no code implementations • 4 Nov 2019 • Xuhui Fan, Bin Li, Scott Anthony Sisson, Caoyuan Li, Ling Chen
We propose a probabilistic framework for modelling and exploring the latent structure of relational data.
no code implementations • 22 Mar 2019 • Xuhui Fan, Bin Li, Scott Anthony Sisson
The Binary Space Partitioning~(BSP)-Tree process is proposed to produce flexible 2-D partition structures which are originally used as a Bayesian nonparametric prior for relational modelling.
no code implementations • 22 Mar 2019 • Xuhui Fan, Bin Li, Scott Anthony Sisson
The Mondrian process represents an elegant and powerful approach for space partition modelling.
1 code implementation • NeurIPS 2018 • Xuhui Fan, Bin Li, Scott Anthony Sisson
Stochastic partition models divide a multi-dimensional space into a number of rectangular regions, such that the data within each region exhibit certain types of homogeneity.