Connectionist Approaches to Language Learning, 1

Name: Connectionist Approaches to Language Learning, 1
Brand: Springer, Berlin
SKU: 9781461367925
Price: 38357 HUF
Availability: InStock

Szerző: David Touretzky

Nyelv:

Kötés: Puha kötésű

Kiadó: Springer, Berlin

Elérhetőség: Beszállítói készleten

Küldés 5-8 napon belül

38 357 Ft

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

Információk a könyvről

Szerző

David Touretzky

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2012

oldal

149

EAN

9781461367925

ISBN

1461367921

Enbook ID

02016433

Kiadó

Springer, Berlin

Súly

248

Méretek

155 x 235 x 8

Teljes leírás

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, 1

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