Nonparametric Statistics

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
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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)
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