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Algorithm Research & Explore
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331-334,343

Multi-level recognition and reasoning using probabilistic soft logic

Zhang Jia1a
Zhang Hui1b
Yang Chunming1a
Zhao Xujian1a
Li Bo1a,2
1. a. School of Computer Science & Technology, b. School of Science, Southwest University of Science & Technology, Mianyang Sichuan 621010, China
2. School of Computer & Technology, University of Science & Technology of China, Hefei 230027, China

Abstract

With the global aging population increasing, the daily behavior regulation and care of the old people have become a challenging social problem. In order to deal with the growing demand of society, this paper proposed a method that was driven by data and knowledge, and used PSL(probabilistic soft logic) and multi-level analysis for modeling the old people's daily activities to solve the problem of nursing activity recognition. Experiments show that the method has higher accuracy than HMM in the event identification and abnormal activity detection, and has faster response speed than the non-hierarchical recognition method.

Foundation Support

国家教育部人文社科基金资助项目(17YJCZH260)
四川信息管理与服务研究中心基金资助项目(SCTQ2016YB13)
赛尔网络下一代互联网技术创新项目(NGII20170901)
四川省军民融合研究院开放基金资助项目(18sxb017,18sxb028)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2017.07.0706
Publish at: Application Research of Computers Printed Article, Vol. 36, 2019 No. 2
Section: Algorithm Research & Explore
Pages: 331-334,343
Serial Number: 1001-3695(2019)02-003-0331-04

Publish History

[2019-02-05] Printed Article

Cite This Article

张嘉, 张晖, 杨春明, 等. 基于概率软逻辑的多层次识别和推理 [J]. 计算机应用研究, 2019, 36 (2): 331-334,343. (Zhang Jia, Zhang Hui, Yang Chunming, et al. Multi-level recognition and reasoning using probabilistic soft logic [J]. Application Research of Computers, 2019, 36 (2): 331-334,343. )

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.


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