The Informational Complexity of Learning (eBook, PDF)
Partha Niyogi
eBook, PDF

The Informational Complexity of Learning (eBook, PDF)

Perspectives on Neural Networks and Generative Grammar

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Among other topics, The Informational Complexity of Learning: Perspectives on Neural Networks and Generative Grammar brings together two important but very different learning problems within the same analytical framework. The first concerns the problem of learning functional mappings using neural networks, followed by learning natural language grammars in the principles and parameters tradition of Chomsky. These two learning problems are seemingly very different. Neural networks are real-valued, infinite-dimensional, continuous mappings. On the other hand, grammars are boolean-valued, finite-d...

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