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» Ensemble Methods in Machine Learning
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NECO
2002
104views more  NECO 2002»
15 years 1 months ago
An Unsupervised Ensemble Learning Method for Nonlinear Dynamic State-Space Models
A Bayesian ensemble learning method is introduced for unsupervised extraction of dynamic processes from noisy data. The data are assumed to be generated by an unknown nonlinear ma...
Harri Valpola, Juha Karhunen
105
Voted
FLAIRS
2008
15 years 4 months ago
Machine Learning to Predict the Incidence of Retinopathy of Prematurity
Retinopathy of Prematurity (ROP) is a disorder afflicting prematurely born infants. ROP can be positively diagnosed a few weeks after birth. The goal of this study is to build an ...
Aniket Ray, Vikas Kumar, Balaraman Ravindran, Ling...
102
Voted
PAKDD
2010
ACM
151views Data Mining» more  PAKDD 2010»
15 years 6 months ago
Ensemble Learning Based on Multi-Task Class Labels
Abstract. It is well known that diversity among component classifiers is crucial for constructing a strong ensemble. Most existing ensemble methods achieve this goal through resam...
Qing Wang, Liang Zhang
ICML
2001
IEEE
16 years 2 months ago
Coupled Clustering: a Method for Detecting Structural Correspondence
Zvika Marx, Ido Dagan, Joachim M. Buhmann
97
Voted
ICML
2009
IEEE
16 years 2 months ago
An accelerated gradient method for trace norm minimization
Shuiwang Ji, Jieping Ye