کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
385475 660866 2015 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A rule-based approach to emotion cause detection for Chinese micro-blogs
ترجمه فارسی عنوان
یک رویکرد مبتنی بر قاعده برای احساسات موجب تشخیص برای میکروبلاگهای چینی شده است
کلمات کلیدی
استخراج متن، علل عاطفی، میکرو وبلاگ، نسبت مولفه
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی


• We develop a rule-based system that trigger emotions based on the emotional model.
• We extract the corresponding cause events in fine-grained emotions.
• We get the proportions of different cause components under different emotions.
• The language features and Bayesian probability are used in this paper.

Emotion analysis and emotion cause extraction are key research tasks in natural language processing and public opinion mining. This paper presents a rule-based approach to emotion cause component detection for Chinese micro-blogs. Our research has important scientific values on social network knowledge discovery and data mining. It also has a great potential in analyzing the psychological processes of consumers. Firstly, this paper proposes a rule-based system underlying the conditions that trigger emotions based on an emotional model. Secondly, this paper extracts the corresponding cause events in fine-grained emotions from the results of events, actions of agents and aspects of objects. Meanwhile, it is reasonable to get the proportions of different cause components under different emotions by constructing the emotional lexicon and identifying different linguistic features, and the proposed approach is based on Bayesian probability. Finally, this paper presents the experiments on an emotion corpus of Chinese micro-blogs. The experimental results validate the feasibility of the approach. The existing problems and the further works are also present at the end.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 42, Issue 9, 1 June 2015, Pages 4517–4528
نویسندگان
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