We give a probabilistic introduction to determinantal and per- manental point processes. Determinantal processes arise in physics (fermions, eigenvalues of random matrices) and in combinatorics (nonintersecting paths, random spanning trees). They have the striking property that the number of points in a region D is a sum of independent Bernoulli random variables, with parameters which are eigenvalues of the relevant operator on L 2 (D). Moreover, any determinantal process can be represented as a mixture of determinantal projection processes. We give a simple explanation for these known facts, and establish analogous representations for permanental pro- cesses, with geometric variables replacing the Bernoulli variables. These representations lead to simple proofs of existence criteria and central limit theorems, and unify known results on the distribution of absolute values in certain processes with radially symmetric distributions.
Determinantal Processes and Independence
J. Hough,Manjunath Krishnapur,Y. Peres,B'alint Vir'ag
Published 2005 in Probability Surveys
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- Publication year
2005
- Venue
Probability Surveys
- Publication date
2005-03-06
- Fields of study
Mathematics, Physics
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