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Subsymbolic Natural Language Processing

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Risto Miikkulainen 作者
The MIT Press
译者
1993-05-20 出版日期
403 页数
USD 68.00 价格
Hardcover
丛书系列
9780262132909 图书编码

Subsymbolic Natural Language Processing 在线电子书 图书标签: NLP  语言学   


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发表于2024-11-27


Subsymbolic Natural Language Processing 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Subsymbolic Natural Language Processing 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024



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Risto Miikkulainen draws on recent connectionist work in language comprehension to create a model that can understand natural language. Using the DISCERN system as an example, he describes a general approach to building high-level cognitive models from distributed neural networks and shows how the special properties of such networks are useful in modeling human performance. In this approach connectionist networks are not only plausible models of isolated cognitive phenomena, but also sufficient constituents for complete artificial intelligence systems.Distributed neural networks have been very successful in modeling isolated cognitive phenomena, but complex high-level behavior has been tractable only with symbolic artificial intelligence techniques. Aiming to bridge this gap, Miikkulainen describes DISCERN, a complete natural language processing system implemented entirely at the subsymbolic level. In DISCERN, distributed neural network models of parsing, generating, reasoning, lexical processing, and episodic memory are integrated into a single system that learns to read, paraphrase, and answer questions about stereotypical narratives.Miikkulainen's work, which includes a comprehensive survey of the connectionist literature related to natural language processing, will prove especially valuable to researchers interested in practical techniques for high-level representation, inferencing, memory modeling, and modular connectionist architectures. Risto Miikkulainen is an Assistant Professor in the Department of Computer Sciences at The University of Texas at Austin.

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