Propagation of Interval and Probabilistic Uncertainty in Cyberinfrastructure-related Data Processing and Data Fusion
Springer International Publishing (Verlag)
978-3-319-38587-7 (ISBN)
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.
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.
| Erscheinungsdatum | 16.09.2016 |
|---|---|
| Reihe/Serie | Studies in Systems, Decision and Control |
| Zusatzinfo | VIII, 112 p. 22 illus. |
| Verlagsort | Cham |
| Sprache | englisch |
| Maße | 155 x 235 mm |
| Themenwelt | Informatik ► Datenbanken ► Data Warehouse / Data Mining |
| Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik | |
| Mathematik / Informatik ► Mathematik | |
| Technik | |
| Schlagworte | Artificial Intelligence • Computational Intelligence • cyberinfrastructure • data fusion • Data Mining • data mining and knowledge discovery • Data processing • Engineering • Engineering: general • Expert systems / knowledge-based systems • fuzzy decision-making • Interval and Probabilistic Uncertainty • probability and statistics • Processing Uncertainty • Science: general issues • Semi-heuristic Algorithms • Statistics for Engineering, Physics, Computer Scie • Uncertainty Algorithms • Uncertainty Data • Uncertainty Programming |
| ISBN-10 | 3-319-38587-9 / 3319385879 |
| ISBN-13 | 978-3-319-38587-7 / 9783319385877 |
| Zustand | Neuware |
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