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基于HMM的个体微博情感分析预测方法研究
引用本文:郭福亮,周钢.基于HMM的个体微博情感分析预测方法研究[J].舰船电子工程,2014(2):99-102,146.
作者姓名:郭福亮  周钢
作者单位:海军工程大学电子工程学院计算机工程系;
摘    要:微博已经逐渐成为个体表达情感的重要途径,进行个体情感分析预测研究具有重要意义.在研究个体情感特点基础上,设计了基于HMM的个体微博情感分析模型,通过微博文本情感提取,PAD情感模型维度量化和HMM模型对个体情感发展进行分析步骤获取个体情感状态变化稳定特征,并进行情感预测以实现及时心理疏导,通过实例研究发现该方法在无外部重大事件刺激下具有很好预测效果.

关 键 词:HMM  情感分析  PAD模型  微博

Micro-blog Individual Emotional Analysis and Forecast Method Based on HMM Model
GUO Fuliang,ZHOU Gang.Micro-blog Individual Emotional Analysis and Forecast Method Based on HMM Model[J].Ship Electronic Engineering,2014(2):99-102,146.
Authors:GUO Fuliang  ZHOU Gang
Institution:(College of Electronics Engineering, Naval University of Engineering, Wuhan 430033)
Abstract:Microblogging has gradually become an important way to express individual emotion, the study on the analy- sis and forecasting of individual emotional has important significance. On the base of studying Emotional characteristics of in- dividuals, the HMM-based model of the individual micro-blog sentiment analysisbased is proposed. The model achieves in ac- cordance with the three-step: the microblogging text sentiment extraction, quantification through the PAD Dimensional mod- el, and forecasting the development of the individual emotion based on HMM model. The purpose of the model is to analyze the stable characteristics of the individual emotional state and make emotional predicted to achieve timely psychological coun- seling. Through case studies found that the method has a good prediction in the absence of external stimuli major event.
Keywords:HMM  sentiment analysis  PAD model  micro-blog
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