Connectionist Approaches to Language Learning

Name: Connectionist Approaches to Language Learning
Brand: Springer, Berlin
SKU: 9780792392163
Price: 115.61 EUR
Availability: InStock

Автор: David Touretzky

Език:

Корици: С твърди корици

Издател: Springer, Berlin

Наличност: Външен склад в ограничено количество

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arise automatically as a result of the recursive structure of the task and the continuous nature of...

Информация за книгата

Автор

David Touretzky

Език

Английски език

Корици

Книга - С твърди корици

Издадена

1991

страници

149

EAN

9780792392163

ISBN

0792392167

Enbook ID

01398114

Издател

Springer, Berlin

Теглоt

880

Размери

156 x 234 x 11

Пълно описание

arise automatically as a result of the recursive structure of the task and the continuous nature of the SRN's state space. Elman also introduces a new graphical technique for study ing network behavior based on principal components analysis. He shows that sentences with multiple levels of embedding produce state space trajectories with an intriguing self similar structure. The development and shape of a recurrent network's state space is the subject of Pollack's paper, the most provocative in this collection. Pollack looks more closely at a connectionist network as a continuous dynamical system. He describes a new type of machine learning phenomenon: induction by phase transition. He then shows that under certain conditions, the state space created by these machines can have a fractal or chaotic structure, with a potentially infinite number of states. This is graphically illustrated using a higher-order recurrent network trained to recognize various regular languages over binary strings. Finally, Pollack suggests that it might be possible to exploit the fractal dynamics of these systems to achieve a generative capacity beyond that of finite-state machines.

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Connectionist Approaches to Language Learning

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Пълно описание

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