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Learning from Data Streams in Dynamic Environments: SpringerBriefs in Applied Sciences and Technology

Autor Moamar Sayed-Mouchaweh
en Limba Engleză Paperback – 16 dec 2015
This book addresses the problems of modeling, prediction, classification, data understanding and processing in non-stationary and unpredictable environments. It presents major and well-known methods and approaches for the design of systems able to learn and to fully adapt its structure and to adjust its parameters according to the changes in their environments. Also presents the problem of learning in non-stationary environments, its interests, its applications and challenges and studies the complementarities and the links between the different methods and techniques of learning in evolving and non-stationary environments.
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Specificații

ISBN-13: 9783319256658
ISBN-10: 3319256653
Pagini: 75
Ilustrații: VIII, 75 p. 44 illus., 43 illus. in color.
Dimensiuni: 155 x 235 x 10 mm
Greutate: 0.13 kg
Ediția:1st ed. 2016
Editura: Springer International Publishing
Colecția Springer
Seria SpringerBriefs in Applied Sciences and Technology

Locul publicării:Cham, Switzerland

Public țintă

Research

Cuprins

Introduction to learning.- Learning in dynamic environment.- Handling concept drift.- Summary and final comments.

Notă biografică

Moamar Sayed-Mouchaweh is a Professor at High National Engineering School of Mines “Ecole Nationale Supérieure des Mines de Douai”, Computer Science and Automatic Labs, Douai-France

Caracteristici

Examines the problem of learning in non-stationary environments, its interests, its applications and challenges
Compares methods and techniques in order to show their complementarities and to define some new research directions in the area of learning in non-stationary environments
Includes supplementary material: sn.pub/extras