7 citations · 8 across the 3 of their papers we have counts for
4 papers
Enhanced Nearest Neighbor Classification for Crowdsourcing
Jiexin Duan, Xingye Qiao, Guang Cheng
In machine learning, crowdsourcing is an economical way to label a large amount of data. However, the noise in the produced labels may deteriorate the accuracy of any classificatio…
Rates of Convergence for Large-scale Nearest Neighbor Classification
Xingye Qiao, Jiexin Duan, Guang Cheng
Nearest neighbor is a popular class of classification methods with many desirable properties. For a large data set which cannot be loaded into the memory of a single machine due to…
Estimation of group means in generalized linear mixed models
Jiexin Duan, Michael Levine, Junxiang Luo +1
In this manuscript, we investigate the concept of the mean response for a treatment group mean as well as its estimation and prediction for generalized linear models with a subject…
Distributed Nearest Neighbor Classification
Jiexin Duan, Xingye Qiao, Guang Cheng
Nearest neighbor is a popular nonparametric method for classification and regression with many appealing properties. In the big data era, the sheer volume and spatial/temporal disp…