Zhenhao

Guo Yi

Han Meiqi

Wang Jixiang

word embedding

feature selecting

short text classification

feature weighting

No. 1, 2020 : 26-29 doi:10.19734/j.issn.1001-3695.2018.04.0440

22

Sentiment classification depth model based on word2vec and bi-directional LSTM

基于word2vec和双向LSTM的情感分类深度模型

Huang Xianying

Liu Guangfeng

Liu Xiaoyang

Yang Anzhi

text classification

sentiment analysis

Bi-LSTM

word embedding

social network

No. 12, 2019 : 3583-3587,3596 doi:10.19734/j.issn.1001-3695.2018.08.0599

23

Naive Bayes classification algorithm based on improved feature weighting

基于改进特征加权的朴素贝叶斯分类算法

Ding Yue

Wang Xueming

text classification

naive Bayes

Jensen-Shannon divergence

word frequency

document frequency

class frequency

No. 12, 2019 : 3597-3600,3627 doi:10.19734/j.issn.1001-3695.2018.07.0426

24

Text classification of big data using distributed NBC under Spark framework

Spark框架下利用分布式NBC的大数据文本分类方法

Zang Yanhui

Zhao Xuezhang

Xi Yunjiang

text classification

MapReduce

Spark framework

distributed

naive Bayesian classifier(NBC)

machine learning

No. 12, 2019 : 3705-3708,3712 doi:10.19734/j.issn.1001-3695.2018.07.0407

25

Feature weighting scheme based on category information and term entropy

基于类别信息和特征熵的文本特征权重计算

Alimjan Aysa

Yin Xiaoyu

Kurban Ubul

Li Zhe

text classification

text feature

term weighting

category frequency

No. 11, 2019 : 3237-3239,3285 doi:10.19734/j.issn.1001-3695.2018.05.0294

26

Research on labeled bilingual topic model for cross-lingual text classification and label recommendation

面向跨语言文本分类与标签推荐的带标签双语主题模型的研究

Tian Mingjie

Cui Rongyi

topic model

label

cross-lingual text classification

label recommendation

latent topic

No. 10, 2019 : 2911-2915 doi:10.19734/j.issn.1001-3695.2018.04.0216

27

Feature selection method combining improved CHI and weighted ECE

基于改进CHI和带权ECE结合的特征选择方法

Cai Zhen

Gao Jian

Qin Xiaojun

chi-square statistics

expected cross-entropy

feature selection

text classification

No. 10, 2019 : 2962-2964 doi:10.19734/j.issn.1001-3695.2018.03.0240

28

Study on feature selection method in text classification

文本分类中一种特征选择方法研究

Zhao Jing

Shao Xiongkai

Liu Jianzhou

Wang Chunzhi

text classification

feature selection

distribution

concentration

frequency

No. 8, 2019 : 2261-2265 doi:10.19734/j.issn.1001-3695.2018.01.0078

29

Hybrid CNN-ELM model for short text classification

CNN-ELM混合短文本分类模型

Han Zhonghe

Xia Zhanguo

Yang Ting

text classification

convolutional neural network

extreme learning machine

No. 3, 2019 : 663-667,672 doi:10.19734/j.issn.1001-3695.2017.09.0930

30

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

Search text classification

Searchtext classificationreturned 30 results

Integrating capsule networks with fine-grained semanticmatching for multi-label text classification

Few-shot text classification based on question-oriented prompt-tuning

Addressing long-tail problem in multi-label text classification based on mutual information

Multi-label text classification based on hierarchical graph label representation network

Semi-supervised text classification algorithm with data augmentation and similar pseudo-labels

Progressive text classification based on three-way decision and KNN algorithm

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

Text classification combining text graph convolution and ensemble learning

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

Multiple-task prototypical network for few-shot text classification

Rumor identification research based on sentence-state LSTM

Research on short text classification model combined with word vector for sparse data

Improved Chinese short text classification method for low frequency words

Optimization and application of short text classification model

Multi-channel closed-loop BiLSTM with anti-degradation strategy for text classification

Dual-channel word vectors based ACRNN for text classification

Text classification model with graph network based on semantic dependency parsing

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

Multi-label annotation of text via double-view projection representation

Multi-category text information classification with Text-CRNN+attention architecture

Research on short text classification based on keyword similarity

Sentiment classification depth model based on word2vec and bi-directional LSTM

Naive Bayes classification algorithm based on improved feature weighting

Text classification of big data using distributed NBC under Spark framework

Feature weighting scheme based on category information and term entropy

Research on labeled bilingual topic model for cross-lingual text classification and label recommendation

Feature selection method combining improved CHI and weighted ECE

Study on feature selection method in text classification

Hybrid CNN-ELM model for short text classification

Research on text classification method of multi-class classifier fusion