annotate m-toolbox/classes/+utils/@math/fitPrior.m @ 0:f0afece42f48

Import.
author Daniele Nicolodi <nicolodi@science.unitn.it>
date Wed, 23 Nov 2011 19:22:13 +0100
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Daniele Nicolodi <nicolodi@science.unitn.it>
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1 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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Daniele Nicolodi <nicolodi@science.unitn.it>
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2 % Function fitpriors fits the pdf computed from a pest object. %
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Daniele Nicolodi <nicolodi@science.unitn.it>
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3 % It returns matrix (# of params x 3) with the mean, sigma and %
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Daniele Nicolodi <nicolodi@science.unitn.it>
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4 % normalization constant for each parameter at each column. -Nikos- %
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Daniele Nicolodi <nicolodi@science.unitn.it>
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5 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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Daniele Nicolodi <nicolodi@science.unitn.it>
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6 function params = fitPrior(prior,nparam,chain,bins)
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Daniele Nicolodi <nicolodi@science.unitn.it>
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7 params = [];
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Daniele Nicolodi <nicolodi@science.unitn.it>
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8
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Daniele Nicolodi <nicolodi@science.unitn.it>
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9 for ii=1:nparam
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10 x = linspace(min(prior(:,2*ii-1)),max(prior(:,2*ii-1)),bins);
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Daniele Nicolodi <nicolodi@science.unitn.it>
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11 y = normpdf(x,mean(chain(:,ii)),std(chain(:,ii)));
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Daniele Nicolodi <nicolodi@science.unitn.it>
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12 s=sum(y);
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Daniele Nicolodi <nicolodi@science.unitn.it>
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13 params(ii,:) = [mean(chain(:,ii)) std(chain(:,ii)) s];
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Daniele Nicolodi <nicolodi@science.unitn.it>
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14 end
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15 end