Conditional Density Estimation

47

IEICET
2010

133views more IEICET 2010»

Least-Squares Conditional Density Estimation

14 years 3 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...

claim paper

Read More »

57

click to vote

AAAI
2010

186views Intelligent Agents» more AAAI 2010»

Fast Conditional Density Estimation for Quantitative Structure-Activity Relationships

14 years 4 months ago

Download wwwkramer.in.tum.de

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...

claim paper

Read More »

48

click to vote

NIPS
1998

95views Information Technology» more NIPS 1998»

Maximum Conditional Likelihood via Bound Maximization and the CEM Algorithm

14 years 5 months ago

Download www.cs.columbia.edu

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

claim paper

Read More »

72

click to vote

Publication

252views

Context models on sequences of covers

14 years 7 months ago

Download arxiv.org

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

Read More »

59

click to vote

ICML
2002
IEEE

86views Machine Learning» more ICML 2002»

Modeling Auction Price Uncertainty Using Boosting-based Conditional Density Estimation

15 years 5 months ago

Download love.psy.utexas.edu

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

claim paper