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Density Ratio Estimation

Estimating the ratio of one density function to the other.

Papers

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Showing 51–93 of 93 papers

TitleStatusHype
Meta-Learning for Relative Density-Ratio Estimation—0
Mandoline: Model Evaluation under Distribution ShiftCode1
The Power of Log-Sum-Exp: Sequential Density Ratio Matrix Estimation for Speed-Accuracy OptimizationCode0
KLIEP-based Density Ratio Estimation for Semantically Consistent Synthetic to Real Images Adaptation in Urban Traffic Scenes—0
Efficient Subsampling of Realistic Images From GANs Conditional on a Class or a Continuous VariableCode0
Continual Density Ratio Estimation in an Online Setting—0
BORE: Bayesian Optimization by Density-Ratio EstimationCode1
Density-Ratio Based Personalised Ranking from Implicit Feedback—0
Online detection of failures generated by storage simulator—0
Representation learning for maximization of MI, nonlinear ICA and nonlinear subspaces with robust density ratio estimation—0
Learning Calibrated Uncertainties for Domain Shift: A Distributionally Robust Learning Approach—0
Distributionally Robust Learning for Unsupervised Domain Adaptation—0
Improving Maximum Likelihood Training for Text Generation with Density Ratio Estimation—0
A General Class of Transfer Learning Regression without Implementation Cost—0
Telescoping Density-Ratio EstimationCode1
Non-Negative Bregman Divergence Minimization for Deep Direct Density Ratio EstimationCode0
Sequential Density Ratio Estimation for Simultaneous Optimization of Speed and AccuracyCode1
Posterior Ratio Estimation of Latent Variables—0
Generalization of Change-Point Detection in Time Series Data Based on Direct Density Ratio EstimationCode1
Bridging the Gap Between f-GANs and Wasserstein GANsCode1
Training Neural Networks for Likelihood/Density Ratio Estimation—0
Doubly Robust Bias Reduction in Infinite Horizon Off-Policy Estimation—0
Continual Density Ratio Estimation (CDRE): A new method for evaluating generative models in continual learning—0
Subsampling Generative Adversarial Networks: Density Ratio Estimation in Feature Space with Softplus LossCode0
Learning with Succinct Common Representation Based on Wyner's Common Information—0
Deep density ratio estimation for change point detection—0
Positive-Unlabeled Classification under Class Prior Shift and Asymmetric Error—0
Variable Selection for Nonparametric Learning with Power Series Kernels—0
Fisher Efficient Inference of Intractable ModelsCode0
Detecting Adversarial Samples Using Density Ratio Estimates—0
Trimmed Density Ratio EstimationCode0
Variational Inference using Implicit Distributions—0
Interpreting Outliers: Localized Logistic Regression for Density Ratio Estimation—0
Improved generator objectives for GANs—0
Learning in Implicit Generative Models—0
Generative Adversarial Nets from a Density Ratio Estimation Perspective—0
Discriminative Density-ratio Estimation—0
Constructive Setting of the Density Ratio Estimation Problem and its Rigorous Solution—0
Direct Learning of Sparse Changes in Markov Networks by Density Ratio Estimation—0
Change-Point Detection in Time-Series Data by Relative Density-Ratio EstimationCode0
Relative Density-Ratio Estimation for Robust Distribution Comparison—0
Condition Number Analysis of Kernel-based Density Ratio EstimationCode0
Efficient Direct Density Ratio Estimation for Non-stationarity Adaptation and Outlier Detection—0
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