Corpus Analysis: Lexical Dispersion, Semantic Time Series, and Semantic Network Analysis—An R Studio Pipeline

In Stephan Kornmesser, Alexander Max Bauer, Mark Alfano, Aurélien Allard, Lucien Baumgartner, Florian Cova, Paul Engelhardt, Eugen Fischer, Henrike Meyer, Kevin Reuter, Justin Sytsma, Kyle Thompson & Marc Wyszynski, Experimental Philosophy for Beginners: A Gentle Introduction to Methods and Tools. Cham: Springer Verlag. pp. 321-353 (2024)
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Abstract

This chapter introduces lexical dispersion analysis, time series analysis, and semantic network analysis. The case study in this chapter uses State of the Union addresses delivered yearly by American Presidents from George Washington to Donald Trump. Lexical dispersion refers to the embedding of words, stems, and n-grams across corpora. Time series analysis is useful when you have a corpus that was produced over the course of hours, days, years, or decades. It enables us to track the prevalence of various words, stems, and n-grams—along with the concepts they express—over time. Time series analysis reveals trends in these speeches across more than two centuries. Semantic network analysis is useful when you have a sufficiently large and diverse corpus to ask which words, stems, and n-grams—along with the concepts they express—tend to co-occur in the same sentence, paragraph, or other piece of text. This can help to shed light on the meaning of terms. These analytical approaches can also be combined to examine how patterns of association change over time.

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Mark Alfano
Macquarie University

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Experimental Philosophy.Joshua Knobe & Shaun Nichols - forthcoming - Stanford Encyclopedia of Philosophy.

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