By Víctor Flores, Fernando Gomide, Andrzej Janusz, Claudio Meneses, Duoqian Miao, Georg Peters, Dominik Ślęzak, Guoyin Wang, Richard Weber, Yiyu Yao
This e-book constitutes the refereed lawsuits of the foreign Joint convention on tough units, IJCRS 2016, held in Santiago de Chile, Chile, in October 2016.
The forty six revised complete papers offered including 7 keynotes, tutorials and specialist papers have been conscientiously reviewed and chosen from 108 submissions. The papers are grouped in topical sections on tough units, Approximation and Granulation; tough units, Non-Determinism and Incompleteness; tough units and Three-way judgements; Fuzziness and Similarity in wisdom illustration; desktop studying and determination Making; score and Clustering; Derivation and alertness of ideas and bushes; Derivation and alertness of characteristic Subsets.
Read or Download Rough Sets: International Joint Conference, IJCRS 2016, Santiago de Chile, Chile, October 7–11, 2016, Proceedings PDF
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Extra resources for Rough Sets: International Joint Conference, IJCRS 2016, Santiago de Chile, Chile, October 7–11, 2016, Proceedings
055987 in a diﬀerent solution. Rounding oﬀ of results does not always work when we are considering vectors of real numbers as can be seen in Fig. 4. Clustering can be used to ﬁnd a smaller number of distinct vectors. For example, we could use the centroids of the four clusters in Fig. 4 as four distinct optimization solutions. Another interesting application of rough sets in big data can be found in the attribute clustering proposal by Janusz and Slezak  to reduce high dimensional Fig. 4. Optimization solutions that can be grouped into four clusters 20 P.
Peters et al.  used supermarket data to show how the changing purchasing patterns can be modeled using rough set based dynamic clustering. Such a dynamic clustering involves creation of new clusters, deletion of obsolete clusters, and merging of clusters that are becoming indistinguishable. Ammar et al. [1,2] used a variation of dynamic clustering, called incremental and decremental clustering, to adapt to the changing nature of the data using possibilistic soft clustering. The approach was shown to be useful even for standard data mining datasets.
CSUR) 46(1), 13 (2013) 21. : Rough sets and few-objects-many-attributes problem: the case study of analysis of gene expression data sets. In: Frontiers in the Convergence of Bioscience and Information Technologies, FBIT 2007, pp. 437–442. : Intelligent data granulation on load: improving info22. Sl ´ ezak, D. ) FGIT bright’s knowledge grid. , Sl 2009. LNCS, vol. 5899, pp. 12–25. Springer, Heidelberg (2009). 1007/ 978-3-642-10509-8 3 ´ 23. : Two database related interpretations of rough approximations: data organization and query execution.