Understanding and Using Rough Set Based Feature Selection: Concepts, Techniques and Applications

Understanding and Using Rough Set Based Feature Selection: Concepts, Techniques and Applications

AngličtinaMěkká vazbaTisk na objednávku
Raza, Muhammad Summair
Springer Verlag, Singapore
EAN: 9789811352782
Tisk na objednávku
Předpokládané dodání v pátek, 4. září 2026
2 586 Kč
Běžná cena: 2 873 Kč
Sleva 10 %
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Podrobné informace

The book will provide:

1) In depth explanation of rough set theory along with examples of the concepts.

2) Detailed discussion on idea of feature selection.

3) Details of various representative and state of the art feature selection techniques along with algorithmic explanations.

4) Critical review of state of the art rough set based feature selection methods covering strength and weaknesses of each.

5) In depth investigation of various application areas using rough set based feature selection.

6) Complete Library of Rough Set APIs along with complexity analysis and detailed manual of using APIs

7) Program files of various representative Feature Selection algorithms along with explanation of each.

The book will be a complete and self-sufficient source both for primary and secondary audience. Starting from basic concepts to state-of-the art implementation, it will be a constant source of help both for practitioners and researchers.

Book will provide in-depth explanation of concepts supplemented with working examples to help in practical implementation. As far as practical implementation is concerned, the researcher/practitioner can fully concentrate on his/her own work without any concern towards implementation of basic RST functionality.

Providing complexity analysis along with full working programs will further simplify analysis and comparison of algorithms.

EAN 9789811352782
ISBN 981135278X
Typ produktu Měkká vazba
Vydavatel Springer Verlag, Singapore
Datum vydání 12. prosince 2018
Stránky 194
Jazyk English
Rozměry 235 x 155
Země Singapore
Sekce Professional & Scholarly
Autoři Qamar, Usman; Raza, Muhammad Summair
Ilustrace XIII, 194 p. 75 illus.
Edice Softcover reprint of the original 1st ed. 2017
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