Bayesian Statistics and Quality Modelling in the Agro-Food Production Chain
Language: English
Published by Springer Netherlands, Springer Netherlands, 2004
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
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Seller Inventory # 9781402019173
- Title
- Bayesian Statistics and Quality Modelling in the Agro-Food Production Chain
- Author
- M. A. J. S. van Boekel
- Publisher
- Springer Netherlands, Springer Netherlands
- Publication year
- 2004
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 1402019173
- ISBN 13
- 9781402019173
- Item weight
- 269 grams
- Dimensions
- 233x155x10 mm
A food chain can be quite complex and the use of models has become indispensable to handle this complexity. Modelling tools are becoming increasingly important to guide the decisions for production of high-quality and safe agricultural foods. With the aid of models it becomes possible to control and predict quality attributes, so that product innovation can be done more efficiently. However, quality is an elusive concept, and there is always an aspect of subjectivity and uncertainty.
A novel approach in the agro-food chain would be to tackle subjective elements and uncertainty in modelling by using Bayesian statistics and Bayesian Belief Networks. Bayesian approaches use prior probabilities (partly accounting for subjectivity) to estimate posterior probabilities, resulting in higher accuracy than is possible with classical statistical techniques. Thus, the variability and uncertainty in data and decisions, inherent in a complex food chain, can be dealt with.
"Synopsis" may belong to another edition of this title.
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