Estimation of hidden markov chains by a neural network

被引:0
|
作者
机构
[1] Ito, Yoshifusa
[2] Izumi, Hiroyuki
[3] Sr.inivasan, Cidambi
来源
Ito, Yoshifusa (ito@aichi-med-u.ac.jp) | 1600年 / Springer Verlag卷 / 8834期
关键词
Chains - Markov processes;
D O I
10.1007/978-3-319-12637-1_75
中图分类号
学科分类号
摘要
The main theme is to show that a one-hidden-layer neural network, which has learned a Bayesian discriminant function, can be used for estimating hidden Markov chains. The crucial point of the algorithm is the use of the logistic function as the activation of the output unit of the network. The network learns a single discriminant function, but converts it to the individual discriminant functions at all the steps. © Springer International Publishing Switzerland 2014.
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