Optimum-Path Forest: Theory, Algorithms, and Applications
Editat de Alexandre Xavier Falcao, João Paulo Papaen Limba Engleză Paperback – 23 ian 2022
- Presents the first book on Optimum-path Forest
- Shows how it can be used with Deep Learning
- Gives a wide range of applications
- Includes the methods, underlying theory and applications of Optimum-Path Forest (OPF)
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Specificații
ISBN-13: 9780128226889
ISBN-10: 0128226889
Pagini: 244
Dimensiuni: 152 x 229 x 15 mm
Greutate: 0.33 kg
Editura: ELSEVIER SCIENCE
ISBN-10: 0128226889
Pagini: 244
Dimensiuni: 152 x 229 x 15 mm
Greutate: 0.33 kg
Editura: ELSEVIER SCIENCE
Cuprins
1. Introduction 2. Theoretical Background and Related Works 3. Real-time application of OPF-based classifier in Snort IDS 4. Optimum-Path Forest and Active Learning Approaches for Content-Based Medical Image Retrieval 5. Hybrid and Modified OPFs for Intrusion Detection Systems and Large-Scale Problems 6. Detecting Atherosclerotic Plaque Calcifications of the Carotid Artery Through Optimum-Path Forest 7. Learning to Weight Similarity Measures with Siamese Networks: A Case Study on Optimum-Path Forest 8. An Iterative Optimum-Path Forest Framework for Clustering 9. Future Trends in Optimum-Path Forest Classification