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Source apportionment of potentially toxic elements (PTEs) in soils of the Huayuan Manganese Mining Area using PCA-IDW and PMF. [PDF]
Zheng F +6 more
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Integrating ecological and anthropogenic risk identifies emerging Ebola spillover hotspots
Moir M +16 more
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Mining Condensed Frequent-Pattern Bases
Knowledge and Information Systems, 2004Frequent-pattern mining has been studied extensively and has many useful applications. However, frequent-pattern mining often generates too many patterns to be truly efficient or effective. In many applications, it is sufficient to generate and examine frequent patterns with a sufficiently good approximation of the support frequency instead of in full ...
Jian Pei, Guozhu Dong, Jiawei Han
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Approximate mining of frequent patterns on streams [PDF]
Many critical applications, like intrusion detection or stock market analysis, require a nearly immediate result based on a continuous and infinite stream of data. In most cases finding an exact solution is not compatible with limited availability of resources and real time constraints, but an approximation of the exact result is enough for most ...
SILVESTRI, Claudio, ORLANDO, Salvatore
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Mining frequent trajectory pattern based on vague space partition
Frequent trajectory pattern mining is an important spatiotemporal data mining problem with broad applications. However, it is also a difficult problem due to the approximate nature of spatial trajectory locations.
Xiaohui Yan, Kunyuan Hu
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Mining frequent patterns with the pattern tree
New Generation Computing, 2005Mining frequent patterns with a frequent pattern tree (FP-tree in short) avoids costly candidate generation and repeatedly occurrence frequency checking against the support threshold. It therefore achieves much better performance and efficiency than Apriori-like algorithms. However, the database still needs to be scanned twice to get the FP-tree.
Hao Huang +2 more
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