Density Ratio

Photo-z Estimation: An Example of Nonparametric Conditional Density Estimation under Selection Bias

Redshift is a key quantity for inferring cosmological model parameters. In photometric redshift estimation, cosmologists use the coarse data collected from the vast majority of galaxies to predict the redshift of individual galaxies. To properly …

High-Dimensional density ratio estimation with extensions to approximate likelihood computation

The ratio between two probability density functions is an important component of various tasks, including selection bias correction, novelty detection and classification. Recently, several estimators of this ratio have been proposed. Most of these …