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Abstract: The Expectation-Maximization (EM) algorithm is an iterative approach to maximum likelihood parameter estimation. Jordan and Jacobs (1993) recently proposed an EM algorithm for the mixture of experts architecture of Jacobs, Jordan, Nowlan and Hinton (1991) and the hierarchical mixture of experts architecture of Jordan and Jacobs (1992). They showed empirically that the EM algorithm for these architectures yields significantly faster convergence than gradient ascent. In the current paper we... (Update)
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BibTeX entry: (Update)
Jordan, MI & Xu, L (1993). Convergence Results for the EM Approach to Mixtures of Experts Architectures. CBCL Memo 87, Centre for Biological and Computational Learning, MIT. http://citeseer.ist.psu.edu/article/jordan93convergence.html More
@techreport{ jordan93convergence,
author = "Michael I. Jordan and Lei Xu",
title = "Convergence Results for the {EM} Approach to Mixtures of Experts Architectures",
number = "AIM-1458",
pages = "33",
year = "1993",
url = "citeseer.ist.psu.edu/article/jordan93convergence.html" }
Citations (may not include all citations):1262 Classification and Regression Trees (context) - Breiman, Friedman et al. - 1984
520 Generalized Linear Models (context) - McCullagh, Nelder - 1983
472 Hierarchical mixtures of experts and the EM algorithm - Jordan, Jacobs - 1987
413 Adaptive mixtures of local experts (context) - Jacobs, Jordan et al. - 1991
273 Multivariate adaptive regression splines (context) - Friedman - 1991
205 Mixture Models: Inference and Application to Clustering (context) - McLachlan, Basford - 1988
174 A maximization technique occurring in the statistical analys.. (context) - Baum, Petrie et al. - 1970
132 the convergence properties of the EM algorithm (context) - Wu - 1983
46 Hierarchies of adaptive experts (context) - Jordan, Jacobs - 1992
42 Mixture densities (context) - Redner, Walker - 1984
28 Growth transformation for functions on manifolds (context) - Baum, Sell - 1968
25 An iterative procedure for obtaining maximum-likelihood esti.. (context) - Peters, Walker
10 The numerical evaluation of the maximum-likelihood estimates.. (context) - Peters, Walker
7 A new approach to estimating switching regressions (context) - Quandt, Ramsey - 1972
4 Parameter estimation for a mixture of linear regressions (context) - De Veaux - 1986
2 Maximum-likelihood from incomplete data via the EM algorithm (context) - Tech, No et al. - 1977
1 A fast improvement to the EM algorithm on its own terms (context) - York, Meilijson - 1989
1 Estimating mixtures of normal distribution and switching reg.. (context) - Society, Quandt et al. - 1978
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