Algorithm Research & Explore
|
App. Res. of Comp. Printed Article
Vol. 37, 2020 No. 7
1935-1939,1951

Multimedia sentiment analysis on microblog based on multi-feature fusion

Ling Haibin1a
Miao Yuqing1a,1b
Zhang Wanzhen2
Zhou Ming3
Wu Jigang4
1. a. School of Computer Science & Information Security, b. Key Laboratory of Image & Graphics Intelligent Processing, Guilin University of Electronic Technology, Guilin Guangxi 541004, China
2. Practice Teaching Department, Guilin University of Aerospace Technology, Guilin Guangxi 541004, China
3. Guilin Hivision Technology Company, Guilin Guangxi 541004, China
4. School of Computer Science & Technology, Guangdong University of Technology, Guangzhou 510006, China
DOI: 10.19734/j.issn.1001-3695.2018.12.0929

Abstract

Previous studies exploit the complementary effect between text and images in microblog sentiment analysis, but less focuse on some factors such as user personality and content characteristics. To solve this problem, this paper proposed an multimedia sentiment analysis on microblog based on multi-feature fusion method. Firstly it constructed a text sentiment classification model considering the user-based features and content-based features which had a good indication of emotions. Then it constructed an image model based on parameter transfer and fine-tuned. Finally, it designed fusion method of the early fusion and the late fusion. The experimental results show that user-based features and content-based features can enhance model ability of capturing emotion semantic, and the proposed model and fusion methods get higher accuracy on the real-world test dataset.

Foundation Support

国家自然科学基金资助项目(61763007,61866007)
广西自然科学基金联合资助项目(2018GXNSFAA138082)
广西高校图像图形智能处理重点实验室资助项目(GIIP201706)
桂林电子科技大学研究生教育创新计划基金资助项目(2017YJCX50)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2018.12.0929
Publish at: Application Research of Computers Printed Article, Vol. 37, 2020 No. 7
Section: Algorithm Research & Explore
Pages: 1935-1939,1951
Serial Number: 1001-3695(2020)07-004-1935-05

Publish History

[2020-07-05] Printed Article

Cite This Article

凌海彬, 缪裕青, 张万桢, 等. 多特征融合的图文微博情感分析 [J]. 计算机应用研究, 2020, 37 (7): 1935-1939,1951. (Ling Haibin, Miao Yuqing, Zhang Wanzhen, et al. Multimedia sentiment analysis on microblog based on multi-feature fusion [J]. Application Research of Computers, 2020, 37 (7): 1935-1939,1951. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

Indexed & Evaluation

  • The Second National Periodical Award 100 Key Journals
  • Double Effect Journal of China Journal Formation
  • the Core Journal of China (Peking University 2023 Edition)
  • the Core Journal for Science
  • Chinese Science Citation Database (CSCD) Source Journals
  • RCCSE Chinese Core Academic Journals
  • Journal of China Computer Federation
  • 2020-2022 The World Journal Clout Index (WJCI) Report of Scientific and Technological Periodicals
  • Full-text Source Journal of China Science and Technology Periodicals Database
  • Source Journal of China Academic Journals Comprehensive Evaluation Database
  • Source Journals of China Academic Journals (CD-ROM Version), China Journal Network
  • 2017-2019 China Outstanding Academic Journals with International Influence (Natural Science and Engineering Technology)
  • Source Journal of Top Academic Papers (F5000) Program of China's Excellent Science and Technology Journals
  • Source Journal of China Engineering Technology Electronic Information Network and Electronic Technology Literature Database
  • Source Journal of British Science Digest (INSPEC)
  • Japan Science and Technology Agency (JST) Source Journal
  • Russian Journal of Abstracts (AJ, VINITI) Source Journals
  • Full-text Journal of EBSCO, USA
  • Cambridge Scientific Abstracts (Natural Sciences) (CSA(NS)) core journals
  • Poland Copernicus Index (IC)
  • Ulrichsweb (USA)