期刊论文

Research on theory of Inv-Viterbi Algorithm Based on the Basic Algorithm System of HMM

中文

机电工程技术

1009-9492

2014

11

7-10

10.3969/j.issn.1009-9492.2014.11.002

51275099:国家自然科学基金 S2012010009505:广东省自然科学基金 12A006S:广州市羊城学者首席科学家项目 2060402:广州市机电设备状态监测与控制重点实验室建设项目

本校为第一机构

隐马尔可夫模型（Hidden Markov Model,HMM）的基本算法体系主要包括Baum-Welch算法、前向-后向算法与Viterbi算法三大经典算法,通过展开对HMM新问题及新算法的理论研究,引出逆维特比问题及逆维特比算法的理论体系,并提出将逆维特比算法引入HMM基本算法体系中构建一种新的算法体系及一种新评估体系的构想,最后对新算法体系的应用进行了展望。

The system of the basic Hidden Markov Model （HMM） algorithm includes the three important algorithms of Baum-Welch algorithm, Forward-Backward algorithm and Viterbi algorithm. The Inv-viterbi problem and its corresponding algorithm is put forward in the paper after the research of the new HMM problem and algorithm. Then a new algorithm system and a new evaluation system are built by introducing the Inv-viterbi algorithm into the HMM basic algorithm system. Finally we give ...