70 citations · 179 across the 19 of their papers we have counts for
4 papers · 1 filter
Cost-sensitive Selection of Variables by Ensemble of Model Sequences
Donghui Yan, Zhiwei Qin, Songxiang Gu +2
Many applications require the collection of data on different variables or measurements over many system performance metrics. We term those broadly as measures or variables. Often…
Cluster Forests
Donghui Yan, Aiyou Chen, Michael I. Jordan
With inspiration from Random Forests (RF) in the context of classification, a new clustering ensemble method---Cluster Forests (CF) is proposed. Geometrically, CF randomly probes a…
Statistical methods for tissue array images - algorithmic scoring and co-training
Donghui Yan, Pei Wang, Michael Linden +2
Recent advances in tissue microarray technology have allowed immunohistochemistry to become a powerful medium-to-high throughput analysis tool, particularly for the validation of d…
Classification under Data Contamination with Application to Remote Sensing Image Mis-registration
Donghui Yan, Peng Gong, Aiyou Chen +1
This work is motivated by the problem of image mis-registration in remote sensing and we are interested in determining the resulting loss in the accuracy of pattern classification.…