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Sampling Techniques for Supervised or Unsupervised Tasks

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Sampling Techniques for Supervised or Unsupervised Tasks - Ros, Frédéric (Editor), and Guillaume, Serge (Editor)
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This book describes in detail sampling techniques that can be used for unsupervised and supervised cases, with a focus on sampling techniques for machine learning algorithms. It covers theory and models of sampling methods for managing scalability and the "curse of dimensionality", their implementations, evaluations, and applications. A large part of the book is dedicated to database comprising standard feature vectors, and a special section is reserved to the handling of more complex objects and dynamic scenarios. The book ...

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Sampling Techniques for Supervised or Unsupervised Tasks 2020, Springer Nature Switzerland AG, Cham

ISBN-13: 9783030293512

Paperback

Sampling Techniques for Supervised or Unsupervised Tasks 2019, Springer, Cham

ISBN-13: 9783030293482

2020 edition

Hardcover