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density ratio estimation

48 papers

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Also known as

DRE

Co-occurring keywords

density ratio (30) covariate shift (157) domain adaptation (4595) kernel methods (1097) importance sampling (318) importance estimation (8) distribution shift (722) generative model (2892) outlier detection (319) covariate shift adaptation (7)

Papers

Bridging the Gap Between f-GANs and Wasserstein GANs ICML 2020
GradientDICE: Rethinking Generalized Offline Estimation of Stationary Values ICML 2020
LTF: A Label Transformation Framework for Correcting Label Shift ICML 2020
Robust Correction of Sampling Bias using Cumulative Distribution Functions NIPS 2020
Off-Policy Evaluation and Learning for External Validity under a Covariate Shift NIPS 2020
Rethinking Importance Weighting for Deep Learning under Distribution Shift NIPS 2020
On Contrastive Learning for Likelihood-free Inference ICML 2020
Fisher Efficient Inference of Intractable Models NIPS 2019
Multistream Classification with Relative Density Ratio Estimation AAAI 2019
Low-Dimensional Density Ratio Estimation for Covariate Shift Correction AISTATS 2019
Trimmed Density Ratio Estimation NIPS 2017
Learning Latest Classifiers without Additional Labeled Data IJCAI 2017
Linking losses for density ratio and class-probability estimation ICML 2016
High-Dimensional Density Ratio Estimation with Extensions to Approximate Likelihood Computation AISTATS 2014
Inverse Density as an Inverse Problem: the Fredholm Equation Approach NIPS 2013
Multi-view Positive and Unlabeled Learning ACML 2012
Relative Density-Ratio Estimation for Robust Distribution Comparison NIPS 2011
Conditional Density Estimation via Least-Squares Density Ratio Estimation AISTATS 2010
Sufficient Dimension Reduction via Squared-loss Mutual Information Estimation AISTATS 2010
A Least-squares Approach to Direct Importance Estimation JMLR 2009
Efficient Direct Density Ratio Estimation for Non-stationarity Adaptation and Outlier Detection NIPS 2008
Estimating divergence functionals and the likelihood ratio by penalized convex risk minimization NIPS 2007
Direct Importance Estimation with Model Selection and Its Application to Covariate Shift Adaptation NIPS 2007