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portada Connectionist Approaches to Language Learning
Type
Physical Book
Publisher
Language
English
Pages
149
Format
Paperback
Dimensions
23.4x15.6x0.8 cm
Weight
0.23 kg.
ISBN13
9781461367925

Connectionist Approaches to Language Learning

Touretzky, David (Author) · Springer · Paperback

Connectionist Approaches to Language Learning - Touretzky, David

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Synopsis "Connectionist Approaches to Language Learning"

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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