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cs.LG2019★ 8 cited
McDiarmid-Type Inequalities for Graph-Dependent Variables and Stability Bounds
Rui Ray Zhang, Xingwu Liu, Yuyi Wang +1
A crucial assumption in most statistical learning theory is that samples are independently and identically distributed (i.i.d.). However, for many real applications, the i.i.d. ass…
cs.LG2017
On the ERM Principle with Networked Data
Yuanhong Wang, Yuyi Wang, Xingwu Liu +1
Networked data, in which every training example involves two objects and may share some common objects with others, is used in many machine learning tasks such as learning to rank…