Emotion Classification Using Web Blog Corpora Export

@inproceedings{citeulike:3430510, abstract = {In this paper, we investigate the emotion classification of web blog corpora using support vector machine (SVM) and conditional random field (CRF) machine learning techniques. The emotion classifiers are trained at the sentence level and applied to the document level. Our methods also determine an emotion category by taking the context of a sentence into account. Experiments show that CRF classifiers outperform SVM classifiers. When applying emotion classification to a blog at the document level, the emotion of the last sentence in a document plays an important role in determining the overall emotion.}, address = {Washington, DC, USA}, author = {Yang, Changhua and Kevin and Chen, Hsin H.}, booktitle = {WI '07: Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence}, citeulike-article-id = {3430510}, citeulike-linkout-0 = {http://portal.acm.org/citation.cfm?id=1331740.1331857}, citeulike-linkout-1 = {http://dx.doi.org/10.1109/WI.2007.50}, doi = {10.1109/WI.2007.50}, isbn = {0-7695-3026-5}, keywords = {blog, classification, corpora, emotion}, pages = {275--278}, posted-at = {2008-10-20 12:01:44}, priority = {2}, publisher = {IEEE Computer Society}, title = {Emotion Classification Using Web Blog Corpora}, url = {http://dx.doi.org/10.1109/WI.2007.50}, year = {2007} }

TY - CONF ID - citeulike:3430510 L3 - citeulike-article-id:3430510 N2 - In this paper, we investigate the emotion classification of web blog corpora using support vector machine (SVM) and conditional random field (CRF) machine learning techniques. The emotion classifiers are trained at the sentence level and applied to the document level. Our methods also determine an emotion category by taking the context of a sentence into account. Experiments show that CRF classifiers outperform SVM classifiers. When applying emotion classification to a blog at the document level, the emotion of the last sentence in a document plays an important role in determining the overall emotion. SN - 0-7695-3026-5 AD - Washington, DC, USA EP - 278 TI - Emotion Classification Using Web Blog Corpora PB - IEEE Computer Society T2 - WI '07: Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence SP - 275 KW - blog KW - classification KW - corpora KW - emotion AU - Yang, Changhua AU - Kevin AU - Chen, Hsin PY - 2007/// UR - http://dx.doi.org/10.1109/WI.2007.50 ER -