@inproceedings{4aa5189eb02a4adcac5c707743115f96,
title = "A joint model for chinese microblog sentiment analysis",
abstract = "Topic-based sentiment analysis for Chinese microblog aims to identify the user attitude on specified topics. In this paper, we propose a joint model by incorporating Support Vector Machines (SVM) and deep neural network to improve the performance of sentiment analysis. Firstly, a SVM Classifier is constructed using N-gram, NPOS and sentiment lexicons features. Meanwhile, a convolutional neural network is applied to learn paragraph representation features as the input of another SVM classifier. The classification results outputted by these two classifiers are merged as the final classification results. The evaluations on the SIGHAN-8 Topic-based Chinese microblog sentiment analysis task show that our proposed approach achieves the second rank on micro average F1 and the fourth rank on macro average F1 among a total of 13 submitted systems.",
author = "Yuhui Cao and Zhao Chen and Ruifeng Xu and Tao Chen and Lin Gui",
note = "Publisher Copyright: {\textcopyright} 2015 Proceedings of the 8th SIGHAN Workshop on Chinese Language Processing, SIGHAN 2015 - co-located with 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing, ACL IJCNLP 2015. All rights reserved.; 8th SIGHAN Workshop on Chinese Language Processing, SIGHAN 2015 ; Conference date: 30-07-2015 Through 31-07-2015",
year = "2015",
language = "英语",
series = "Proceedings of the 8th SIGHAN Workshop on Chinese Language Processing, SIGHAN 2015 - co-located with 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing, ACL IJCNLP 2015",
publisher = "Association for Computational Linguistics (ACL)",
pages = "61--67",
editor = "Liang-Chih Yu and Zhifang Sui and Yue Zhang and Vincent Ng",
booktitle = "Proceedings of the 8th SIGHAN Workshop on Chinese Language Processing, SIGHAN 2015 - co-located with 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing, ACL IJCNLP 2015",
address = "澳大利亚",
}