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Algorithm Research & Explore
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App. Res. of Comp. Printed Article
Vol. 38, 2021 No. 1
83-87

Automatic generation of data cleaning rule chain based on poset

He Jun1
Zhang Caiqing2a
Li Xiaozhen1
Zhang Dehai2b
1. College of Information Engineering, Kunming University, Kunming 650214, China
2. a. College of Foreign Languages, b. College of Software, Yunnan University, Kunming 650206, China
DOI: 10.19734/j.issn.1001-3695.2019.12.0617

Abstract

In order to solve the problem of frequent logical conflicts and high error rate between rules in data cleaning, this paper proposed an automatic rule chain generation method based on partial order set. It classified and processed the rules from top to bottom by the hierarchical data cleaning framework. It automatically generated the rules chain of each level by using partial order set and Hasse diagram, and designed the corresponding generation algorithm and automatic cleaning algorithm. Taking the data of poverty alleviation as an example, the results show that the proposed method can improve the efficiency of data cleaning, reduce the error rate of cleaning results, and test the scientificity and effectiveness of the method.

Foundation Support

国家自然科学基金资助项目(61263043,61864004)
云南省地方本科高校基础研究联合专项基金资助项目(2017FH001-05)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2019.12.0617
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 1
Section: Algorithm Research & Explore
Pages: 83-87
Serial Number: 1001-3695(2021)01-016-0083-05

Publish History

[2021-01-05] Printed Article

Cite This Article

何俊, 张彩庆, 李小珍, 等. 基于偏序集的数据清洗规则链自动生成方法 [J]. 计算机应用研究, 2021, 38 (1): 83-87. (He Jun, Zhang Caiqing, Li Xiaozhen, et al. Automatic generation of data cleaning rule chain based on poset [J]. Application Research of Computers, 2021, 38 (1): 83-87. )

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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