The impact of deep learning on document classification using semantically rich representations

Volume: 56, Issue: 5, Pages: 1618 - 1632
Published: Sep 1, 2019
Abstract
This paper presents a semantically rich document representation model for automatically classifying financial documents into predefined categories utilizing deep learning. The model architecture consists of two main modules including document representation and document classification. In the first module, a document is enriched with semantics using background knowledge provided by an ontology and through the acquisition of its relevant...
Paper Details
Title
The impact of deep learning on document classification using semantically rich representations
Published Date
Sep 1, 2019
Volume
56
Issue
5
Pages
1618 - 1632
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