Algebraic Aspects of Conditional Independence and Graphical Models
Algebraic Aspects of Conditional Independence and Graphical Models
Conditional independence (CI) implications can also be interpreted as intersections of graphical models. As the example shows, the intersection of two graphical models need not be a graphical model. How can one compute this intersection? This chapter explores these questions and introduce tools from computational algebra for studying them. It …