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Recursive estimation in mixture models with Markov regime

Holst, Ulla LU and Lindgren, Georg LU orcid (1991) In IEEE Transactions on Information Theory 37(6). p.1683-1690
Abstract
A recursive algorithm is proposed for estimation of parameters in mixture models, where the observations are governed by a hidden Markov chain. The performance of the algorithm is studied by simulations of a symmetric normal mixture. The algorithm seems to be stable and produce approximately normally distributed estimates, provided the adaptive matrix is kept well conditioned.
Please use this url to cite or link to this publication:
author
and
organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
MIXED DISTRIBUTION, RECURSIVE ML-ESTIMATION, EM-ALGORITHM, MARKOV REGIME
in
IEEE Transactions on Information Theory
volume
37
issue
6
pages
1683 - 1690
publisher
IEEE - Institute of Electrical and Electronics Engineers Inc.
external identifiers
  • scopus:0000825278
ISSN
0018-9448
language
English
LU publication?
yes
id
372a50c1-89d4-4a41-9175-e69ad79fa487 (old id 1210486)
alternative location
http://ieeexplore.ieee.org/search/wrapper.jsp?arnumber=104334
date added to LUP
2016-04-01 15:51:56
date last changed
2021-01-03 07:26:37
@article{372a50c1-89d4-4a41-9175-e69ad79fa487,
  abstract     = {{A recursive algorithm is proposed for estimation of parameters in mixture models, where the observations are governed by a hidden Markov chain. The performance of the algorithm is studied by simulations of a symmetric normal mixture. The algorithm seems to be stable and produce approximately normally distributed estimates, provided the adaptive matrix is kept well conditioned.}},
  author       = {{Holst, Ulla and Lindgren, Georg}},
  issn         = {{0018-9448}},
  keywords     = {{MIXED DISTRIBUTION; RECURSIVE ML-ESTIMATION; EM-ALGORITHM; MARKOV REGIME}},
  language     = {{eng}},
  number       = {{6}},
  pages        = {{1683--1690}},
  publisher    = {{IEEE - Institute of Electrical and Electronics Engineers Inc.}},
  series       = {{IEEE Transactions on Information Theory}},
  title        = {{Recursive estimation in mixture models with Markov regime}},
  url          = {{http://ieeexplore.ieee.org/search/wrapper.jsp?arnumber=104334}},
  volume       = {{37}},
  year         = {{1991}},
}