Coverart for item
The Resource Propagation of interval and probabilistic uncertainty in cyberinfrastructure-related data processing and data fusion, Christian Servin, Vladik Kreinovich, (electronic book)

Propagation of interval and probabilistic uncertainty in cyberinfrastructure-related data processing and data fusion, Christian Servin, Vladik Kreinovich, (electronic book)

Label
Propagation of interval and probabilistic uncertainty in cyberinfrastructure-related data processing and data fusion
Title
Propagation of interval and probabilistic uncertainty in cyberinfrastructure-related data processing and data fusion
Statement of responsibility
Christian Servin, Vladik Kreinovich
Creator
Contributor
Author
Subject
Language
eng
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
Member of
Cataloging source
N$T
http://library.link/vocab/creatorName
Servin, Christian
Dewey number
003.54
Illustrations
illustrations
Index
index present
LC call number
Q375
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Kreinovich, Vladik
Series statement
Studies in systems, decision and control
Series volume
volume 15
http://library.link/vocab/subjectName
  • Uncertainty (Information theory)
  • Cyberinfrastructure
Label
Propagation of interval and probabilistic uncertainty in cyberinfrastructure-related data processing and data fusion, Christian Servin, Vladik Kreinovich, (electronic book)
Instantiates
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
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
Control code
SPR896824765
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9783319126289
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-12628-9
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote
Label
Propagation of interval and probabilistic uncertainty in cyberinfrastructure-related data processing and data fusion, Christian Servin, Vladik Kreinovich, (electronic book)
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
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
Control code
SPR896824765
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9783319126289
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-319-12628-9
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote

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