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Regular version of the site

Book chapter

A Deep Learning Method Study of User Interest Classification

P. 154-159.
Malafeev A., Nikolaev K.

In this paper, a deep learning method study is conducted to solve a new multiclass text classification problem, identifying user interests by text messages. We used an original dataset of almost 90 thousand forum text messages, labeled for ten interests. We experimented with different modern neural network architectures: recurrent and convolutional, as well as simpler feedforward networks. Classification accuracy was evaluated for different architectures, text representations, and sets of miscellaneous parameters.