Search Results for author: Christopher R. Genovese

Found 5 papers, 1 papers with code

Statistical Inference using the Morse-Smale Complex

1 code implementation29 Jun 2015 Yen-Chi Chen, Christopher R. Genovese, Larry Wasserman

The Morse-Smale complex of a function $f$ decomposes the sample space into cells where $f$ is increasing or decreasing.

Clustering Density Estimation +1

Optimal Ridge Detection using Coverage Risk

no code implementations NeurIPS 2015 Yen-Chi Chen, Christopher R. Genovese, Shirley Ho, Larry Wasserman

We introduce the concept of coverage risk as an error measure for density ridge estimation.

Nonparametric modal regression

no code implementations4 Dec 2014 Yen-Chi Chen, Christopher R. Genovese, Ryan J. Tibshirani, Larry Wasserman

Modal regression estimates the local modes of the distribution of $Y$ given $X=x$, instead of the mean, as in the usual regression sense, and can hence reveal important structure missed by usual regression methods.

regression

A Comprehensive Approach to Mode Clustering

no code implementations6 Jun 2014 Yen-Chi Chen, Christopher R. Genovese, Larry Wasserman

Mode clustering is a nonparametric method for clustering that defines clusters using the basins of attraction of a density estimator's modes.

Clustering Denoising

Nonparametric ridge estimation

no code implementations20 Dec 2012 Christopher R. Genovese, Marco Perone-Pacifico, Isabella Verdinelli, Larry Wasserman

Ridge estimation is an extension of mode finding and is useful for understanding the structure of a density.

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