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A Neural Words Encoding Model: Dayiheng Liu Jiancheng LV Xiaofeng Qi and Jiangshu Wei PDF

5 Pages·2019·English
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by ['Utkrisht Sahai']| 2019| 5 pages| English

About A Neural Words Encoding Model: Dayiheng Liu Jiancheng LV Xiaofeng Qi and Jiangshu Wei

This document proposes a neural network model called the neural words encoding model. The model encodes words as binary vectors using a deep belief network structure. It differs from traditional deep belief networks in that it has an asymmetric structure with separate encoder and decoder parts. The encoder performs nonlinear transformation to encode words, while the decoder rapidly decodes the encoded words. The model is trained using unlabeled English words to reconstruct the words and learn a unified encoding method, with the outputs of the code layer being binary representation codes of the words.

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Author:['Utkrisht Sahai']
Publication Year:2019
Pages:5
Language:English
Format:PDF
Price:FREE
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