Sum-of-Squares Polynomial Flow

7 May 2019 Priyank Jaini Kira A. Selby Yao-Liang Yu

Triangular map is a recent construct in probability theory that allows one to transform any source probability density function to any target density function. Based on triangular maps, we propose a general framework for high-dimensional density estimation, by specifying one-dimensional transformations (equivalently conditional densities) and appropriate conditioner networks... (read more)

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