21.01.2015 Views

Metropolis-Hastings algorithm

Metropolis-Hastings algorithm

Metropolis-Hastings algorithm

SHOW MORE
SHOW LESS

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

<strong>Metropolis</strong>-<strong>Hastings</strong> <strong>algorithm</strong><br />

• E.g., have 7 islands (θ = 1–7)<br />

with relative populations given<br />

by P(θ).<br />

• Initial island (θ = 4) chosen<br />

randomly (or centered).<br />

• Each ‘day’ corresponds to one<br />

time increment.<br />

• Trajectory path is a random walk<br />

on a grid.<br />

• One possible instance of a<br />

trajectory:<br />

Resulting frequency distribution<br />

Random walk<br />

Target distribution

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!