The human-like emotions recognition using mutual information and semantic clues

作者: Hao-Chiang Koong Lin , Min-Chai Hsieh , Wei-Jhe Wang

DOI: 10.1007/978-3-642-23456-9_83

关键词:

摘要: In this work, we collect the sentences posted in Plurk as our corpus. The emoticons are classified into four types based on Thayer's 2-D Model which is composed of valence (positive/negative emotions) and arousal (the strength emotions). system will preprocess sentence to eliminate useless information, then transform it be emotion lexicon. Besides, research analyzes three kinds semantic clues: negation, transition, coordinating conjunctions. final decided by SVM merging algorithm proposed work.

参考文章(20)
Keh-Jiann Chen, Jia-Ming You, Automatic Semantic Role Assignment for a Tree Structure. meeting of the association for computational linguistics. pp. 109- 115 ,(2004)
Masayuki Asahara, Yuji Matsumoto, Chooi-Ling Goh, Chinese Word Segmentation by Classification of Characters International Journal of Computational Linguistics & Chinese Language Processing, Volume 10, Number 3, September 2005: Special Issue on Selected Papers from ROCLING XVI. ,vol. 10, pp. 381- 396 ,(2005) , 10.30019/IJCLCLP.200509.0006
Keh-Jiann Chen, Yu-Ming Hsieh, Chinese treebanks and grammar extraction international joint conference on natural language processing. pp. 655- 663 ,(2004) , 10.1007/978-3-540-30211-7_69
Christopher D. Manning, Hinrich Schütze, Foundations of Statistical Natural Language Processing ,(1999)
Nello Cristianini, J Shawe-Taylor, An introduction to Support Vector Machines Cambridge University Press (2000). ,(2000)
George Caridakis, Ginevra Castellano, Loic Kessous, Amaryllis Raouzaiou, Lori Malatesta, Stelios Asteriadis, Kostas Karpouzis, Multimodal emotion recognition from expressive faces, body gestures and speech artificial intelligence applications and innovations. pp. 375- 388 ,(2007) , 10.1007/978-0-387-74161-1_41
Robert E. Thayer, The biopsychology of mood and arousal ,(1989)
Nianwen Xue, Libin Shen, Chinese Word Segmentation as LMR Tagging Proceedings of the Second SIGHAN Workshop on Chinese Language Processing. pp. 176- 179 ,(2003) , 10.3115/1119250.1119278
Hua-Ping Zhang, Hong-Kui Yu, De-Yi Xiong, Qun Liu, HHMM-based Chinese Lexical Analyzer ICTCLAS Proceedings of the Second SIGHAN Workshop on Chinese Language Processing. pp. 184- 187 ,(2003) , 10.3115/1119250.1119280