Constructive setting for problems of density ratio estimation

DOI10.1002/sam.11263OpenAlexW1938736587MaRDI QIDQ4969999

Vladimir Vapnik, Rauf Izmailov, Igor Braga

Publication date: 14 October 2020

Published in: Statistical Analysis and Data Mining: The ASA Data Science Journal (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1002/sam.11263

zbMATH Keywords

inverse problemsdensity ratio estimationmutual information estimationstochastic ill-posed problems

Mathematics Subject Classification ID

Statistics (62-XX) Computer science (68-XX)

Related Items (2)

Optimal control using to approximate probability distribution of observation set ⋮ Supervised dimensionality reduction via distance correlation maximization

Cites Work

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• Direct importance estimation for covariate shift adaptation
• Nonparametric methods for reconstructing probability densities
• Improving predictive inference under covariate shift by weighting the log-likelihood function
• Density Ratio Estimation in Machine Learning
• Estimating Divergence Functionals and the Likelihood Ratio by Convex Risk Minimization
• A Correspondence Between Bayesian Estimation on Stochastic Processes and Smoothing by Splines

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