Searchsentiment analysisreturned 54 results

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1

Prompt-learning-based multimodal sentiment analysis under missing modalities

模态缺失下基于提示学习的多模态情感分析

Zheng Mingzhou

Miao Yuqing

Liu Tonglai

Zhang Wanzhen

Cai Guoyong

multimodal sentiment analysis

missing modality

prompt learning

quality assessment

shared Fusion

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.10.0430

2

Expert-driven multi-information domain collaborative multimodal sentiment analysis

基于专家模型驱动多信息域协同的多模态情感分析

Feng Guang

Lin Yibao

Liu Xinting

Sun Xiangli

Huang Junhui

Liao Beirong

Zhou Kedong

multimodal sentiment analysis

mixture-of-experts

multi-domain

semantic completion

sharpness factor

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.10.0435

3

Multimodal sentiment analysis based on generative reconstruction and interactive self-mining in scenario of missing modalities

模态缺失场景下基于生成重构和交互式自挖掘的多模态情感分析

Feng Guang

Zhou Kedong

Wu Wenyan

Huang Junhui

Lin Yibao

Liu Xinting

Zhao Zhiwen

Su Xu

multimodal sentiment analysis

missing modality

generative prompts

reconstruction

self-mining

zero-slot insertion

No. 3, 2026 : 664-671 doi:10.19734/j.issn.1001-3695.2025.07.0269

4

Multimodal sentiment analysis model based on unified alignment and multi-stage fusion

基于统一对齐与多阶段融合机制的多模态情感分析模型

Feng Guang

Liu Xinting

Lin Yibao

Zhao Zhiwen

Xiao Junhong

Zhou Kedong

Huang Junhui

multimodal sentiment analysis

cross-modal feature fusion

unified semantic alignment

dynamic fusion regulation

hierarchical residual mechanism

cross-modal robustness

No. 2, 2026 : 342-352 doi:10.19734/j.issn.1001-3695.2025.06.0214

5

Sentiment analysis of multimodal adaptive feature fusion based on adversarial training

基于对抗训练与多模态自适应特征融合的情感分析

Feng Guang

Huang Rongcan

Zhou Yuanhua

Xiang Feng

Yang Yanru

Zheng Runting

Liu Tianxiang

Li Weichen

adaptive weights

adversarial training

multi-categorization

cross-attention

mask feature enhancement

No. 12, 2025 : 3566-3573 doi:10.19734/j.issn.1001-3695.2025.05.0138

6

Multimodal sentiment analysis model based on multi-task joint learning and adaptive fusion

基于多任务联合学习与自适应融合的多模态情感分析模型

Fan Jidong

Zhong Zhaoman

Han Tianle

Li Menghan

Cui Xinru

Xu Jin

multimodal sentiment analysis

multi-task learning

heterogeneous characteristics

self-adaptive fusion

multiscale feature

multimodal fusion

No. 9, 2025 : 2583-2589 doi:10.19734/j.issn.1001-3695.2025.03.0038

7

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

8

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

9

Subjective knowledge dialogue response generation model based on ABSA and dynamic few-shot prompting

基于ABSA与动态少样本提示的主观知识对话回复生成模型

Rao Dongning

Zhuang Jietao

task-oriented dialogue systems

subjective knowledge

aspect-based sentiment analysis(ABSA)

dynamic few-shot prompts

No. 6, 2025 : 1706-1712 doi:10.19734/j.issn.1001-3695.2024.11.0468

10

Aspect-oriented affective knowledge enhanced for aspect-based sentiment analysis

基于细粒度图像-方面的情感增强方面级情感分析

Yu Bengong

Chen Mingyue

multimodal aspect-based sentiment analysis

adjective-noun pairs

cross-modal attention mechanism

sentiment scores

modal fusion

No. 4, 2025 : 1073-1079 doi:10.19734/j.issn.1001-3695.2024.08.0294

11

Weakly supervised multimodal sentiment analysis based on deep fine-grained alignment of image and text

基于深度图文细粒度对齐的弱监督多模态情感分析

Liu Zhou

Ma Liping

Zhang Haiyan

multimodal sentiment analysis

fine-grained modal alignment

deep cross-modal interaction

residual attention

No. 2, 2025 : 419-424 doi:10.19734/j.issn.1001-3695.2024.07.0285

12

Three-level joint prompt-tuning implicit sentiment analysis method incorporating LLMs

融合大语言模型的三级联合提示隐式情感分析方法

Zhang Xiaoyan

Yan Zhuang

implicit sentiment analysis

prompt tuning

large language models

multi-level reasoning

No. 10, 2024 : 2900-2905 doi:10.19734/j.issn.1001-3695.2024.01.0021

13

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

14

Text sentiment analysis based on BERT and hypergraph with dual attention network

基于BERT和超图对偶注意力网络的文本情感分析

Xu Guixian

Liu Lanyin

Wang Jiacheng

Chen Zhe

text sentiment analysis

hypergraph

graph classification

attention mechanism

No. 3, 2024 : 786-793 doi:10.19734/j.issn.1001-3695.2023.07.0311

15

Multimodal sentiment analysis based on non-text modality reinforcement and gating fusion method

基于非文本模态强化和门控融合方法的多模态情感分析

Wei Jinlong

Shao Xinhui

multimodal sentiment analysis

multimodal fusion

modality reinforcement

gating mechanism

No. 1, 2024 : 39-44 doi:10.19734/j.issn.1001-3695.2023.04.0213

16

Aspect-level multimodal sentiment analysis based on interaction graph neural network

基于交互图神经网络的方面级多模态情感分析

Li Li

Li Ping

aspect-level multimodal sentiment analysis

modal interaction graph neural network

graph attention network

No. 12, 2023 : 3683-3689 doi:10.19734/j.issn.1001-3695.2022.10.0532

17

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

18

Multimodal sentiment analysis based on modal information interaction

基于模态信息交互的多模态情感分析

Cai Yuyang

Meng Zuqiang

multimodality

sentiment analysis

information interaction

attention mechanism

No. 9, 2023 : 2603-2608 doi:10.19734/j.issn.1001-3695.2023.02.0050

19

Multimodal sentiment analysis based on cross-modal gating mechanism and improved fusion method

基于跨模态门控机制和改进融合方法的多模态情感分析

Miao Yuqing

Yang Shuang

Liu Tonglai

Zhang Wanzhen

Zhu Lin

Zhou Ming

multimodal sentiment analysis

inter-modal noise

cross-modal gating mechanism

multimodal fusion

No. 7, 2023 : 2025-2030,2038 doi:10.19734/j.issn.1001-3695.2022.12.0766

20

Sentiment analysis model of opinion triplet based on position information

融合位置信息的观点三元组情感分析模型

Jiang Yutong

Qian Xuezhong

Song Wei

aspect-based sentiment analysis

multitasking framework

opinion triplet

bi-directional long short-term memory network

self attention mechanism

No. 3, 2023 : 676-681 doi:10.19734/j.issn.1001-3695.2022.07.0370

21

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

22

KENAOTE: multi-task learning model for knowledge augmented aspect and opinion pair extraction

KENAOTE：一种知识增强的方面和意见对提取多任务学习模型

Li Yang

Tang Jiqiang

Zhu Junwu

Liang Mingxuan

Gao Xiang

knowledge augmentation

deep learning

aspect-based sentiment analysis

aspect and opinion pair extraction

joint training

No. 2, 2023 : 359-364 doi:10.19734/j.issn.1001-3695.2022.07.0326

23

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

24

Handling contrastive sentences in sentiment analysis based on attention network

基于注意力网络的情感分析中的对比句处理

Zhang Rong

Liu Yuan

Li Yang

aspect-level sentiment analysis

contrastive sentences

attention network

BERT model

relative position encoding

No. 9, 2022 : 2695-2700,2716 doi:10.19734/j.issn.1001-3695.2022.02.0052

25

Click prediction model based on product description

基于商品描述文案的点击预测模型

Huang Haoxuan

Sheng Wu

LightGBM

click prediction

text sentiment analysis

LDA topic model

cold start

No. 8, 2022 : 2422-2426 doi:10.19734/j.issn.1001-3695.2022.01.0025

26

Aspect based sentiment analysis with progressive enhancement and graph convolution

基于渐进增强与图卷积的方面级情感分析模型

Qi Songzhe

Huang Xianying

Sun Haidong

Liu Jiayan

GCN

progressive enhancement

dependency tree

collaborative integration

No. 7, 2022 : 2037-2042 doi:10.19734/j.issn.1001-3695.2022.01.0005

27

Aspect level sentiment analysis with dependency tree enhanced attention model

基于依存树增强注意力模型的方面级情感分析

Zhang Wenxuan

Yin Yanjun

natural language processing

aspect level sentiment analysis

dependency tree

attention mechanism

No. 6, 2022 : 1656-1662 doi:10.19734/j.issn.1001-3695.2021.12.0629

28

MASGC: simple graph convolutional emotion analysis model with specific masking

MASGC：融合特定屏蔽机制的简单图卷积情感分析模型

Jiang Yutong

Qian Xuezhong

Song Wei

aspect

sentiment analysis

gated round unit(GRU)

attention mechanism

No. 4, 2022 : 1049-1053 doi:10.19734/j.issn.1001-3695.2021.09.0400

29

Aspect-level sentiment analysis based on double-layer part-of-speech-aware and multi-head interactive attention mechanism

基于双层词性感知和多头交互注意机制的方面级情感分析

Xue Fang

Guo Yi

Li Zhiqiang

Wang Jiahui

BERT model

double-layer part-of-speech-aware

interactive features

dynamic feature fusion

No. 3, 2022 : 704-710 doi:10.19734/j.issn.1001-3695.2021.08.0340

30

Multimodal sentiment analysis based on hybrid feature fusion of multi-level attention mechanism and multi-task learning

基于注意力的多层次混合融合的多任务多模态情感分析

Song Yunfeng

Ren Ge

Yang Yong

Fan Xiaochao

multimodal

sentiment analysis

attention mechanism

multi-task learning

No. 3, 2022 : 716-720 doi:10.19734/j.issn.1001-3695.2021.08.0357

31

Aspect-based sentiment analysis based on attention network

基于注意力网络的属性级别情感分析

Shen Bin

Fang Yiquan

Cai Yuan

Cheng Hua

Zhong Ye

aspect-based

sentiment analysis

multi-head attention

BERT

No. 2, 2022 : 411-416 doi:10.19734/j.issn.1001-3695.2021.07.0297

32

Chinese online comments sentiment analysis based on weighted char-word mixture word representation

基于加权融合字词向量的中文在线评论情感分析

Zhang Xiaoyan

Bai Yu

online comments

sentiment analysis

char-word representation

BERT

sentiment value

SVM

No. 1, 2022 : 31-36 doi:10.19734/j.issn.1001-3695.2021.06.0253

33

Combining dependency syntactic parsing with interactive attention mechanism for implicit aspect extraction

结合依存句法分析与交互注意力机制的隐式方面提取

Wang Lanlan

Yao Chunlong

Li Xu

Yu Xiaoqiang

aspect level sentiment analysis

implicit aspect extraction

BERT

dependency syntactic parsing

interactive attention

No. 1, 2022 : 37-42 doi:10.19734/j.issn.1001-3695.2021.06.0249

34

Aspect-based sentiment analysis based on graph neural network

基于图神经网络的方面级情感分析

Zhang Heqiao

Gou Gang

Chen Qingmei

aspect-based sentiment analysis(ABSA)

sentiment analysis

graph neural network

natural language processing

No. 12, 2021 : 3574-3580,3585 doi:10.19734/j.issn.1001-3695.2021.05.0166

35

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

36

Soft prototype enhanced adaptive loss model for aspect extraction

用于方面提取的软原型增强自适应损失模型

Xu Fu

Huang Xianying

Jiang Xingyu

Peng Jingyao

aspect extraction(AE)

sentiment analysis

soft retrieval

adaptive loss

No. 11, 2021 : 3310-3315 doi:10.19734/j.issn.1001-3695.2021.04.0101

37

Chinese text sentiment analysis based on ELMo and Bi-SAN

基于ELMo和Bi-SAN的中文文本情感分析

Li Zheng

Chen Li

Zhang Shuang

sentiment analysis

word embedding

ELMo

self-attention

No. 8, 2021 : 2303-2307 doi:10.19734/j.issn.1001-3695.2020.12.0543

38

Multi-relationship collaborative learning model for aspect extraction

用于方面提取的多元关系协作学习模型

Xu Fu

Huang Xianying

Jiang Xingyu

Peng Jingyao

aspect-level sentiment analysis

aspect word extraction

collaborative learning

joint training

No. 8, 2021 : 2328-2333 doi:10.19734/j.issn.1001-3695.2020.12.0412

39

Joint left and right attention mechanism for aspect-level text sentiment analysis

融合左右双边注意力机制的方面级别文本情感分析

Ma Yuan

Cheng Chunling

deep learning

sentiment analysis

aspect level

interaction attention mechanism

No. 6, 2021 : 1753-1758 doi:10.19734/j.issn.1001-3695.2020.07.0185

40

End-to-end multi-hop memory network for aspect-level sentiment analysis

面向方面级别情感分析的端到端多跳记忆网络

Lu Tianlan

Chen Li

aspect sentiment analysis

inter-aspect dependency

attention mechanism

bidirectional LSTM

end-to-end memory network

No. 5, 2021 : 1409-1415,1427 doi:10.19734/j.issn.1001-3695.2020.06.0110

41

Research on image sentiment analysis based on multi-visual object fusion

多视觉目标融合的图像情感分析研究

Miao Yuqing

Lei Qingqing

Zhang Wanzhen

Zhou Ming

Wen Yimin

sentiment analysis

multi-visual

image

neutral network

fusion

No. 4, 2021 : 1250-1255 doi:10.19734/j.issn.1001-3695.2020.02.0087

42

Visual analysis of movie reviews sentiment for box office forecasting

面向票房预测的影评情感可视分析

Xie Zhihai

Zhu Min

Niu Hongyu

Liang Jing

Xia Ting

sentiment analysis

visual analysis

spatial interpolation visualization

box office forecasting

No. 10, 2020 : 2945-2950 doi:10.19734/j.issn.1001-3695.2019.05.0196

43

Chinese text sentiment analysis based on character-level two-channel composite network

基于字符级双通道复合网络的中文文本情感分析

Wang Liya

Liu Changhui

Cai Dunbo

Zhao Tongzhou

Wang Meng

convolutional neural network(CNN)

BiGRU

attention

Chinese text sentiment analysis

No. 9, 2020 : 2674-2678 doi:10.19734/j.issn.1001-3695.2019.04.0121

44

Multimedia sentiment analysis on microblog based on multi-feature fusion

多特征融合的图文微博情感分析

Ling Haibin

Miao Yuqing

Zhang Wanzhen

Zhou Ming

Wu Jigang

sentiment analysis

microblog

multi-feature fusion

neutral network

text and image

No. 7, 2020 : 1935-1939,1951 doi:10.19734/j.issn.1001-3695.2018.12.0929

45

Text sentiment analysis based on hybrid mutual information algorithm

基于混合互信息算法的文本情感分析

Wang Yi

Dai Yueming

mutual information(MI)

feature selection

positive and negative correlation

word frequency information

sentiment analysis

No. 2, 2020 : 337-341 doi:10.19734/j.issn.1001-3695.2018.08.0537

46

Personality-based microblog sentiment analysis model PLSTM

基于性格的微博情感分析模型PLSTM

Yuan Tingting

Yang Wenzhong

Zhong Lijun

Zhang Zhihao

Xiang Jinyong

sentiment analysis

personality

word2vec

long and short memory network

classifier fusion

No. 2, 2020 : 342-346 doi:10.19734/j.issn.1001-3695.2018.07.0521

47

Target-specific sentiment analysis based on CRT mechanism hybrid neural network

基于CRT机制混合神经网络的特定目标情感分析

Meng Wei

Wei Yongqing

Liu Wenfeng

target-specific sentiment analysis

natural language processing

deep learning

convolutional neural network(CNN)

long short-term memory network(LSTM)

No. 2, 2020 : 360-364 doi:10.19734/j.issn.1001-3695.2018.08.0538

48

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

49

Text sentiment analysis based on recurrent neural networks and attention model

基于循环神经网络和注意力模型的文本情感分析

Hu Ronglei

Rui Lu

Qi Xiao

Zhang Xinran

text sentiment analysis

deep learning

long short-term memory model

attention model

No. 11, 2019 : 3282-3285 doi:10.19734/j.issn.1001-3695.2018.05.0300

50

Emoji-attentional neural network for microblog sentiment analysis

基于表情符注意力机制的微博情感分析模型

Tan Hao

Deng Shuwen

Qian Tao

Ji Donghong

emoji

microblog

sentiment analysis

attention mechanism

No. 9, 2019 : 2647-2650 doi:10.19734/j.issn.1001-3695.2018.03.0152