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Emotion recognition from Uyghur sentences based on combinations of class discrimination words and a sentiment dictionary |
Abdusalam Dawut1, Hussein Yusuf2, Askar Hamdulla2 |
1. School of Software, Xinjiang University, Urumqi 830046, China;
2. School of Information Science and Engineering, Xinjiang University, Urumqi 830046, China |
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Abstract This paper presents a recognition method for Uyghur sentence sentiments, such as anger, happiness, sadness and wonder based on combining class-discrimination words (CDW) and a sentiment dictionary. The sentiment expression characteristics in the Uyghur sentence text are identified from features extracted using a CDW feature selection method for the emotion recognition. A set of emotional words is collected manually and put into a sentiment dictionary which is combined with the CDW feature words for the emotion recognition. Tests show that the combined method is more effective than only the CDW feature based method.
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Keywords
class discrimination word
sentiment dictionary
sentence sentiment
emotion recognition
Uyghur
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Issue Date: 15 February 2017
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[1] |
宗成庆. 统计自然语言处理[M]. 北京:清华大学出版社, 2013.ZONG Chengqing. Statistical Natural Language Processing[M]. Beijing:Tsinghua University Press, 2013. (in Chinese)
|
[2] |
代大明, 王中卿, 李寿山, 等. 基于情绪词的非监督中文情感分类方法研究[J]. 中文信息学报, 2012, 26(4):103-108. DAI Daming, WANG Zhongqing, LI Shoushan, et al. Unsupervised Chinese sentiment classification with emotion words[J]. Journal of Chinese Information Processing, 2012, 26(4):103-108. (in Chinese)
|
[3] |
赵志伟. 中文文本倾向性分析研究[D]. 合肥:安徽大学, 2012.ZHAO Zhiwei. Chinese Text Orientation Analysis[D]. Hefei:Anhui University, 2012. (in Chinese)
|
[4] |
Yang T-H, Hsieh C-T, Soo V-W. Towards text-based emotion detection[C]//International Conference on Information Management and Engineering. Kuala Lumpur, Malaysia, 2009.
|
[5] |
李寿山. 情感文本分类方法研究[D]. 北京:中国科学院自动化研究所, 2008.LI Shoushan. Research on Sentiment Classification Method[D]. Beijing:Institute of Automation, Chinese Academy of Sciences, 2008. (in Chinese)
|
[6] |
秀段婷, 何婷婷, 宋乐. 基于PMI-IR算法的Blog情感分类研究[C]//第5届全国青年计算语言学研讨会论文集. 武汉:华中师范大学, 2010.XIU Duanting, HE Tingting, SONG Le. Blog sentiment classification based on PMI-IR algorithm[C]//5th National Conference on Computational Linguistics for Young Fellows. Wuhan:Huazhong Normal University China, 2010. (in Chinese)
|
[7] |
杨鼎, 阳爱民. 一种基于情感词典和朴素贝叶斯的中文文本情感分类方法[J]. 计算机应用研究, 2010, 27(10):3737-3743.YANG Ding, YANG Aimin. Classification approach of Chinese texts sentiment based on semantic lexicon and naive Bayesian[J]. Application Research of Computers, 2010, 27(10):3737-3743. (in Chinese)
|
[8] |
张靖, 金浩. 汉语词语情感倾向自动判断研究[J]. 计算机工程, 2010, 36(23):194-196.ZHANG Jing, JIN Hao. Study on Chinese word sentiment polarity automatic estimation[J]. Computer Engineering, 2010, 36(23):194-196. (in Chinese)
|
[9] |
潘文彬. 基于情感词词典的中文句子情感倾向性分析[D]. 北京:北京邮电大学, 2011.FAN Wenbin. Sentiment Orientation Analysis of Chinese Sentences Based on Sentiment Word Dictionary[D]. Beijing:Beijing University of Posts and Telecommunications, 2011. (in Chinese)
|
[10] |
王素格, 杨安娜, 李德玉. 基于汉语情感词表的句子情感倾向分类研究[J]. 计算机工程与应用, 2009, 45(24):153-155.WANG Suge, YANG Anna, LI Deyu. Research on sentence sentiment classification based on Chinese sentiment word table[J]. Computer Engineering and Applications, 2009, 45(24):153-155. (in Chinese)
|
[11] |
夏睿. 基于语言知识和集成学习的情感文本分类方法研究[D]. 北京:中国科学院自动化研究所, 2011.XIA Rui. Emotional Text Categorization Based on Language Knowledge and Integrated Learning[D]. Beijing:Institute of Automation, Chinese Academy of Sciences, 2011. (in Chinese)
|
[12] |
黄俊, 田生伟, 禹龙, 等. 基于维吾尔语情感词的句子情感分析[J]. 计算机工程, 2012, 38(9):183-185.HUANG Jun, TIAN Shengwei, YU Long, et al. Sentence sentiment analysis based on Uyghur sentiment word[J]. Computer Engineering, 2012, 38(9):183-185. (in Chinese)
|
[13] |
于斯音·于苏普,艾斯卡尔·艾木都拉.基于情感词典的维吾尔语文本句子情感分类[J].电脑知识与技术, 2014(10):2371-2374. Hussein Yusuf, Askar Hamdulla. Sentiment database based sentiment classification from Uyghur text[J]. Computer Knowledge and Technology, 2014(10):2371-2374. (in Chinese)
|
[14] |
冯冠军, 禹龙, 田生伟. 基于CRFs自动构建维吾尔语情感词语料库[J]. 现代图书情报技术, 2011(3):17-21.FENG Guanjun, YU Long, TIAN Shengwei. Auto construction of Uyghur emotional words corpus based on CRFs[J]. New Technology of Library and Information Service, 2011(3):17-21. (in Chinese)
|
[15] |
热依莱木·帕尔哈提, 孟祥涛, 艾斯卡尔·艾木都拉.基于区分性关键词模型的维吾尔文本情感分类[J]. 计算机工程, 2014, 40(10):132-136.Rayila Parhat, MENG Xiangtao, Askar Hamdulla. Discriminative keyword model based sentiment classification from Uyghur text[J]. Computer Engineering, 2014, 40(10):132-136. (in Chinese)
|
[16] |
周奇年, 张振浩, 徐登彩. 用于中文文本分类的基于类别区分词的特征选择方法[J]. 计算机应用与软件, 2013, 30(3):193-195.ZHOU Qinian, ZHANG Zhenhao, XU Dengcai. Feature selection method for Chinese text categorization based on class discriminating words[J]. Computer Applications and Software, 2013, 30(3):193-195. (in Chinese)
|
[17] |
祖丽湖玛尔·马木提江. 维吾尔语区分性关键词提取应用软件开发及其性能分析[D]. 乌鲁木齐:新疆大学, 2013.Zulhumar Mamutjan. Uyghur Discriminative Keyword Extraction Software Development[D]. Urumqi:Xinjiang University, 2013. (in Chinese)
|
[18] |
周茜, 赵明生, 扈旻. 中文文本分类中的特征选择研究[J]. 中文信息学报, 2004, 18(3):17-23.ZHOU Qian, ZHAO Mingsheng, HU Min. Study on feature selection in Chinese text categorization[J]. Journal of Chinese Information Processing, 2004, 18(3):17-23. (in Chinese)
|
[19] |
张玉芳, 王勇, 刘明, 等. 新的文本分类特征选择方法研究[J]. 计算机工程与应用, 2013, 49(5):132-135.ZHANG Yufang, WANG Yong, LIU Ming, et al. New feature selection approach for text categorization[J]. Computer Engineering and Applications, 2013, 49(5):132-135. (in Chinese)
|
[20] |
王志昊, 王中卿, 李寿山, 等. 不平衡情感分类中的特征选择方法研究[J]. 中文信息学报, 2013, 27(4):113-118.WANG Zhihao, WANG Zhongqing, LI Shoushan, et al. Feature selection for imbalanced sentiment classification[J]. Journal of Chinese Information Processing, 2013, 27(4):113-118. (in Chinese)
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