Learning from Data Streams in Dynamic Environments, Moamar Sayed-Mouchaweh

Автор: Moamar Sayed-Mouchaweh; Edwin Lughofer
Название: Learning in Non-Stationary Environments
ISBN: 1489993401 ISBN-13(EAN): 9781489993403
Издательство: Springer
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Описание: This book addresses the problems of modeling, prediction, classification, data understanding and processing in non-stationary and unpredictable environments. It presents recent methods and approaches for the design of systems able to learn and adapt.

Автор: Max Giardina
Название: Interactive Multimedia Learning Environments
ISBN: 3642777074 ISBN-13(EAN): 9783642777073
Издательство: Springer
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Описание: Multimedia environments suggest to us a new perception of the state of changes in and the integration of new technologies that can increase our ability to process information.

Автор: Sanne Dijkstra; Hein P.M. Krammer; Jeroen J.G. van
Название: Instructional Models in Computer-Based Learning Environments
ISBN: 3642081487 ISBN-13(EAN): 9783642081484
Издательство: Springer
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Цена: 45979.00 р.
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Описание: The book hasthree parts, relating to different aspects of the knowledgethat should be made explicit in instructional models:knowledge of instructional planning, knowledge ofinstructional strategies, and knowledge of instructionalcontrol.

Автор: Enrica Lemut; Benedict DuBoulay; Giuliana Dettori
Название: Cognitive Models and Intelligent Environments for Learning Programming
ISBN: 3642081568 ISBN-13(EAN): 9783642081569
Издательство: Springer
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Цена: 26552.00 р.
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Описание: Proceedings of the NATO Advanced Research Workshop on Cognitive Models and Intelligent Environments for Learning Programming, held near Genova, Italy, March 17-21, 1992

Автор: Enrica Lemut; Benedict DuBoulay; Giuliana Dettori
Название: Cognitive Models and Intelligent Environments for Learning Programming
ISBN: 3540565809 ISBN-13(EAN): 9783540565802
Издательство: Springer
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Описание: Proceedings of the NATO Advanced Research Workshop on Cognitive Models and Intelligent Environments for Learning Programming, held near Genova, Italy, March 17-21, 1992

Автор: Ian Dempsey; Michael O`Neill; Anthony Brabazon
Название: Foundations in Grammatical Evolution for Dynamic Environments
ISBN: 3642101402 ISBN-13(EAN): 9783642101403
Издательство: Springer
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Цена: 20962.00 р.
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Описание: Dynamic environments encompass many real-world problems in fields as diverse as finance, engineering and biology. This book describes the state-of-the-art in applying grammar-based evolutionary computation to solve real-world problems in dynamic environments.

Автор: Ronald W. Morrison
Название: Designing Evolutionary Algorithms for Dynamic Environments
ISBN: 364205952X ISBN-13(EAN): 9783642059520
Издательство: Springer
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Цена: 10754.00 р.
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Описание: The robust capability of evolutionary algorithms (EAs) to find solutions to difficult problems has permitted them to become popular as optimization and search techniques for many industries. Despite the success of EAs, the resultant solutions are often fragile and prone to failure when the problem changes, usually requiring human intervention to keep the EA on track. Since many optimization problems in engineering, finance, and information technology require systems that can adapt to changes over time, it is desirable that EAs be able to respond to changes in the environment on their own. This book provides an analysis of what an EA needs to do to automatically and continuously solve dynamic problems, focusing on detecting changes in the problem environment and responding to those changes. In this book we identify and quantify a key attribute needed to improve the detection and response performance of EAs in dynamic environments. We then create an enhanced EA, designed explicitly to exploit this new understanding. This enhanced EA is shown to have superior performance on some types of problems. Our experiments evaluating this enhanced EA indicate some pre- viously unknown relationships between performance and diversity that may lead to general methods for improving EAs in dynamic environments. Along the way, several other important design issues are addressed involving com- putational efficiency, performance measurement, and the testing of EAs in dynamic environments.

Автор: John-Jules Ch. Meyer; Jan Treur
Название: Agent-Based Defeasible Control in Dynamic Environments
ISBN: 9048161096 ISBN-13(EAN): 9789048161096
Издательство: Springer
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Описание: This volume, the 7th volume in the DRUMS Handbook series, is part of the aftermath of the successful ESPRIT project DRUMS (Defeasible Reasoning and Uncertainty Management Systems) which took place in two stages from 1989- 1996. In the second stage (1993-1996) a work package was introduced devoted to the topics Reasoning and Dynamics, covering both the topics of "Dynamics of Reasoning," where reasoning is viewed as a process, and "Reasoning about Dynamics," which must be understood as pertaining to how both designers of and agents within dynamic systems may reason about these systems. The present volume presents work done in this context extended with some work done by outstanding researchers outside the project on related issues. While the previous volume in this series had its focus on the dynamics of reasoning pro- cesses, the present volume is more focused on "reasoning about dynamics', viz. how (human and artificial) agents reason about (systems in) dynamic environments in order to control them. In particular we consider modelling frameworks and generic agent models for modelling these dynamic systems and formal approaches to these systems such as logics for agents and formal means to reason about agent- based and compositional systems, and action & change more in general. We take this opportunity to mention that we have very pleasant recollections of the project, with its lively workshops and other meetings, with the many sites and researchers involved, both within and outside our own work package.

Автор: C. Tubman; Marlene Jones; Philip H. Winne
Название: Adaptive Learning Environments
ISBN: 3642775144 ISBN-13(EAN): 9783642775147
Издательство: Springer
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Автор: Erik De Corte; Marcia C. Linn; Heinz Mandl; Lieven
Название: Computer-Based Learning Environments and Problem Solving
ISBN: 3642772307 ISBN-13(EAN): 9783642772306
Издательство: Springer
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Автор: Frits L. Engel; Don G. Bouwhuis; Tom B?sser; Gery
Название: Cognitive Modelling and Interactive Environments in Language Learning
ISBN: 3642775772 ISBN-13(EAN): 9783642775772
Издательство: Springer
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Описание: Within the framework of the NATO Advanced Research Workshops this invitational conference was naturally on learning, but it emphasized a number of factors that are not generally treated in dis- cussions on learning and specifically in computer-assisted learning.

Автор: T.M. Welsh; Thomas M. Duffy; Joost Lowyck; David H
Название: Designing Environments for Constructive Learning
ISBN: 3642780717 ISBN-13(EAN): 9783642780714
Издательство: Springer
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Описание: Proceedings of the NATO Advanced Research Workshop on The Design of Constructivist Learning Environments: Implications for Instructional Design and the Use of Technology, held at the Catholic University Leuven, Belgium, May 14-18, 1991