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» Forest Density Estimation
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COLT
2010
Springer
10 years 11 months ago
Forest Density Estimation
We study graph estimation and density estimation in high dimensions, using a family of density estimators based on forest structured undirected graphical models. For density estim...
Anupam Gupta, John D. Lafferty, Han Liu, Larry A. ...
NECO
2010
79views more  NECO 2010»
10 years 12 months ago
Tractable Multivariate Binary Density Estimation and the Restricted Boltzmann Forest
Hugo Larochelle, Yoshua Bengio, Joseph P. Turian
AAAI
2010
11 years 1 months ago
Fast Conditional Density Estimation for Quantitative Structure-Activity Relationships
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...
JMLR
2006
135views more  JMLR 2006»
11 years 1 months ago
Quantile Regression Forests
Random forests were introduced as a machine learning tool in Breiman (2001) and have since proven to be very popular and powerful for high-dimensional regression and classificatio...
Nicolai Meinshausen
JMLR
2010
173views more  JMLR 2010»
10 years 8 months ago
Conditional Density Estimation via Least-Squares Density Ratio Estimation
Estimating the conditional mean of an inputoutput 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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