publication . Preprint . 2017

Measuring, Predicting and Visualizing Short-Term Change in Word Representation and Usage in VKontakte Social Network

Stewart, Ian; Arendt, Dustin; Bell, Eric; Volkova, Svitlana;
Open Access English
  • Published: 20 Mar 2017
Abstract
Language in social media is extremely dynamic: new words emerge, trend and disappear, while the meaning of existing words can fluctuate over time. Such dynamics are especially notable during a period of crisis. This work addresses several important tasks of measuring, visualizing and predicting short term text representation shift, i.e. the change in a word's contextual semantics, and contrasting such shift with surface level word dynamics, or concept drift, observed in social media streams. Unlike previous approaches on learning word representations from text, we study the relationship between short-term concept drift and representation shift on a large social ...
Subjects
free text keywords: Computer Science - Social and Information Networks
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