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Volume 25 Issue 6
Jun.  2003
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Chen Ying, Li Zaiming. An advanced method to estimate parameters of piecewise stationary stochastic process[J]. Journal of Electronics & Information Technology, 2003, 25(6): 735-740.
Citation: Chen Ying, Li Zaiming. An advanced method to estimate parameters of piecewise stationary stochastic process[J]. Journal of Electronics & Information Technology, 2003, 25(6): 735-740.

An advanced method to estimate parameters of piecewise stationary stochastic process

  • Received Date: 2001-11-29
  • Rev Recd Date: 2002-07-28
  • Publish Date: 2003-06-19
  • A new way to analysis nonstationary stochastic process is to divide it into piece-wise stationary stochastic process. Djuric(1992) used Bayes method to estimate the parameters, which can optimally divide the nonstationary stochastic process into stationary stochastic pro-cess. Some authors estimated the optimum parameters through calculating recursively the multivariate conditional likelihood function, which made the computation very complex. Bas-ing on some natural characteristics of AR. mode, a new recursive method is provided, which can improve the computation efficiently, to estimate the optimum parameters.
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  • P.M. Djuric, et al., Segmentation of nonstationary signal, Proc. of IEEE ICASSP, San Franciso, 1992,5, 161-164.[2]王文华等,分段平稳随机过程的参数估计方法,电子科学学刊,1997,19(3),311-317.[3]王宏禹,非平稳随机信号分析与处理,北京,国防工业出版社,1999,230-244.[4]P.M. Djutic, et al., Order selection of autoregressive models, IEEE Trans. on Signal Processing,1992.40(11) 2829-2833.[5]田铮,动态数据处理的理论与方法-时间序列分析,西安,西北工业大学出版社,1995,89-92.
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