Connectionist Approaches to Language Learning

Name: Connectionist Approaches to Language Learning
Brand: Springer, Berlin
SKU: 9780792392163
Price: 582.33 RON
Availability: InStock

Autor: David Touretzky

Limbă:

Legare: Copertă tare

Editura: Springer, Berlin

Disponibilitate: În depozitul extern în cantități mici

Expediem în 13-18 zile

582.33 lei

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

Informații despre carte

Autor

David Touretzky

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

1991

Pagini

149

EAN

9780792392163

ISBN

0792392167

Enbook ID

01398114

Editura

Springer, Berlin

Greutate

880

Dimensiuni

156 x 234 x 11

Descriere completă

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.

S-ar putea să te intereseze

Clienții care au cumpărat această carte au mai cumpărat și

Cele mai căutate

Categories

Authors

Publishers

Produse

Produse

Cele mai căutate

Categories

Authors

Publishers

Produse

Produse

Connectionist Approaches to Language Learning

Informații despre carte

Descriere completă

S-ar putea să te intereseze

Clienții care au cumpărat această carte au mai cumpărat și