Keyword Search over Probabilistic XML Documents Based on Node Classification
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-05-26
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
This paper describes a keyword search measure on probabilistic XML data based on ELM (extreme learning machine).
We use this method to carry out keyword search on probabilistic XML data.
A probabilistic XML document differs from a traditional XML document to realize keyword search in the consideration of possible world semantics.
A probabilistic XML document can be seen as a set of nodes consisting of ordinary nodes and distributional nodes.
ELM has good performance in text classification applications.
As the typical semistructured data; the label of XML data possesses the function of definition itself.
Label and context of the node can be seen as the text data of this node.
ELM offers significant advantages such as fast learning speed, ease of implementation, and effective node classification.
Set intersection can compute SLCA quickly in the node sets which is classified by using ELM.
In this paper, we adopt ELM to classify nodes and compute probability.
We propose two algorithms that are based on ELM and probability threshold to improve the overall performance.
The experimental results verify the benefits of our methods according to various evaluation metrics.
American Psychological Association (APA)
Zhao, Yue& Yuan, Ye& Wang, Guoren. 2015. Keyword Search over Probabilistic XML Documents Based on Node Classification. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1073236
Modern Language Association (MLA)
Zhao, Yue…[et al.]. Keyword Search over Probabilistic XML Documents Based on Node Classification. Mathematical Problems in Engineering No. 2015 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1073236
American Medical Association (AMA)
Zhao, Yue& Yuan, Ye& Wang, Guoren. Keyword Search over Probabilistic XML Documents Based on Node Classification. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1073236
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1073236