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Optimum-path forest. Theory, algorithms, and applications. (English) Zbl 1477.68013

Amsterdam: Elsevier/Academic Press (ISBN 978-0-12-822688-9/pbk; 978-0-12-822689-6/ebook). xv, 227 p. (2022).
Publisher’s description: Optimum-Path Forest: Theory, Algorithms, and Applications was first published in 2008 in its supervised and unsupervised versions with applications in medicine and image classification. Since then, it has expanded to a variety of other applications such as remote sensing, electrical and petroleum engineering, and biology. In recent years, multi-label and semi-supervised versions were also developed to handle video classification problems. The book presents the principles, algorithms and applications of Optimum-Path Forest, giving the theory and state-of-the-art as well as insights into future directions.
The articles of this volume will not be indexed individually.

MSC:

68-06 Proceedings, conferences, collections, etc. pertaining to computer science
62-06 Proceedings, conferences, collections, etc. pertaining to statistics
62H30 Classification and discrimination; cluster analysis (statistical aspects)
68T05 Learning and adaptive systems in artificial intelligence
92C55 Biomedical imaging and signal processing
00B15 Collections of articles of miscellaneous specific interest
Full Text: DOI