In accordance with regulations and requirements, the editorial department's website domain has been changed to arocmag.cn. The original domain (arocmag.com) will be discontinued after Dec. 31st, 2024.
See More
Algorithm Research & Explore
|
App. Res. of Comp. Printed Article
Vol. 36, 2019 No. 8
2297-2299,2304

Music recommendation algorithm based on attention mechanism

Zhang Quangui
Zhang Xinxin
Li Zhiqiang
School of Electronic & Information Engineering, Liaoning Technical University, Huludao Liaoning 125105, China
DOI: 10.19734/j.issn.1001-3695.2018.01.0075

Abstract

In the mass music, how to analyze the user's needs according to the user's history listening record to implement song recommendation is one of the challenging topics in the music recommendation field. The existing music recommendation method simply uses all the music the user has heard as the context of the music recommendation, which results in the same weight distribution of contexts learned by different types of music, which seriously affects the accuracy of the music recommendation. In response to this problem, this paper proposed a music recommendation method based on attention mechanism, which dynamically allocated different attentions to different users' historical listening music, that was learns different contextual weights so as to make the recommendation result more in line with the user's actual preference. And through the test on public music dataset named million song dataset, the recommended accuracy of the method proposed has greatly improved.

Foundation Support

国家留学基金资助项目(留金法［2015］5104)
辽宁省自然科学基金资助项目(20180550995)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2018.01.0075
Publish at: Application Research of Computers Printed Article, Vol. 36, 2019 No. 8
Section: Algorithm Research & Explore
Pages: 2297-2299,2304
Serial Number: 1001-3695(2019)08-012-2297-03

Publish History

[2019-08-05] Printed Article

Cite This Article

张全贵, 张新新, 李志强. 基于注意力机制的音乐深度推荐算法 [J]. 计算机应用研究, 2019, 36 (8): 2297-2299,2304. (Zhang Quangui, Zhang Xinxin, Li Zhiqiang. Music recommendation algorithm based on attention mechanism [J]. Application Research of Computers, 2019, 36 (8): 2297-2299,2304. )

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)