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Natural language processing neural network for recall and inference
Abstract In this paper, we propose a novel neural nIn this paper, we propose a novel neural network which can learn knowledge from natural language documents and can perform recall and inference. The proposed network has a sentence layer, a knowledge layer, ten kinds of deep case layers and a dictionary layer. In the network learning step, connections are updated based on Hebb's learning rule. The proposed network can handle a complicated sentence by incorporating the deep case layers and get unlearned knowledge from the dictionary layer. In the dictionary layer, Goi-Taikei, containing 400,000 words dictionary, is employed. Two kinds of experiments were carried out by using goo encyclopedia and Wikipedia as knowledge sources. Superior performance of the proposed neural network has been confirmed.roposed neural network has been confirmed.
Abstractsub In this paper, we propose a novel neural nIn this paper, we propose a novel neural network which can learn knowledge from natural language documents and can perform recall and inference. The proposed network has a sentence layer, a knowledge layer, ten kinds of deep case layers and a dictionary layer. In the network learning step, connections are updated based on Hebb's learning rule. The proposed network can handle a complicated sentence by incorporating the deep case layers and get unlearned knowledge from the dictionary layer. In the dictionary layer, Goi-Taikei, containing 400,000 words dictionary, is employed. Two kinds of experiments were carried out by using goo encyclopedia and Wikipedia as knowledge sources. Superior performance of the proposed neural network has been confirmed.roposed neural network has been confirmed.
Bibtextype inproceedings  +
Doi 10.1007/978-3-642-15825-4_35  +
Has author Sagara T. + , Hagiwara M. +
Has extra keyword Case layer + , Knowledge layers + , Knowledge sources + , Learning rules + , NAtural language processing + , Natural languages + , Network learning + , Novel neural network + , Wikipedia + , Computational linguistics + , Natural language processing systems + , Neural networks +
Isbn 3642158242; 9783642158247  +
Issue PART 3  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 286–289  +
Published in Lecture Notes in Computer Science +
Title Natural language processing neural network for recall and inference +
Type conference paper  +
Volume 6354 LNCS  +
Year 2010 +
Creation dateThis property is a special property in this wiki. 8 November 2014 05:07:02  +
Categories Publications without keywords parameter  + , Publications without license parameter  + , Publications without remote mirror parameter  + , Publications without archive mirror parameter  + , Publications without paywall mirror parameter  + , Conference papers  + , Publications without references parameter  + , Publications  +
Modification dateThis property is a special property in this wiki. 8 November 2014 05:07:02  +
DateThis property is a special property in this wiki. 2010  +
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