Connectionist Approaches to Language Learning is popular PDF and ePub book, written by David Touretzky in 2012-12-06, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Connectionist Approaches to Language Learning can be Read Online from any device for your convenience.
Connectionist Approaches to Language Learning Book PDF Summary
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.
Detail Book of Connectionist Approaches to Language Learning PDF
- Author : David Touretzky
- Release : 06 December 2012
- Publisher : Springer Science & Business Media
- ISBN : 9781461540083
- Genre : Computers
- Total Page : 151 pages
- Language : English
- PDF File Size : 17,8 Mb
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