14 citations · 39 across the 4 of their papers we have counts for
4 papers
A Simple Algorithm for Semi-supervised Learning with Improved Generalization Error Bound
Ming Ji, Tianbao Yang, Binbin Lin +2
In this work, we develop a simple algorithm for semi-supervised regression. The key idea is to use the top eigenfunctions of integral operator derived from both labeled and unlabel…
Multiple Kernel Learning from Noisy Labels by Stochastic Programming
Tianbao Yang, Mehrdad Mahdavi, Rong Jin +2
We study the problem of multiple kernel learning from noisy labels. This is in contrast to most of the previous studies on multiple kernel learning that mainly focus on developing…
A Bayesian Framework for Community Detection Integrating Content and Link
Tianbao Yang, Rong Jin, Yun Chi +1
This paper addresses the problem of community detection in networked data that combines link and content analysis. Most existing work combines link and content information by a gen…
Efficient Constrained Regret Minimization
Mehrdad Mahdavi, Tianbao Yang, Rong Jin
Online learning constitutes a mathematical and compelling framework to analyze sequential decision making problems in adversarial environments. The learner repeatedly chooses an ac…