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» Acceleration of the EM algorithm
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ICML
2007
IEEE
16 years 4 months ago
Quadratically gated mixture of experts for incomplete data classification
We introduce quadratically gated mixture of experts (QGME), a statistical model for multi-class nonlinear classification. The QGME is formulated in the setting of incomplete data,...
Xuejun Liao, Hui Li, Lawrence Carin
ICML
2006
IEEE
16 years 4 months ago
Robust probabilistic projections
Principal components and canonical correlations are at the root of many exploratory data mining techniques and provide standard pre-processing tools in machine learning. Lately, p...
Cédric Archambeau, Michel Verleysen, Nicola...
ICML
2003
IEEE
16 years 4 months ago
Weighted Low-Rank Approximations
We study the common problem of approximating a target matrix with a matrix of lower rank. We provide a simple and efficient (EM) algorithm for solving weighted low-rank approximat...
Nathan Srebro, Tommi Jaakkola
IROS
2009
IEEE
131views Robotics» more  IROS 2009»
15 years 10 months ago
Segmentation method of human manipulation task based on measurement of force imposed by a human hand on a grasped object
— This paper proposes a segmentation method of human manipulation task based on measurement of contact force imposed by a human hand on a grasped object. We define an index meas...
Kazuya Matsuo, Kouji Murakami, Tsutomu Hasegawa, K...
134
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ICASSP
2008
IEEE
15 years 10 months ago
Using variational bayes free energy for unsupervised voice activity detection
This paper addresses the problem of Voice Active Detection (VAD) in noisy environments. We introduce Variational Bayes approach to EM for classification to replace the heuristic ...
David Cournapeau, Tatsuya Kawahara