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Constructing Topic Models of Internet of Things for Information Processing
Joint Authors
Cui, Zhiming
Xin, Jie
He, Tianxu
Li, Chunhua
Huang, Haojing
Zhang, Shukui
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-07-09
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Internet of Things (IoT) is regarded as a remarkable development of the modern information technology.
There is abundant digital products data on the IoT, linking with multiple types of objects/entities.
Those associated entities carry rich information and usually in the form of query records.
Therefore, constructing high quality topic hierarchies that can capture the term distribution of each product record enables us to better understand users’ search intent and benefits tasks such as taxonomy construction, recommendation systems, and other communications solutions for the future IoT.
In this paper, we propose a novel record entity topic model (RETM) for IoT environment that is associated with a set of entities and records and a Gibbs sampling-based algorithm is proposed to learn the model.
We conduct extensive experiments on real-world datasets and compare our approach with existing methods to demonstrate the advantage of our approach.
American Psychological Association (APA)
Xin, Jie& Cui, Zhiming& Zhang, Shukui& He, Tianxu& Li, Chunhua& Huang, Haojing. 2014. Constructing Topic Models of Internet of Things for Information Processing. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-1050571
Modern Language Association (MLA)
Xin, Jie…[et al.]. Constructing Topic Models of Internet of Things for Information Processing. The Scientific World Journal No. 2014 (2014), pp.1-11.
https://search.emarefa.net/detail/BIM-1050571
American Medical Association (AMA)
Xin, Jie& Cui, Zhiming& Zhang, Shukui& He, Tianxu& Li, Chunhua& Huang, Haojing. Constructing Topic Models of Internet of Things for Information Processing. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-1050571
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1050571