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Keyword: Sparse Representations

Four-Dimensional Sparse Data Structures for Representing Text Data

by Martin Marinov and Alexander Efremov

Advances in Science, Technology and Engineering Systems Journal, Volume 5, Issue 5, Page # 154–166, 2020; DOI: 10.25046/aj050521

Abstract:

This paper focuses on a string encoding algorithm, which produces sparse distributed representations of text data. A characteristic feature of the algorithm described here, is that it works without tokenizing the text and can avoid other data preparation steps, such as stemming and lemmatization. The text can be of arbitrary size, whether it is a…