Incomplete Information: Rough Set Analysis: 13 (Studies in Fuzziness and Soft Computing, 13) - Hardcover

 
9783790810493: Incomplete Information: Rough Set Analysis: 13 (Studies in Fuzziness and Soft Computing, 13)

Synopsis

The book presents rough set formalisms and methods of modeling and handling incomplete information and motivates their applicability to knowledge representation, knowledge discovery and machine learning. The book focuses on providing representational and inference mechanisms for dealing with two particular aspects of incompleteness, namely indiscernibility and similarity. Those manifestations of particular aspects of incompleteness are inherent in any data structure and any cognitive unit. Knowledge discovered from such an information is uncertain in that it can only be asserted with a tolerance. The methods developed in the book are capable of exposing the limits of that tolerance and of making reliable inferences in the environments where complete information is not available.

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From the Back Cover

The book presents rough set formalisms and methods of modeling and handling incomplete information and motivates their applicability to knowledge representation, knowledge discovery and machine learning. The book focuses on providing representational and inference mechanisms for dealing with two particular aspects of incompleteness, namely indiscernibility and similarity. Those manifestations of particular aspects of incompleteness are inherent in any data structure and any cognitive unit. Knowledge discovered from such an information is uncertain in that it can only be asserted with a tolerance. The methods developed in the book are capable of exposing the limits of that tolerance and of making reliable inferences in the environments where complete information is not available. The framework presented in the book is general and unrestrictive, and yet at the same time captures the relevant features of a great variety of the user's data.

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Other Popular Editions of the Same Title

9783790824575: Incomplete Information: Rough Set Analysis: 13 (Studies in Fuzziness and Soft Computing, 13)

Featured Edition

ISBN 10:  3790824577 ISBN 13:  9783790824575
Publisher: Physica, 2010
Softcover