New Zealand was the last major land mass to be settled by human beings. The Shag River

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New Zealand was the last major land mass to be settled by human beings. The Shag River Mouth in Otago (lower South Island), New Zealand, is one of the sites of early human inhabitation that New Zealand archeologists have investigated, in trying to determine when the Polynesian migration to New Zealand occurred and documenting local adaptations to New Zealand conditions. Petchey and Higham (2000) describe the radiocarbon dating of well-preserved barracouta thyrsites atun bones found at the Shag River Mouth site. They obtained four acceptable samples, which were analyzed by the Waikato University Carbon Dating Unit. Assume that the conventional radiocarbon age (CRA) of a sample follows the normal \(\left({ }^{2}\right)\) distribution, where the standard deviation \(=40\) is known. The observations are:

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(a) Use a normal \(\left(1000200^{2}\right)\) prior for . Find the posterior distribution \(g\left(\begin{array}{lll}y_{1} & y_{4}\end{array}\right)\).
(b) Find a \(95 \%\) credible interval for .
(c) To nd the , the calibrated date, the Stuiver, Reimer, and Braziunas marine curve (Stuiver et al., 1998) was used. We will approximate this curve with the linear function
\[
=2203 \quad 835
\]
Find the posterior distribution of given \(y_{1} \quad y_{4}\).
(d) Find a 95\% credible interval for , the calibrated date.

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Introduction To Bayesian Statistics

ISBN: 9781118091562

3rd Edition

Authors: William M. Bolstad, James M. Curran

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