103/12/18(四) Location and Language Use in Social Media
國立清華大學資訊工程學系
Department of Computer Science
National Tsing Hua University
專題演講
SEMINAR
主講人:Ed Chi ( Staff Research Scientist, Google )
SPEAKER
題 目: Location and Language Use in Social Media
TOPIC
時 間:103 年 12月 18日 (四) 下午 3:30 - 5:00
DATE
地 點:台達 109室
PLACE
Abstract:
We now know that social interactions are critical in many knowledge and information
processes. In this talk, I plan to illustrate a model-driven approach to understanding
social behavior around user location and different languages in social media.
First, in 2010, we performed the first in-depth study of user location field in Twitter
user profiles. We found that 34% of users did not provide real location information,
frequently incorporating fake locations or sarcastic comments that can fool traditional
geographic information tools. We then performed a simple machine learning experiment
to determine whether we can identify a user’s location by only looking at contents of a
user's tweets. We found that a user’s country and state can in fact be determined easily
with decent accuracy, indicating that users implicitly reveal location information, with or
without realizing it.
Second, despite the widespread adoption of Twitter in different locales, little research
has investigated the differences among users of different languages. In prior research,
the natural tendency has been to assume that the behaviors of English users generalize
to other language users. We studied 62 million tweets collected over a four-week period.
We discovered cross-language differences in adoption of features such as URLs, hashtags,
mentions, replies, and retweets.
We also found interesting patterns of how multi-lingual Twitter users broker information
across these language boundaries. We discuss our work's implications for research on
large-scale social systems and design of cross-cultural communication tools.
聯絡人:王浩全教授
