Bayesian nonparametrics and marked Poisson processes

Motivated by problems in image processing involving segmentation and detection of multiple instances of complex objects, this dissertation explores the use of marked Poisson point processes within a Bayesian nonparametric framework. The Poisson point process underlies a wide range of combinatorial s...

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Online Access:http://hdl.handle.net/2047/d20128362