Publikationsserver
Identification and estimation of hidden Markov models
In the current thesis several selected aspects of the two related latent class models; finite mixtures and hidden Markov models, were considered. The problem of calculating the MLE of a Gaussian mixture with Newton's method and the consistency of penalized MLE were investigated. A penaliz...
محفوظ في:
| المؤلف الرئيسي: | |
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| مؤلفون آخرون: | |
| التنسيق: | Dissertation |
| اللغة: | الإنجليزية |
| منشور في: |
Philipps-Universität Marburg
2014
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| الموضوعات: | |
| الوصول للمادة أونلاين: | PDF النص الكامل |
| الوسوم: |
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| الملخص: | In the current thesis several selected aspects of the two related latent class models; finite mixtures and hidden Markov models, were considered.
The problem of calculating the MLE of a Gaussian mixture with Newton's method and the consistency of penalized MLE were investigated.
A penalized MLE procedure for univariate Gaussian hidden Markov models was introduced and shown to be consistent.
Furthermore, a result on identifiability of nonparametric hidden Markov models is derived. |
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| DOI: | 10.17192/z2014.0393 |