Download Advanced Data Mining and Applications: 10th International by Xudong Luo, Jeffrey Xu Yu, Zhi Li PDF

By Xudong Luo, Jeffrey Xu Yu, Zhi Li

This booklet constitutes the complaints of the tenth foreign convention on complex information Mining and purposes, ADMA 2014, held in Guilin, China in the course of December 2014. The forty eight average papers and 10 workshop papers offered during this quantity have been conscientiously reviewed and chosen from ninety submissions. They take care of the next issues: facts mining, social community and social media, suggest structures, database, dimensionality aid, boost laptop studying recommendations, type, tremendous facts and purposes, clustering equipment, desktop studying, and knowledge mining and database.

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Extra resources for Advanced Data Mining and Applications: 10th International Conference, ADMA 2014, Guilin, China, December 19-21, 2014. Proceedings

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Data & Knowledge Engineering 64(1), 198–217 (2008) 9. : Mining High Utility Itemsets without Candidate Generation. In: Proceedings of CIKM 2012, pp. 55–64 (2012) 10. : A two-phase algorithm for fast discovery of high utility itemsets. , Liu, H. ) PAKDD 2005. LNCS (LNAI), vol. 3518, pp. 689–695. Springer, Heidelberg (2005) 11. : A One-Phase Method for Mining High Utility Mobile Sequential Patterns in Mobile Commerce Environments. , Wu, X. ) IEA/AIE 2012. LNCS, vol. 7345, pp. 616–626. Springer, Heidelberg (2012) 12.

An alternative and equivalent definition of generator patterns and closed patterns is the following. Let an equivalence class be the set of all itemsets supported by the same set of transactions. Generator patterns are the minimal members of each equivalence class, while closed patterns are the maximal members of each equivalence class. For example, consider the equivalence class {{a, e}, {a, c, e}} of itemsets appearing in T0 and T2 . {a,e} is a generator and {a,c,e} is the closed pattern. Each Novel Concise Representations of High Utility Itemsets 35 equivalence class contains one or more generators and a single closed pattern [11] called their closure.

S. Tseng in GHUIs. Then, the algorithm scans D to calculate the TWU of each of those items.

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