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Book Cover
E-book
Author Servin, Christian, author

Title Propagation of interval and probabilistic uncertainty in cyberinfrastructure-related data processing and data fusion / Christian Servin, Vladik Kreinovich
Published Cham : Springer, [2015]
©2015

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Description 1 online resource : illustrations
Series Studies in systems, decision and control ; volume 15
Studies in systems, decision and control ; v. 15.
Contents Introduction -- Towards a More Adequate Description of Uncertainty -- Towards Justification of Heuristic Techniques for Processing Uncertainty -- Towards More Computationally Efficient Techniques for Processing Uncertainty -- Towards Better Ways of Extracting Information About Uncertainty from Data
Summary On various examples ranging from geosciences to environmental sciences, this book explains how to generate an adequate description of uncertainty, how to justify semiheuristic algorithms for processing uncertainty, and how to make these algorithms more computationally efficient. It explains in what sense the existing approach to uncertainty as a combination of random and systematic components is only an approximation, presents a more adequate three-component model with an additional periodic error component, and explains how uncertainty propagation techniques can be extended to this model. The book provides a justification for a practically efficient heuristic technique (based on fuzzy decision-making). It explains how the computational complexity of uncertainty processing can be reduced. The book also shows how to take into account that in real life, the information about uncertainty is often only partially known, and, on several practical examples, explains how to extract the missing information about uncertainty from the available data
Analysis engineering
toegepaste statistiek
applied statistics
computational science
datamining
data mining
Engineering (General)
Techniek (algemeen)
Bibliography Includes bibliographical references and index
Notes Online resource; title from PDF title page (EBSCO, viewed December 2, 2014)
Subject Uncertainty (Information theory)
Cyberinfrastructure.
SCIENCE -- System Theory.
TECHNOLOGY & ENGINEERING -- Operations Research.
Cyberinfrastructure
Uncertainty (Information theory)
Form Electronic book
Author Kreinovich, Vladik, author.
ISBN 9783319126289
3319126288