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Uncertainty Modelling in Data Science - 9783319975467
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Item specifics
- Condition
- Book Title
- Uncertainty Modelling in Data Science
- ISBN
- 9783319975467
- Publication Year
- 2018
- Type
- Textbook
- Format
- Paperback
- Language
- English
- Publication Name
- Uncertainty Modelling in Data Science
- Item Height
- 235mm
- Publisher
- Springer International Publishing A&G
- Item Width
- 155mm
- Subject
- Engineering & Technology, Computer Science
- Item Weight
- 385g
- Number of Pages
- 234 Pages
About this product
Product Information
This book features 29 peer-reviewed papers presented at the 9th International Conference on Soft Methods in Probability and Statistics (SMPS 2018), which was held in conjunction with the 5th International Conference on Belief Functions (BELIEF 2018) in Compiegne, France on September 17-21, 2018. It includes foundational, methodological and applied contributions on topics as varied as imprecise data handling, linguistic summaries, model coherence, imprecise Markov chains, and robust optimisation. These proceedings were produced using EasyChair. Over recent decades, interest in extensions and alternatives to probability and statistics has increased significantly in diverse areas, including decision-making, data mining and machine learning, and optimisation. This interest stems from the need to enrich existing models, in order to include different facets of uncertainty, like ignorance, vagueness, randomness, conflict or imprecision. Frameworks such as rough sets, fuzzy sets, fuzzy random variables, random sets, belief functions, possibility theory, imprecise probabilities, lower previsions, and desirable gambles all share this goal, but have emerged from different needs. The advances, results and tools presented in this book are important in the ubiquitous and fast-growing fields of data science, machine learning and artificial intelligence. Indeed, an important aspect of some of the learned predictive models is the trust placed in them. Modelling the uncertainty associated with the data and the models carefully and with principled methods is one of the means of increasing this trust, as the model will then be able to distinguish between reliable and less reliable predictions. In addition, extensions such as fuzzy sets can be explicitly designed to provide interpretable predictive models, facilitating user interaction and increasing trust.
Product Identifiers
Publisher
Springer International Publishing A&G
ISBN-13
9783319975467
eBay Product ID (ePID)
23046555142
Product Key Features
Publication Name
Uncertainty Modelling in Data Science
Format
Paperback
Language
English
Subject
Engineering & Technology, Computer Science
Publication Year
2018
Type
Textbook
Number of Pages
234 Pages
Dimensions
Item Height
235mm
Item Width
155mm
Volume
832
Item Weight
385g
Additional Product Features
Series Title
Advances in Intelligent Systems and Computing
Country/Region of Manufacture
Switzerland
Editor
Maria Angeles Gil, Przemyslaw Grzegorzewski, Sebastien Destercke, Olgierd Hryniewicz, Thierry Denoeux
Item description from the seller
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BOOKS ETC LIMITED
Andy Smith
Books Etc, Unit 4
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eBay item number:285356660355
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