Conditional Density Estimation

36

IEICET
2010

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Least-Squares Conditional Density Estimation

13 years 10 months ago

Estimating the conditional mean of an input-output relation is the goal of regression. However, regression analysis is not suﬃciently informative if the conditional distribution...

Masashi Sugiyama, Ichiro Takeuchi, Taiji Suzuki, T...

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43

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AAAI
2010

186views Intelligent Agents» more AAAI 2010»

Fast Conditional Density Estimation for Quantitative Structure-Activity Relationships

13 years 11 months ago

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Many methods for quantitative structure-activity relationships (QSARs) deliver point estimates only, without quantifying the uncertainty inherent in the prediction. One way to qua...

Fabian Buchwald, Tobias Girschick, Eibe Frank, Ste...

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34

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NIPS
1998

95views Information Technology» more NIPS 1998»

Maximum Conditional Likelihood via Bound Maximization and the CEM Algorithm

14 years 27 days ago

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We present the CEM (Conditional Expectation Maximization) algorithm as an extension of the EM (Expectation Maximization) algorithm to conditional density estimation under missing ...

Tony Jebara, Alex Pentland

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52

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Publication

252views

Context models on sequences of covers

14 years 2 months ago

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We present a class of models that, via a simple construction, enables exact, incremental, non-parametric, polynomial-time, Bayesian inference of conditional measures. The approac...

Christos Dimitrakakis

posted by olethros

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41

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ICML
2002
IEEE

86views Machine Learning» more ICML 2002»

Modeling Auction Price Uncertainty Using Boosting-based Conditional Density Estimation

15 years 11 days ago

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David A. McAllester, János A. Csirik, Micha...

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