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Sheela Ramanna has written 3 work(s)
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Cover for 9783642286988 Cover for 9783642435744 Cover for 9783540725299
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This  book presents fundamental topics and algorithms that form the core of machine learning (ML) research, as well as emerging paradigms in intelligent system design. The  multidisciplinary nature of machine learning makes it a very fascinating and popular area for research.  The book is aiming at students, practitioners and researchers and captures the diversity and richness of the field of machine learning and intelligent systems.  Several chapters are devoted to computational learning models such as granular computing, rough sets and fuzzy sets An account of applications of well-known learning methods in biometrics, computational stylistics, multi-agent systems, spam classification including an extremely well-written survey on Bayesian networks shed light on the strengths and weaknesses of the methods. Practical studies yielding insight into challenging problems such as learning from incomplete and imbalanced data, pattern recognition of stochastic episodic events and on-line mining of non-stationary data streams are a key part of this book.   
By Robert J. Howlett (editor) and Sheela Ramanna (editor)

Hardcover:

9783642286988 | Springer-Verlag New York Inc, August 1, 2012, cover price $209.00 | About this edition: This  book presents fundamental topics and algorithms that form the core of machine learning (ML) research, as well as emerging paradigms in intelligent system design.

Paperback:

9783642435744 | Springer-Verlag New York Inc, August 9, 2014, cover price $209.00

cover image for 9783540725299
Product Description: This book constitutes the refereed proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, RSFDGrC 2007, held in Toronto, Canada in May 2007 in conjunction with the Second International Conference on Rough Sets and Knowledge Technology, RSKT 2007, both as part of the Joint Rough Set Symposium, JRS 2007...read more
By Aijun An (editor), Cory J. Butz (editor), Witold Pedrycz (editor), Sheela Ramanna (editor) and Jerzy Stefanowski (editor)

Paperback:

9783540725299 | Springer-Verlag New York Inc, June 1, 2007, cover price $139.00 | About this edition: This book constitutes the refereed proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, RSFDGrC 2007, held in Toronto, Canada in May 2007 in conjunction with the Second International Conference on Rough Sets and Knowledge Technology, RSKT 2007, both as part of the Joint Rough Set Symposium, JRS 2007.

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