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Quasi-SLCA Based Keyword Query Processing over Probabilistic XML Data

delete2014-04-01
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OA
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李建新 cover
李建新 (Jianxin Li) *
C
Chengfei Liu
R
Rui Zhou
J
Jeffrey Xu Yu
DOI:10.1109/TKDE.2013.67delete
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Abstract

Abstract

En 中文
The probabilistic threshold query is one of the most common queries in uncertain databases, where a result satisfying the query must be also with probability meeting the threshold requirement. In this paper, we investigate probabilistic threshold keyword queries (PrTKQ) over XML data, which is not studied before. We first introduce the notion of quasi-SLCA and use it to represent results for a PrTKQ with the consideration of possible world semantics. Then we design a probabilistic inverted (PI) index that can be used to quickly return the qualified answers and filter out the unqualified ones based on our proposed lower/upper bounds. After that, we propose two efficient and comparable algorithms: Baseline Algorithm and PI index-based Algorithm. To accelerate the performance of algorithms, we also utilize probability density function. An empirical study using real and synthetic data sets has verified the effectiveness and the efficiency of our approaches.
Keywords:
Probabilistic XML
threshold keyword query
probabilistic index

Journal

IEEE Transactions on Knowledge and Data Engineering cover
IEEE Transactions on Knowledge and Data Engineering
IF:
10.4
Papers:
6.8K
Citations:
3.2W

Organization

S
Swinburne University of Technology
Scholars:
9.3K
Papers: 1.2W
Citations: 2.0W
C
Chinese University of Hong Kong
Scholars:
3.4W
Papers: 3.2W
Citations: 5.6W
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