Rafael Izbicki | PhD
Rafael Izbicki | PhD
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Nonparametric Statistics
Nonparametric Conditional Density Estimation in a High-Dimensional Regression Setting.
In some applications (e.g., in cosmology and economics), the regression E[Z|x] is not adequate to represent the association between a …
Rafael Izbicki
,
A. B. Lee
November, 2016
Journal of Computational and Graphical Statistics
Preprint
PDF
A Spectral Series Approach to High-Dimensional Nonparametric Regression.
A key question in modern statistics is how to make fast and reliable inferences for complex, high-dimensional data. While there has …
A. B. Lee
,
Rafael Izbicki
November, 2016
Electronic Journal of Statistics
Preprint
PDF
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, …
Rafael Izbicki
,
A. B. Lee
,
C. M. Schafer
December, 2014
Journal of Machine Learning Research (AISTATS Track)
PDF
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