Article ID Journal Published Year Pages File Type
1149963 Journal of Statistical Planning and Inference 2011 12 Pages PDF
Abstract

Usual derivation of BIC for the marginal likelihood of a model or hypothesis via Laplace approximation does not hold for a change-point which is a discrete parameter. We provide an analogue l BIC, which is a lower bound to the marginal likelihood of a model with change points and has an approximation error up to Op(1) like standard Schwartz BIC. Several applications are provided covering simulated r.v.'s and real financial figures on short-term interest rate.

Related Topics
Physical Sciences and Engineering Mathematics Applied Mathematics
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