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Privacy Preserving Data Mining using Optimization Methods - Tapa blanda

Mandapati, Sridhar

 
9783659542626: Privacy Preserving Data Mining using Optimization Methods
Tapa blanda
ISBN 10: 3659542628 ISBN 13: 9783659542626
Editorial: LAP LAMBERT Academic Publishing, 2014

Sinopsis

PPDM using optimization methods brings you up-to-date with various PPDM Algorithms, Randomization Method, Group Based Anonymization, Distributed Privacy-Preserving Data Mining and k-Anonymous Data Mining discussed. The performance of classification accuracy and the computational time of various data mining algorithms with and without anonymized datasets and also model ranking algorithms are discussed. This book explores the possibility of using fuzzy logic for anonymization of data. The anonymization achieved is evaluated for classification accuracy using data mining algorithms. The state-of-the-art methods for privacy-preserving evolutionary algorithms (EAs) are discussed. A Hybrid Evolutionary Algorithm using Genetic Algorithm (GA) and Particle Swarm Optimization (PSO) are discussed.

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Reseña del editor

PPDM using optimization methods brings you up-to-date with various PPDM Algorithms, Randomization Method, Group Based Anonymization, Distributed Privacy-Preserving Data Mining and k-Anonymous Data Mining discussed. The performance of classification accuracy and the computational time of various data mining algorithms with and without anonymized datasets and also model ranking algorithms are discussed. This book explores the possibility of using fuzzy logic for anonymization of data. The anonymization achieved is evaluated for classification accuracy using data mining algorithms. The state-of-the-art methods for privacy-preserving evolutionary algorithms (EAs) are discussed. A Hybrid Evolutionary Algorithm using Genetic Algorithm (GA) and Particle Swarm Optimization (PSO) are discussed.

Biografía del autor

Sridhar Mandapati obtained his Ph.D (Computer Science and Engineering) from Acharya Nagarjuna University, Guntur and Master of Computer Applications from S.V University, Tirupathi. He is currently working as Associate Professor in the Department of Computer Applications at R.V.R. & J.C College of Engineering, Guntur.

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Editorial
LAP LAMBERT Academic Publishing
Año de publicación
2014
Idioma
Inglés
ISBN 10 
3659542628
ISBN 13 
9783659542626
Encuadernación
Tapa blanda
Número de páginas
128
Contacto del fabricante
no disponible
Persona responsable
info@bod.de
info@bod.de

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