Projects per year

## Fingerprint The Fingerprint is created by mining the titles and abstracts of the person's research outputs and projects/funding awards to create an index of weighted terms from discipline-specific thesauri.

- 10 Similar Profiles

High-dimensional
Mathematics

Variable Selection
Mathematics

Lasso
Mathematics

Elastic Net
Mathematics

Quantile Regression
Mathematics

Estimator
Mathematics

Regression
Mathematics

Support Vector Machine
Mathematics

##
Network
Recent external collaboration on country level. Dive into details by clicking on the dots.

## Projects 2007 2022

Statistical Modeling

High-dimensional Data

High-dimensional Data

Statistical method

## Semiparametric Learning of The Correlation Matrix & Its Inverse with Ultra-high Dimensionality

11/15/10 → 1/7/15

Project: Research project

learning

## CAREER: New Statistical Methodology & Theory for Mining

8/1/09 → 7/31/15

Project: Research project

Statistical Modeling

High-dimensional Data

Variable Selection

Regularization

## Research Output 2004 2019

## Aggregated expectile regression by exponential weighting

Gu, Y. & Zou, H., Jan 1 2019, In : Statistica Sinica. 29, 2, p. 671-692 22 p.Research output: Contribution to journal › Article

Weighting

Regression

Estimator

Local Polynomial Regression

Oracle Inequalities

## A Multicategory Kernel Distance Weighted Discrimination Method for Multiclass Classification

Wang, B. & Zou, H., Jul 3 2019, In : Technometrics. 61, 3, p. 396-408 13 p.Research output: Contribution to journal › Article

Multi-class Classification

Discrimination

kernel

Classification Problems

Margin

## A Note on Cross-Validation for Lasso Under Measurement Errors

Datta, A. & Zou, H., Jan 1 2019, (Accepted/In press) In : Technometrics.Research output: Contribution to journal › Comment/debate

Lasso

Measurement errors

Cross-validation

Measurement Error

Covariates

## Bayesian high-dimensional regression for change point analysis

Datta, A., Zou, H. & Banerjee, S., Jan 1 2019, In : Statistics and its Interface. 12, 2, p. 253-264 12 p.Research output: Contribution to journal › Article

Change-point Analysis

Change Point

High-dimensional

Regression

Covariates

## Classification with high dimensional features

Zou, H., Jan 1 2019, In : Wiley Interdisciplinary Reviews: Computational Statistics. 11, 1, e1453.Research output: Contribution to journal › Review article

High-dimensional

Classifier

Statistical Learning

Regularization Technique

Interpretability