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Mining qualitative patterns in spatial cluster analysis

delete2012-02-01
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PRE
AI
I
Ickjai Lee *
Q
Qu Yang
K
Kyungmi Lee
DOI:10.1016/j.eswa.2011.08.079delete
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Abstract

Abstract

En 中文
Clustering is an important concept formation process within Al. It detects a set of objects with similar characteristics. These similar aggregated objects represent interesting concepts and categories. As clustering becomes more mature, post-clustering activities that reason about clusters need a great attention. Numerical quantitative information about clusters is not as intuitive as qualitative one for human analysis, and there is a great demand for an intelligent qualitative cluster reasoning technique in data-rich environments. This article introduces a qualitative cluster reasoning framework that reasons about clusters. Experimental results demonstrate that our proposed qualitative cluster reasoning reveals interesting cluster structures and rich cluster relations. (C) 2011 Elsevier Ltd. All rights reserved.
Keywords:
Qualitative spatial reasoning
Cluster reasoning
Spatial cluster
Mining patterns
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Journal

Expert Systems with Applications cover
Expert Systems with Applications
IF:
7.5
Papers:
2.9W
Citations:
10.2W

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J
James Cook University
Scholars:
7.8K
Papers: 7.9K
Citations: 1.2W
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