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Learning from Data Streams in Evolving Environments

2018-07-28 Technology & Engineering
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Release : 2018-07-28
Genre : Technology & Engineering
Kind : eBook
Book Rating : 035/5 ( reviews)

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Book Synopsis Learning from Data Streams in Evolving Environments by : Moamar Sayed-Mouchaweh

Download or read book Learning from Data Streams in Evolving Environments written by Moamar Sayed-Mouchaweh. This book was released on 2018-07-28. Available in PDF, EPUB and Kindle. Book excerpt: This edited book covers recent advances of techniques, methods and tools treating the problem of learning from data streams generated by evolving non-stationary processes. The goal is to discuss and overview the advanced techniques, methods and tools that are dedicated to manage, exploit and interpret data streams in non-stationary environments. The book includes the required notions, definitions, and background to understand the problem of learning from data streams in non-stationary environments and synthesizes the state-of-the-art in the domain, discussing advanced aspects and concepts and presenting open problems and future challenges in this field. Provides multiple examples to facilitate the understanding data streams in non-stationary environments; Presents several application cases to show how the methods solve different real world problems; Discusses the links between methods to help stimulate new research and application directions.

Learning from Data Streams

2007-09-20 Computers
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Release : 2007-09-20
Genre : Computers
Kind : eBook
Book Rating : 794/5 ( reviews)

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Book Synopsis Learning from Data Streams by : João Gama

Download or read book Learning from Data Streams written by João Gama. This book was released on 2007-09-20. Available in PDF, EPUB and Kindle. Book excerpt: Processing data streams has raised new research challenges over the last few years. This book provides the reader with a comprehensive overview of stream data processing, including famous prototype implementations like the Nile system and the TinyOS operating system. Applications in security, the natural sciences, and education are presented. The huge bibliography offers an excellent starting point for further reading and future research.

Learning from Data Streams in Dynamic Environments

2015-12-10 Technology & Engineering
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Release : 2015-12-10
Genre : Technology & Engineering
Kind : eBook
Book Rating : 67X/5 ( reviews)

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Book Synopsis Learning from Data Streams in Dynamic Environments by : Moamar Sayed-Mouchaweh

Download or read book Learning from Data Streams in Dynamic Environments written by Moamar Sayed-Mouchaweh. This book was released on 2015-12-10. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Learning from Data Streams

2007-10-11 Computers
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Release : 2007-10-11
Genre : Computers
Kind : eBook
Book Rating : 786/5 ( reviews)

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Book Synopsis Learning from Data Streams by : João Gama

Download or read book Learning from Data Streams written by João Gama. This book was released on 2007-10-11. Available in PDF, EPUB and Kindle. Book excerpt: Processing data streams has raised new research challenges over the last few years. This book provides the reader with a comprehensive overview of stream data processing, including famous prototype implementations like the Nile system and the TinyOS operating system. Applications in security, the natural sciences, and education are presented. The huge bibliography offers an excellent starting point for further reading and future research.

Knowledge Discovery from Data Streams

2010-05-25 Business & Economics
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Release : 2010-05-25
Genre : Business & Economics
Kind : eBook
Book Rating : 129/5 ( reviews)

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Book Synopsis Knowledge Discovery from Data Streams by : Joao Gama

Download or read book Knowledge Discovery from Data Streams written by Joao Gama. This book was released on 2010-05-25. Available in PDF, EPUB and Kindle. Book excerpt: Since the beginning of the Internet age and the increased use of ubiquitous computing devices, the large volume and continuous flow of distributed data have imposed new constraints on the design of learning algorithms. Exploring how to extract knowledge structures from evolving and time-changing data, Knowledge Discovery from Data Streams presents

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