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Emoticon Style: Interpreting Differences in Emoticons Across Cultures

TLDR
This paper investigates the semantic, cultural, and social aspects of emoticon usage on Twitter and shows that emoticons are not limited to conveying a specific emotion or used as jokes, but rather are socio-cultural norms, whose meaning can vary depending on the identity of the speaker.
Abstract
Emoticons are a key aspect of text-based communication, and are the equivalent of nonverbal cues to the medium of online chat, forums, and social media like Twitter. As emoticons become more widespread in computer mediated communication, a vocabulary of different symbols with subtle emotional distinctions emerges especially across different cultures. In this paper, we investigate the semantic, cultural, and social aspects of emoticon usage on Twitter and show that emoticons are not limited to conveying a specific emotion or used as jokes, but rather are socio-cultural norms, whose meaning can vary depending on the identity of the speaker. We also demonstrate how these norms propagate through the Twitter @-reply network. We confirm our results on a large-scale dataset of over one billion Tweets from different time periods and countries.

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Comparing and combining sentiment analysis methods

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Big data: Dimensions, evolution, impacts, and challenges

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Proceedings Article

Twitter Part-of-Speech Tagging for All: Overcoming Sparse and Noisy Data

TL;DR: A novel approach to system combination for the case where available taggers use different tagsets, based on voteconstrained bootstrapping with unlabeled data, reaches 88.7% tagging accuracy, a new high in PTB-compatible tweet part-of-speech tagging.
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Participatory Cultural Mapping Based on Collective Behavior Data in Location-Based Social Networks

TL;DR: This article proposes a participatory cultural mapping approach based on collective behavior in LBSNs, and shows that the approach can subtly capture cultural features and generate representative cultural maps that correspond well with traditional cultural maps based on survey data.
References
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Journal Article

The Importance of Nonverbal Elements in Online Chat

Joan Gajadhar, +1 more
- 01 Jan 2005 - 
TL;DR: This article conducted a study involving a chat group specifically set up for a course in computer concepts at the Open Polytechnic of New Zealand (OPNZ) and found that the chat room functioned as a place where students could meet, ask questions, talk about the course and generally get to know their classmates.
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