The Hierarchies of Multivalued Attribute Domains and Corresponding Applications in Data Mining
Joint Authors
Lei, Yuxia
Yan, Yushu
Han, Yonghua
Jiang, Feng
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-08-28
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Information Technology and Computer Science
Abstract EN
In mobile computing, machine learning models for natural language processing (NLP) have become one of the most attractive focus areas in research.
Association rules among attributes are common knowledge patterns, which can often provide potential and useful information such as mobile users' interests.
Actually, almost each attribute is associated with a hierarchy of the domain.
Given an relation R=(U,A) and any cut αa on the hierarchy for every attribute a, there is another rough relation RΦ, where Φ=(αa:a∈A).
This paper will establish the connection between the functional dependencies in R and RΦ, propose the method for extracting reducts in RΦ, and demonstrate the implementation of proposed method on an application in data mining of association rules.
The method for acquiring association rules consists of the following three steps: (1) translating natural texts into relations, by NLP; (2) translating relations into rough ones, by attributes analysis or fuzzy k-means (FKM) clustering; and (3) extracting association rules from concept lattices, by formal concept analysis (FCA).
Our experimental results show that the proposed methods, which can be applied directly to regular mobile data such as healthcare data, improved quality, and relevance of rules.
American Psychological Association (APA)
Lei, Yuxia& Yan, Yushu& Han, Yonghua& Jiang, Feng. 2018. The Hierarchies of Multivalued Attribute Domains and Corresponding Applications in Data Mining. Wireless Communications and Mobile Computing،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1215749
Modern Language Association (MLA)
Lei, Yuxia…[et al.]. The Hierarchies of Multivalued Attribute Domains and Corresponding Applications in Data Mining. Wireless Communications and Mobile Computing No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1215749
American Medical Association (AMA)
Lei, Yuxia& Yan, Yushu& Han, Yonghua& Jiang, Feng. The Hierarchies of Multivalued Attribute Domains and Corresponding Applications in Data Mining. Wireless Communications and Mobile Computing. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1215749
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1215749