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» Ensemble Methods in Machine Learning

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NECO
2002

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An Unsupervised Ensemble Learning Method for Nonlinear Dynamic State-Space Models

13 years 7 months ago

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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

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FLAIRS
2008

97views Artificial Intelligence» more FLAIRS 2008»

Machine Learning to Predict the Incidence of Retinopathy of Prematurity

13 years 10 months ago

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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...

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PAKDD
2010
ACM

151views Data Mining» more PAKDD 2010»

Ensemble Learning Based on Multi-Task Class Labels

14 years 16 days ago

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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

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ICML
2001
IEEE

123views Machine Learning» more ICML 2001»

Coupled Clustering: a Method for Detecting Structural Correspondence

14 years 8 months ago

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Zvika Marx, Ido Dagan, Joachim M. Buhmann

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