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» Optimization with EM and Expectation-Conjugate-Gradient
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ICML
2003
IEEE
14 years 5 months ago
Optimization with EM and Expectation-Conjugate-Gradient
We show a close relationship between the Expectation - Maximization (EM) algorithm and direct optimization algorithms such as gradientbased methods for parameter learning. We iden...
Ruslan Salakhutdinov, Sam T. Roweis, Zoubin Ghahra...
EM
2010
129views Management» more  EM 2010»
12 years 11 months ago
Finding Patterns Avoiding Many Monochromatic Constellations
Given fixed 0 = q0 < q1 < q2 <
Steve Butler, Kevin P. Costello, Ronald L. Graham
CVPR
2010
IEEE
13 years 7 months ago
Co-clustering of Image Segments Using Convex Optimization Applied to EM Neuronal Reconstruction
This paper addresses the problem of jointly clustering two segmentations of closely correlated images. We focus in particular on the application of reconstructing neuronal structu...
Shiv Vitaladevuni, Ronen Basri
ICASSP
2010
IEEE
13 years 2 months ago
Joint estimation of DOA and speech based on EM beamforming
In this paper, we propose a multi-microphone joint optimal estimation of the direction of arrival (DOA) and the source speech signal through newly introduced EM beamforming. This ...
Lae-Hoon Kim, Mark Hasegawa-Johnson, Gerasimos Pot...
UAI
1998
13 years 5 months ago
The Bayesian Structural EM Algorithm
In recent years there has been a flurry of works on learning Bayesian networks from data. One of the hard problems in this area is how to effectively learn the structure of a beli...
Nir Friedman