Graphical structure of conditional independencies in determinantal point processes
Probability
2014-07-01 v2 Statistics Theory
Machine Learning
Statistics Theory
Abstract
Determinantal point process have recently been used as models in machine learning and this has raised questions regarding the characterizations of conditional independence. In this paper we investigate characterizations of conditional independence. We describe some conditional independencies through the conditions on the kernel of a determinantal point process, and show many can be obtained using the graph induced by a kernel of the -ensemble.
Keywords
Cite
@article{arxiv.1406.5577,
title = {Graphical structure of conditional independencies in determinantal point processes},
author = {Tvrtko Tadić},
journal= {arXiv preprint arXiv:1406.5577},
year = {2014}
}
Comments
11 pages