17 citations · 52 across the 13 of their papers we have counts for
4 papers · 1 filter
Bayesian Nonexhaustive Learning for Online Discovery and Modeling of Emerging Classes
Murat Dundar, Ferit Akova, Alan Qi +1
We present a framework for online inference in the presence of a nonexhaustively defined set of classes that incorporates supervised classification with class discovery and modelin…
Message passing with relaxed moment matching
Yuan Qi, Yandong Guo
Bayesian learning is often hampered by large computational expense. As a powerful generalization of popular belief propagation, expectation propagation (EP) efficiently approximate…
EigenGP: Sparse Gaussian process models with data-dependent eigenfunctions
Yuan Qi, Bo Dai, Yao Zhu
Gaussian processes (GPs) provide a nonparametric representation of functions. However, classical GP inference suffers from high computational cost and it is difficult to design non…
Sparse matrix-variate Gaussian process blockmodels for network modeling
Feng Yan, Zenglin Xu, Yuan +1
We face network data from various sources, such as protein interactions and online social networks. A critical problem is to model network interactions and identify latent groups o…