Measuring Human Activity Spaces With Density Ranking Based on GPS Data
Yen-Chi Chen, Adrian Dobra.
Preprint (2017). R-code: DR

Generalized Cluster Trees and Singular Measures
Yen-Chi Chen.
Preprint (2016)

Statistical Inference using Meanshift Denoising
Yunhua Xiang, Yen-Chi Chen.
Preprint (2016)

Statistical Inference Using the Morse-Smale Complex
Yen-Chi Chen, Christopher R. Genovese, Larry Wasserman.
Electronic Journal of Statistics 11, no. 1 (2017): 1390-1433. R-code: MSHD

Density Level Sets: Asymptotics, Inference, and Visualization
Yen-Chi Chen, Christopher R. Genovese, Larry Wasserman.
To appear in Journal of the American Statistical Association–Theory and Method (2016+). R code: HDLV

Optimal Ridge Detection using Coverage Risk
Yen-Chi Chen, Christopher R. Genovese, Shirley Ho, Larry Wasserman.
Advances in Neural Information Processing Systems 28 (NIPS 2015), 316-324.

Generalized Mode and Ridge Estimation
Yen-Chi Chen, Christopher R. Genovese, Larry Wasserman.
Preprint (2014)

Asymptotic Theory for Density Ridges
Yen-Chi Chen, Christopher R. Genovese, Larry Wasserman.
The Annals of Statistics 43, no. 5 (2015): 1896–1928.

Improved \(k\)-means Clustering
Yen-Chi Chen.
(In progress)

Statistical Inference Using the Morse-Smale Complex
Yen-Chi Chen, Christopher R. Genovese, Larry Wasserman.
Preprint (2015). R code: MSHD

Risk Bounds for Mode Clustering
Martin Azizyan, Yen-Chi Chen, Aarti Singh and Larry Wasserman.
Preprint (2015)

A Comprehensive Approach to Mode Clustering
Yen-Chi Chen, Christopher R. Genovese, Larry Wasserman.
Electronic Journal of Statistics 10, no. 1 (2016): 210-241. R code: EMC

Modal Regression using Kernel Density Estimation: a Review
Yen-Chi Chen.
Preprint (2017)

Nonparametric Modal Regression
Yen-Chi Chen, Christopher R. Genovese, Ryan J. Tibshirani, Larry Wasserman.
The Annals of Statistics 44, no. 2 (2016): 489–514. R code: ModalRegression

A Tutorial on the Kernel Density Estimator and Its Recent Advances
Yen-Chi Chen.
Preprint (2017)

Nonparametric Inference via Bootstrapping the Debiased Estimator
Yen-Chi Chen.
Preprint (2017)

Measuring Human Activity Spaces With Density Ranking Based on GPS Data
Yen-Chi Chen, Adrian Dobra.
Preprint (2017). R-code: DR

Generalized Cluster Trees and Singular Measures
Yen-Chi Chen.
Preprint (2016)

Confidence Sets for Density Trees
Jisu Kim, Yen-Chi Chen, Alessandro Rinaldo, Larry Wasserman.
Advances in Neural Information Processing Systems 29 (NIPS 2016), 1831-1839.

Statistical Analysis of Persistence Intensity Functions
Yen-Chi Chen, Daren Wang, Alexandro Rinaldo, Larry Wasserman.
Preprint (2015)

Detecting Galaxy-Filament Alignments in the Sloan Digital Sky Survey III
Yen-Chi Chen, Shirley Ho, Jonathan Blazek, Siyu He, Rachel Mandelbaum, Peter Melchior, Sukhdeep Singh.
(In Progress)

Detecting Effects of Filaments on Galaxy Properties in Sloan Digital Sky Survey III
Yen-Chi Chen, Shirley Ho, Rachel Mandelbaum et al.
Monthly Notices of the Royal Astronomical Society 466, no. 2 (2017): 1880-1893.

Cosmic Web Reconstruction through Density Ridges: Catalogue
Yen-Chi Chen, Shirley Ho, Jon Brinkmann et al.
Monthly Notices of the Royal Astronomical Society 461, no. 4 (2016): 3896–3909.

Investigating Galaxy-Filament Alignment in Hydrodynamic Simulations using Density Ridges
Yen-Chi Chen, Shirley Ho, Ananth Tenneti et al.
Monthly Notices of the Royal Astronomical Society 454, no. 3 (2015): 3341–3350.

Cosmic Web Reconstruction through Density Ridges: Method and Algorithm
Yen-Chi Chen, Shirley Ho, Peter E. Freeman, Christopher R. Genovese, Larry Wasserman.
Monthly Notices of the Royal Astronomical Society 454, no. 1 (2015): 1140–1156.