60 citations · 83 across the 6 of their papers we have counts for
4 papers · 1 filter
Nonparametric Screening for Additive Quantile Regression in Ultra-high Dimension
Daoji Li, Yinfei Kong, Dawit Zerom
In practical applications, one often does not know the "true" structure of the underlying conditional quantile function, especially in the ultra-high dimensional setting. To deal w…
Interaction Pursuit with Feature Screening and Selection
Yingying Fan, Yinfei Kong, Daoji Li +1
Understanding how features interact with each other is of paramount importance in many scientific discoveries and contemporary applications. Yet interaction identification becomes…
Interaction pursuit in high-dimensional multi-response regression via distance correlation
Yinfei Kong, Daoji Li, Yingying Fan +1
Feature interactions can contribute to a large proportion of variation in many prediction models. In the era of big data, the coexistence of high dimensionality in both responses a…
The constrained Dantzig selector with enhanced consistency
Yinfei Kong, Zemin Zheng, Jinchi Lv
The Dantzig selector has received popularity for many applications such as compressed sensing and sparse modeling, thanks to its computational efficiency as a linear programming pr…