节点文献
关于树指标隐Markov链及其等价定义
Equivalent Definitions of T-indexed Hidden Markov Chains
【摘要】 本文参照直线上隐Markov模型的概念,给出有限树指标隐Markov链的定义.在该定义中,树指标隐Markov链由两个树指标随机过程组成,其中第一个树指标随机过程是树指标Markov链,是不能被直接观测到的隐藏链;第二个树指标随机过程是可被观测的且关于第一个树指标随机过程条件独立,对于树上的任意一个顶点,第二个随机过程此处的取值只信赖于隐藏链中此处的取值.最后,我们给出了树指标隐Markov链的三个等价定义.
【Abstract】 In this paper,we give the definition of tree indexed hidden Markov chain with finite state space based on the concept of hidden Markov model.In our definition,tree indexed hidden Markov chain consists of two tree indexed random processes.The underlying process is a tree indexed Markov chain and can not be observed,and the second process is conditional independent of the former.For the arbitrary vertex in tree,the second process only dependents on the underlying process.Finally,we propose three equivalent definitions.
【Key words】 hidden Markov model; tree; tree indexed hidden Markov chain;
- 【文献出处】 工程数学学报 ,Chinese Journal of Engineering Mathematics , 编辑部邮箱 ,2015年02期
- 【分类号】O211.62
- 【被引频次】2
- 【下载频次】70