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cs.LG2019
Exact Partitioning of High-order Models with a Novel Convex Tensor Cone Relaxation
Chuyang Ke, Jean Honorio
In this paper we propose an algorithm for exact partitioning of high-order models. We define a general class of -degree Homogeneous Polynomial Models, which subsumes several exa…
cs.SI2019
Exact Inference with Latent Variables in an Arbitrary Domain
Chuyang Ke, Jean Honorio
We analyze the necessary and sufficient conditions for exact inference of a latent model. In latent models, each entity is associated with a latent variable following some probabil…