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Multiple Fuzzy Classification Systems by Rafal Scherer
  

Multiple Fuzzy Classification Systems

Part of the Studies in Fuzziness and Soft Computing Series

Synopsis

Multiple Fuzzy Classification Systems by Rafal Scherer

Fuzzy classifiers are important tools in exploratory data analysis, which is a vital set of methods used in various engineering, scientific and business applications. Fuzzy classifiers use fuzzy rules and do not require assumptions common to statistical classification. Rough set theory is useful when data sets are incomplete. It defines a formal approximation of crisp sets by providing the lower and the upper approximation of the original set. Systems based on rough sets have natural ability to work on such data and incomplete vectors do not have to be preprocessed before classification. To achieve better performance than existing machine learning systems, fuzzy classifiers and rough sets can be combined in ensembles. Such ensembles consist of a finite set of learning models, usually weak learners. The present book discusses the three aforementioned fields - fuzzy systems, rough sets and ensemble techniques. As the trained ensemble should represent a single hypothesis, a lot of attention is placed on the possibility to combine fuzzy rules from fuzzy systems being members of classification ensemble. Furthermore, an emphasis is placed on ensembles that can work on incomplete data, thanks to rough set theory. .

About the Author

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Book Info

Publication date

18th July 2014

Author

Rafal Scherer

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Publisher

Springer-Verlag Berlin and Heidelberg GmbH & Co. K an imprint of Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Format

Paperback
132 pages

Categories

Neural networks & fuzzy systems
Pattern recognition
3D graphics & modelling

ISBN

9783642436574

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