59 citations · 72 across the 2 of their papers we have counts for
3 papers
cs.LG2015★ 13 cited
Transductive Optimization of Top k Precision
Li-Ping Liu, Thomas G. Dietterich, Nan Li +1
Consider a binary classification problem in which the learner is given a labeled training set, an unlabeled test set, and is restricted to choosing exactly test points to outpu…
cs.LG2014★ 59 cited
Top Rank Optimization in Linear Time
Nan Li, Rong Jin, Zhi-Hua Zhou
Bipartite ranking aims to learn a real-valued ranking function that orders positive instances before negative instances. Recent efforts of bipartite ranking are focused on optimizi…
cs.LG2010
Efficient Optimization of Performance Measures by Classifier Adaptation
Nan Li, Ivor W. Tsang, Zhi-Hua Zhou
In practical applications, machine learning algorithms are often needed to learn classifiers that optimize domain specific performance measures. Previously, the research has focuse…