عنوان

Dealing with imbalanced and weakly labelled data in machine learning using fuzzy and rough set methods /

شابک

303004663X

شابک

3030046648

شابک

9783030046637

شابک

9783030046644

شابک اشتباه

3030046621

شابک اشتباه

9783030046620

عنوان اصلي

Dealing with imbalanced and weakly labelled data in machine learning using fuzzy and rough set methods /

نام عام مواد

[Book]

نام نخستين پديدآور

Sarah Vluymans.

محل نشرو پخش و غیره

Cham, Switzerland :

نام ناشر، پخش کننده و غيره

Springer,

تاریخ نشرو بخش و غیره

[2019]

نام خاص و کميت اثر

1 online resource

عنوان فروست

Studies in computational intelligence ;

مشخصه جلد

volume 807

متن يادداشت

Introduction -- Classification -- Understanding OWA based fuzzy rough sets -- Fuzzy rough set based classification of semi-supervised data -- Multi-instance learning -- Multi-label learning -- Conclusions and future work -- Bibliography.

بدون عنوان

0

متن يادداشت

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.

منبع سفارش / آدرس اشتراک

Springer Nature

شماره انبار

com.springer.onix.9783030046637

شماره استاندارد بين المللي کتاب و موسيقي

9783030046620

موضوع مستند نشده

Fuzzy sets.

موضوع مستند نشده

Fuzzy sets.

موضوع مستند نشده

COM004000

موضوع مستند نشده

UYQ

موضوع مستند نشده

UYQ

شماره

ويراست

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Vluymans, Sarah

تاريخ عمليات

20200823080805.0

قواعد فهرست نويسي ( بخش توصيفي )

rda

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y