Optimum-Path Forest: Theory, Algorithms, and Applications

Optimum-Path Forest: Theory, Algorithms, and Applications
Author: Alexandre Xavier Falcao and João Paulo Papa
Publisher: Academic Press (7 Feb. 2022)
Language: English
Paperback: 244 pages
ISBN-10: 0128226889
ISBN-13: 9780128226889
Book 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.