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Architecting Invariance: A Deep Dive into Permutation Equivariant Networks

(Autor)

Buch | Softcover
138 Seiten
2024
tredition (Verlag)
978-3-384-26216-5 (ISBN)
CHF 39,95 inkl. MwSt
"Architecting Invariance" dives into a specific type of neural network architecture called permutation equivariant networks. These networks process sets of data, where the order of items doesn't matter. The book explores how these networks achieve a key property called permutation invariance, meaning they produce the same output regardless of how the input elements are shuffled. This allows the networks to be more efficient and generalize better on set-based data by focusing on the content rather than order. The book likely explains how these networks are designed and analyzes their capabilities for various tasks involving sets.

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Erscheint lt. Verlag 15.6.2024
Verlagsort miami
Sprache englisch
Maße 155 x 234 mm
Gewicht 243 g
Themenwelt Medizin / Pharmazie Medizinische Fachgebiete Neurologie
Naturwissenschaften Biologie Humanbiologie
Schlagworte Deep learning • Deep Sets • Equivariant Layers • group theory • Invariant Feature Extraction • Message Passing Networks • Neural networks • Permutation Equivariant Networks (PENs) • Permutation Invariance • Set-Based Learning
ISBN-10 3-384-26216-6 / 3384262166
ISBN-13 978-3-384-26216-5 / 9783384262165
Zustand Neuware
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