万彩网·首页欢迎您

pisco_log

Open Journal Systems

User

Language

Journal Content

Font Size

A B C D E F G H I J K L M N O P Q R S T U V W X Y Z All

Geological and Mining Engineering

Geological and Mining Engineering (GME), published by Scineer Publishing PTE. LTD, is an open-access journal. GME is devoted to publish geological and mining engineering related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on geological and mining engineering throughout the world. GME welcomes all original

ISSN: 3029-1887(P)

3029-2034(O)

View Journal Current Issue Register

Food Safety and Quality

Food Safety and Quality (FSQ), published by Scineer Publishing PTE. LTD, is an open-access journal. FSQ is devoted to publish food safety and quality related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on food safety and quality throughout the world. FSQ welcomes all original manuscripts that do not be published in any other journals.

ISSN: 3029-2115(P)

3029-2123(O)

View Journal Current Issue Register

Hydraulic Engineering and Power Research

Hydraulic Engineering and Power Research (HEPR), published by Scineer Publishing PTE. LTD, is an open-access journal. HEPR is devoted to publish hydraulic engineering and power related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on hydraulic engineering and power throughout the world. HEPR welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â

Â Â Â Â ISSN: 3029-2158(P)

Â Â Â Â Â Â Â Â Â 3029-2166(O)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Medical and Health Research

Medical and Health Research (MHR), published by Scineer Publishing PTE. LTD, is an open-access journal. MHR is devoted to publish medicine related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on medicine throughout the world. MHR welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â

Â Â Â Â ISSN: 3029-2190(P)

Â Â Â Â Â Â Â Â Â 3029-2204(O)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Practical Medical Research

Practical Medical Research (PMR), published by Scineer Publishing PTE. LTD, is an open-access journal. PMR is devoted to publish medicine related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on medicine throughout the world. PMR welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â

Â Â Â Â ISSN: 3029-2085(P)

Â Â Â Â Â Â Â Â Â Â 3029-2093(O)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Forum on Research and Innovation Management

Forum on Research and Innovation Management (FRIM), published by Scineer Publishing PTE. LTD, is an open-access journal. FRIM is devoted to publish research and innovation management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on research and innovation management throughout the world. FRIM welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â

Â Â Â Â ISSN: 3029-1933(P)

Â Â Â Â Â Â Â Â Â 3029-1984(O)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Construction Safety Technology and Management

Construction Safety Technology and Management (CSTM), published by Scineer Publishing PTE. LTD, is an open-access journal. CSTM is devoted to publish construction safety technology and management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on construction safety technology and management throughout the world. CSTM welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â

Â Â Â Â Â ISSN: 3029-2069(P)

Â Â Â Â Â Â Â Â Â Â Â 3029-2077(O)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Industrial Technology Research

Industrial Technology Research (ITR), published by Scineer Publishing PTE. LTD, is an open-access journal. ITR is devoted to publish industrial technology related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on industrial technology throughout the world. ITR welcomes all original manuscripts that do not be published in any other journals.

Â Â Â Â

Â Â Â Â ISSN: 3029-1895(P)

Â Â Â Â Â Â Â Â Â Â 3029-2026(O)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Environmental Protection and Health

Environmental Protection and Health (EPH), published by Scineer Publishing PTE. LTD, is an open-access journal. EPH is devoted to publish environmental protection and health related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on environmental protection and health throughout the world. EPH welcomes all original manuscripts that do not be published in any other journals.Â

Â Â

Â Â Â Â ISSN: 3029-1909(P)

Â Â Â Â Â Â Â Â Â 3029-2018(O)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Artificial Intelligence Technology Research

Artificial Intelligence Technology Research (AITR), published by Scineer Publishing PTE. LTD, is an open-access journal. AITR is devoted to publish artificial intelligence technology related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on artificial intelligence technology throughout the world. AITR welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â ISSN: 3029-1968(O)

Â Â Â Â Â Â Â Â Â 3029-195X(P)
Â Â Â Â Â

Â Â

View Journal Current Issue Register

Curriculum Learning and Exploration

Curriculum Learning and Exploration (CLE), published by Scineer Publishing PTE. LTD, is an open-access journal. CLE is devoted to publish curriculum related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on curriculum throughout the world. CLE welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â ISSN: 3029-1976(O)

Â Â Â Â Â Â Â Â Â 3029-1941(P)
Â Â Â Â Â Â Â

View Journal Current Issue Register

Evaluation of Educational Research

Evaluation of Educational Research (EER), published by Scineer Publishing PTE. LTD, is an open-access journal. EER is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. EER welcomes all original manuscripts that do not be published in any other journals.

Â Â Â Â ISSN: 3029-1992(O)

Â Â Â Â Â Â Â Â Â 3029-1925(P)
Â Â Â Â Â Â Â

View Journal Current Issue Register

World Education Forum

World Education Forum (WEF), published by Scineer Publishing PTE. LTD, is an open-access journal. WEF is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. WEF welcomes all original manuscripts that do not be published in any other journals.

Â Â Â Â ISSN: 3029-214X(O)

Â Â Â Â Â Â Â Â Â 3029-2131(P)

Â Â Â Â Â Â Â

View Journal Current Issue Register

New Explorations in Education and Teaching

New Explorations in Education and Teaching (NEET), published by Scineer Publishing PTE. LTD, is an open-access journal. NEET is devoted to publish education related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on education throughout the world. NEET welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â ISSN: 3029-200X(O)

Â Â Â Â Â Â Â Â Â 3029-1917(P)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Modern Economic Management Forum

Â

Modern Economic Management Forum (MEMF), published by Scineer Publishing PTE. LTD, is an open-access journal. MEMF is devoted to publish modern economic management related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on economic management throughout the world. MEMF welcomes all original manuscripts that do not be published in any other journals.Â

Â Â Â Â ISSN: 3029-2182(O)

Â Â Â Â Â Â Â Â Â 3029-2174(P)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Research and Commentary on Humanities and Arts

Research and Commentary on Humanities and ArtsÂ (RCHA), published by Scineer Publishing PTE. LTD, is an open-access journal. RCHA is devoted to publish humanities and arts related articles in the form of original papers, review papers and case studies. It also provides a platform for scholars to exchange the latest information in the related fields and aim to promote the research on humanities and arts throughout the world. RCHA welcomes all original manuscripts that do not be published in any other journals.Â

Â

Â Â Â

Â Â Â Â Â Â ISSN: 3029-2050(O)

Â Â Â Â Â Â Â Â Â Â Â 3029-2042(P)

Â Â Â Â Â Â Â

View Journal Current Issue Register

Scineer Publishing is a publisher of open access journals. Covering various disciplines and promoting interdisciplinary development, Scineer Publishing adheres to a principle of respecting academics, and publishes insightful and rigorous academic research contents.

12 Eu Tong Sen Street, #07-168, Singapore 059819

E-mail: scineerpub@126.com

Copyright © 2023 Scineer Publishing Pte. Ltd.

RBL: A Multimodal Emotion Analysis Model Based on Language Guided Transformer

Han Qiao, Yuan Sun, Chenxuan Li, Xinya Li

Abstract

Emotional analysis has important value in the economic and social fields such as public opinion analysis, market research and risk
prediction. Nowadays, the rapid development of short video media has led to the expansion of emotional analysis content from text content to
multimedia content. Multimodal emotion analysis is to mine emotional information from the fusion of text, language and pictures. At present,
some achievements have been made in the research of emotion analysis for multimodal data. However, due to the huge content of multimodal
information, contextual emotion correlation between modes and within modes, the current multimodal emotion analysis still has some shortcomings. In view of this, this study proposes the RBL model - a multimodal sentiment analysis model based on LGT (Linguistics-Guided
Transformer), which uses Bert and Resnet models to extract text features and image features, and Librosa toolkit to extract voice features.

Keywords

Multi-mode; Deep learning; Affective analysis

Full Text:

PDF

Included Database

References

[1] Gandhi A, Adhvaryu K, Poria S, et al. Multimodal sentiment analysis: A systematic review of history, datasets, multimodal fusion methods, applications, challenges and future directions[J]. Information Fusion, 2023, 91:424-444.

[2] Zeng Y, Li Z, Tang Z, et al. Heterogeneous graph convolution based on In-domain Selfsupervision for Multimodal Sentiment Analysis[J]. Expert Systems with Applications, 2023, 213: Article 119240.

[3] Zhang Xinsheng, Gao Teng Object level emotion classification of multi head attention memory networks [J]. Pattern Recognition and

Artificial Intelligence, 2019, 32 (11): 997-1005H. Bao et al., “VLMo: Unified Vision-Language Pre-Training with Mixture-of-ModalityExperts.” arXiv, May 27, 2022. Accessed: Feb. 05, 2023.

[4] Silva N F F D, Coletta L F S, Hruschka E R, A survey and comparative study of tweet sentiment analysis via semi-supervised learning[J]. ACM Computing Surveys, 2016, 49(1): 15.

[5] Kiritchenko S, Zhu X, Mohammad S M, Sentiment analysis of short informal text[J]. Journal of Artificial Intelligence Research, 2014, 50:723-762.

[6] Da Silva N F F, Hruschka E R, Hruschka E R, Tweet sentiment analysis with classifier ensembles[J]. Decision Support Systems, 2014, 66: 170-179.

[7] Zhang C, Yang Z, He X, et al. Multimodal Intelligence: Representation Learning, Information Fusion, and Applications[J]. IEEE Journal of Selected Topics in Signal Processing, 2020, PP (99):1-1.

[8] Cai Guoyong, Xia Binbin Image and Text Fusion Media Emotion Prediction Based on Convolutional Neural Networks [J]. Computer Applications, 2016, 36 (02): 428-431+477.

[9] Hazarika D, Poria S, Mihalcea R, et al. Icon: Interactive conversational memory network for multimodal emotion detection[C]. Proceedings of the Empirical Methods in Natural Language Processing (EMNLP), 2018: 2594-2604.

[10] A. Vaswani et al., “Attention is All you Need”.

DOI: http://dx.doi.org/10.18686/aitr.v2i2.4021

Refbacks

There are currently no refbacks.

Scineer Publishing is a publisher of open access journals. Covering various disciplines and promoting interdisciplinary development, Scineer Publishing adheres to a principle of respecting academics, and publishes insightful and rigorous academic research contents.

12 Eu Tong Sen Street, #07-168, Singapore 059819

E-mail: scineerpub@126.com

Copyright © 2023 Scineer Publishing Pte. Ltd.