Granular Neural Networks, Pattern Recognition and Bioinformatics
This book provides a uniform framework describing how fuzzy rough granular neural network technologies can be formulated and used in building efficient pattern recognition and mining models. It also discusses the formation of granules in the notion of both fuzzy and rough sets. Judicious integration in forming fuzzy-rough information granules based on lower approximate regions enables the network to determine the exactness in class shape as well as to handle the uncertainties arising from overlapping regions, resulting in efficient and speedy learning with enhanced performance. Layered network and self-organizing analysis maps, which have a s…
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Produktdetails
Weitere Autoren: Pal, Sankar K. / Ray, Shubhra S.
- ISBN: 978-3-319-86079-4
- EAN: 9783319860794
- Produktnummer: 28392888
- Verlag: Springer International Publishing
- Sprache: Englisch
- Erscheinungsjahr: 2018
- Seitenangabe: 248 S.
- Masse: H23.5 cm x B15.5 cm x D1.3 cm 382 g
- Auflage: Softcover reprint of the original 1st ed. 2017
- Abbildungen: Paperback
- Gewicht: 382
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