TY - GEN
T1 - International sentiment analysis for news and blogs
AU - Bautin, Mikhail
AU - Vijayarenu, Lohit
AU - Skiena, Steven
PY - 2008
Y1 - 2008
N2 - There is a growing interest in mining opinions using sentiment analysis methods from sources such as news, blogs and product reviews. Most of these methods have been developed for English and are difficult to generalize to other languages. We explore an approach utilizing state-of-the-art machine translation technology and perform sentiment analysis on the English translation of a foreign language text. Our experiments indicate that (a) entity sentiment scores obtained by our method are statistically significantly correlated across nine languages of news sources and five languages of a parallel corpus; (b) the quality of our sentiment analysis method is largely translator independent; (c) after applying certain normalization techniques, our entity sentiment scores can be used to perform meaningful cross-cultural comparisons.
AB - There is a growing interest in mining opinions using sentiment analysis methods from sources such as news, blogs and product reviews. Most of these methods have been developed for English and are difficult to generalize to other languages. We explore an approach utilizing state-of-the-art machine translation technology and perform sentiment analysis on the English translation of a foreign language text. Our experiments indicate that (a) entity sentiment scores obtained by our method are statistically significantly correlated across nine languages of news sources and five languages of a parallel corpus; (b) the quality of our sentiment analysis method is largely translator independent; (c) after applying certain normalization techniques, our entity sentiment scores can be used to perform meaningful cross-cultural comparisons.
UR - https://www.scopus.com/pages/publications/84890768683
M3 - Conference contribution
AN - SCOPUS:84890768683
SN - 9781577353553
T3 - ICWSM 2008 - Proceedings of the 2nd International Conference on Weblogs and Social Media
SP - 19
EP - 26
BT - ICWSM 2008 - Proceedings of the 2nd International Conference on Weblogs and Social Media
T2 - 2nd International Conference on Weblogs and Social Media, ICWSM 2008
Y2 - 30 March 2008 through 2 April 2008
ER -