Sarah Vluymans

(Author)

Dealing with Imbalanced and Weakly Labelled Data in Machine Learning Using Fuzzy and Rough Set Methods (2019)Hardcover - 2019, 5 December 2018

Dealing with Imbalanced and Weakly Labelled Data in Machine Learning Using Fuzzy and Rough Set Methods (2019)
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Part of Series
Studies in Computational Intelligence
Print Length
249 pages
Language
English
Publisher
Springer
Date Published
5 Dec 2018
ISBN-10
3030046621
ISBN-13
9783030046620

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

Author:
Sarah Vluymans
Book Edition:
2019
Book Format:
Hardcover
Country of Origin:
NL
Date Published:
5 December 2018
Dimensions:
23.39 x 15.6 x 1.6 cm
ISBN-10:
3030046621
ISBN-13:
9783030046620
Language:
English
Location:
Cham
Pages:
249
Publisher:
Weight:
553.38 gm

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