HANDBOOK OF RANDOM FORESTS: THEORY AND APPLICATIONS FOR REMOTE SENSING (Computer Vision)
Ronny Hansch
ISBN 10: 9813224053 ISBN 13: 9789813224056
Published by World Scientific Publishing Co Pte Ltd, 2018
New
hardcover
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Mispah books, Redhill, SURRE, United Kingdom
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About this Item
Description:
New. Seller Inventory # ERICA82998132240536
Synopsis:
This compendium provides a hands-on description of random forests. The text starts with a consistent introduction of general methods to create, train, and fuse ensembles of decision trees. Instead of limiting the explanation to the general-purpose layout of traditional random forests, this book outlines specifications during tree creation and training, that are especially well suited to analyze structured data such as images. The theoretical foundations are explained as deeply as practical and implementation issues. The many possible variations of the underlying Random Forest model are discussed as well as their implications on the outcome in order to provide insights into the influence of these parameters and their possible side-effects. Last but not least, this unique title provides specific examples of the usage of Random Forests for analysis tasks of remote sensing imagery.
Readership: Researchers, professionals, academics and graduate students in pattern recognition/image analysis, machine perception/computer vision, and artificial intelligence.
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Bibliographic Details
Title: HANDBOOK OF RANDOM FORESTS: THEORY AND ...
Publisher: World Scientific Publishing Co Pte Ltd
Publication Date: 2018
Binding: hardcover
Condition: New
Book Type: book
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