A new insight into linguistic pattern analysis based on multilayer hypergraphs for the automatic extraction of text summaries
Forensic linguistics and stylometry have in the exploration of linguistic patterns one of their fundamental tools. Mathematical structures such as complex multilayer networks and hypergraphs provide remarkable resources to represent and analyze texts. In this paper, we present a model that includes...
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Veröffentlicht in: | Mathematical methods in the applied sciences 2023-03 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Forensic linguistics and stylometry have in the exploration of linguistic patterns one of their fundamental tools. Mathematical structures such as complex multilayer networks and hypergraphs provide remarkable resources to represent and analyze texts. In this paper, we present a model that includes some specific mesoscopic relations between the different types of words in a corpus (lexical words, verbs, linking words, other words) according to the sentences or paragraphs in which they appear. This model is supported by various mathematical structures such as partial multiline graphs, multilayer hypergraphs, and their derivative graphs. The methodology proposed from this new point of view is of singular help to find meaningful sentences from any text to set up an automatic summary of the text and, eventually, to determine its linguistic level. |
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ISSN: | 0170-4214 1099-1476 |
DOI: | 10.1002/mma.9201 |