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Simulated Apoptosis/Neurogenesis Regulates Learning and Memory Capabilities of Adaptive Neural Networks

✍ Scribed by Chambers, R. Andrew (author);Potenza, Marc N. (author);Hoffman, Ralph E. (author);Miranker, Willard (author)

Book ID: 120079474
Publisher: Nature Publishing Group
Year: 2003
Tongue: English
Weight: 329 KB
Volume: 29
Category: Article
ISSN: 1470-634X
DOI: 10.1038/sj.npp.1300358

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Simulated Apoptosis/Neurogenesis Regulat

Simulated Apoptosis/Neurogenesis Regulates Learning and Memory Capabilities of Adaptive Neural Networks

✍ Chambers, R. Andrew (author);Potenza, Marc N. (author);Hoffman, Ralph E. (author 📂 Article 📅 2003 🏛 Nature Publishing Group 🌐 English ⚖ 329 KB

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In this paper, we study the theoretical properties of a new kind of artificial neural network, which is able to adapt its activation functions by varying the control points of a Catmull-Rom cubic spline. Most of all, we are interested in generalization capability, and we can show that our architectu