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1 | function level=confidenceintervals(x,h,threshold)
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2 | %CONFIDENCEINTERVALS: build confidence interval from histogram.
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3 |
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4 | nods=size(h,1); nbins=size(h,2);
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5 |
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6 | %make sure h is one column smaller than x
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7 | if size(x,2) ~= (size(h,2)+1),
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8 | error('x should be one column larger than the histogram');
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9 | end
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10 |
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11 | %First build cdf:
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12 | c=[zeros(nods,1) cumsum(h,2)];
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13 |
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14 | %In percentage:
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15 | threshold=threshold/100;
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16 |
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17 | flags=zeros(nods,nbins+1);
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18 | pos=find(c<threshold);
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19 | flags(pos)=1;
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20 | diffc=diff(flags,1,2);
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21 |
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22 | [ind,j]=find(diffc==-1);
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23 | indices=zeros(nods,1);
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24 | indices(ind)=j;
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25 |
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26 | %threshold was passed between j and j+1 for each node. try
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27 | %to pin down the fraction better:
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28 | idx = sub2ind(size(c), [1:size(c,1)]', indices);
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29 | idx2 = sub2ind(size(c), [1:size(c,1)]', indices+1);
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30 | val1=c(idx);
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31 | val2=c(idx2);
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32 | x1=x(idx);
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33 | x2=x(idx2);
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34 |
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35 | fraction=(threshold-val1)./(val2-val1);
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36 | level=x1+fraction.*(x2-x1);
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