Exploring the use of linguistic features in sentiment analysis

Genereux, M. and Santini, M. (2007) Exploring the use of linguistic features in sentiment analysis In: Corpus Linguistics 2007, 27-30 July 2007, Birmingham, UK.


Official URL: http://ucrel.lancs.ac.uk/publications/CL2007/paper...


In this paper we describe some explorations of the potential of genre-revealing features on automatic sentiment analysis. In particular, we use a small subset of the ‘linguistic facets’ employed in recent experiments on automatic genre identification in combination with more traditional sentiment-revealing features on two different single-genre corpora: a corpus of English blogs and a corpus of French reviews(relectures). Although still preliminary, results show that linguistic facets might have a positive influence on sentiment analysis because 6 out of 14 facets used in the experiments are among the first 22 most important discriminative features.

Item Type:Contribution to conference proceedings in the public domain ( Full Paper)
Uncontrolled Keywords:Linguistics; Sentiment analysis; Corpus linguistics
Subjects:Q000 Languages and Literature - Linguistics and related subjects > Q100 Linguistics
Faculties:Faculty of Science and Engineering > School of Computing, Engineering and Mathematics > Natural Language Technology
ID Code:3210
Deposited By:Helen Webb
Deposited On:18 Nov 2007
Last Modified:21 Oct 2013 11:50

Repository Staff Only: item control page