Final published version
Licence: CC BY: Creative Commons Attribution 4.0 International License
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
}
TY - GEN
T1 - Disentangling Topic Models: A Cross-cultural Analysis of Personal Values through Words
AU - Wilson, Steven
AU - Mihalcea, Rada
AU - Boyd, Ryan
AU - Pennebaker, James W.
PY - 2016/11/1
Y1 - 2016/11/1
N2 - We present a methodology based on topic modeling that can be used to identify and quantify sociolinguistic differences between groups of people, and describe a regression method that can disentangle the influences of different attributes of the people in the group (e.g., culture, gender, age). As an example, we explore the concept of personal values, and present a cross-cultural analysis of value-behavior relationships spanning writers from the United States and India.
AB - We present a methodology based on topic modeling that can be used to identify and quantify sociolinguistic differences between groups of people, and describe a regression method that can disentangle the influences of different attributes of the people in the group (e.g., culture, gender, age). As an example, we explore the concept of personal values, and present a cross-cultural analysis of value-behavior relationships spanning writers from the United States and India.
M3 - Conference contribution/Paper
SN - 9781945626258
SP - 143
EP - 152
BT - Proceedings of 2016 EMNLP
PB - Association for Computational Linguistics
ER -