Shiqing Yu

Graphical Models for Non-Negative Data Using Generalized Score Matching

A common challenge in estimating parameters of probability density functions is the intractability of the normalizing constant. While in such cases maximum likelihood estimation may be implemented using numerical integration, the approach becomes computationally intensive. In contrast, the score mat…