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Dealing with Imbalanced and Weakly Labelled Data in Machine Learning using Fuzzy and Rough Set Methods

By (author) Sarah Vluymans

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normal price: R 4,693.95

Price: R 4,224.95

| book description |

This book presents novel classification algorithms for four challenging prediction tasks, namely learning from imbalanced, semi-supervised, multi-instance and multi-label data. The methods are based on fuzzy rough set theory, a mathematical framework used to model uncertainty in data. The book makes two main contributions: helping readers gain a deeper understanding of the underlying mathematical theory; and developing new, intuitive and well-performing classification approaches. The authors bridge the gap between the theoretical proposals of the mathematical model and important challenges in machine learning.   The intended readership of this book includes anyone interested in learning more about fuzzy rough set theory and how to use it in practical machine learning contexts. Although the core audience chiefly consists of mathematicians, computer scientists and engineers, the content will also be interesting and accessible to students and professionals from a range of other fields.   

| product details |



Normally shipped | Available from overseas. Usually dispatched in 14 days
Publisher | Springer Nature Switzerland AG
Published date | 5 Dec 2018
Language |
Format | Hardback
Pages | 249
Dimensions | 235 x 155 x 0mm (L x W x H)
Weight | 0g
ISBN | 978-3-0300-4662-0
Readership Age |
BISAC | computers / artificial intelligence

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Normally shipped | Available from overseas. Delivery time is 14 - 21 days
Readership Age |
Normal Price | R 5,036.95
 Price | R 4,532.95 | on special |

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