• 제목/요약/키워드: Titterington 알고리즘

검색결과 1건 처리시간 0.014초

분포 혼합비율의 모수추정을 위한 효율적인 알고리즘에 관한 연구 (A Study for Efficient EM Algorithms for Estimation of the Proportion of a Mixed Distribution)

  • 황강진;박경탁;유희경
    • 품질경영학회지
    • /
    • 제30권4호
    • /
    • pp.68-77
    • /
    • 2002
  • EM algorithm has good convergence rate for numerical procedures which converges on very small step. In the case of proportion estimation in a mixed distribution which has very big incomplete data or of update of new data continuously, however, EM algorithm highly depends on a initial value with slow convergence ratio. There have been many studies to improve the convergence rate of EM algorithm in estimating the proportion parameter of a mixed data. Among them, dynamic EM algorithm by Hurray Jorgensen and Titterington algorithm by D. M. Titterington are proven to have better convergence rate than the standard EM algorithm, when a new data is continuously updated. In this paper we suggest dynamic EM algorithm and Titterington algorithm for the estimation of a mixed Poisson distribution and compare them in terms of convergence rate by using a simulation method.