462 citations · 1.5k across the 58 of their papers we have counts for
4 papers · 1 filter
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…
A Bayesian Approach to Discovering Truth from Conflicting Sources for Data Integration
Bo Zhao, Benjamin I. P. Rubinstein, Jim Gemmell +1
In practical data integration systems, it is common for the data sources being integrated to provide conflicting information about the same entity. Consequently, a major challenge…
Generalized Fisher Score for Feature Selection
Quanquan Gu, Zhenhui Li, Jiawei Han
Fisher score is one of the most widely used supervised feature selection methods. However, it selects each feature independently according to their scores under the Fisher criterio…
Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes
Yizhou Sun, Charu C. Aggarwal, Jiawei Han
With the rapid development of online social media, online shopping sites and cyber-physical systems, heterogeneous information networks have become increasingly popular and content…