📄 normge~1.m
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function[newPop] = normGeomSelect(oldPop,options)
% NormGeomSelect is a ranking selection function based on the normalized
% geometric distribution.
% function[newPop] = normGeomSelect(oldPop,options)
% newPop - the new population selected from the oldPop
% oldPop - the current population
% options - options to normGeomSelect [gen probability_of_selecting_best]
q=options(2); % Probability of selecting the best
e = size(oldPop,2); % Length of xZome, i.e. numvars+fit
n = size(oldPop,1); % Number of individuals in pop
newPop = zeros(n,e); % Allocate space for return pop
fit = zeros(n,1); % Allocates space for prob of select
x=zeros(n,2); % Sorted list of rank and id
x(:,1) =[n:-1:1]'; % To know what element it was
[y x(:,2)] = sort(oldPop(:,e)); % Get the index after a sort
r = q/(1-(1-q)^n); % Normalize the distribution, q prime
fit(x(:,2))=r*(1-q).^(x(:,1)-1); % Generates Prob of selection
fit = cumsum(fit); % Calculate the cumulative prob. func
rNums=sort(rand(n,1)); % Generate n sorted random numbers
fitIn=1; newIn=1; % Initialize loop control
while newIn<=n % Get n new individuals
if(rNums(newIn)<fit(fitIn))
newPop(newIn,:) = oldPop(fitIn,:); % Select the fitIn individual
newIn = newIn+1; % Looking for next new individual
else
fitIn = fitIn + 1; % Looking at next potential selection
end
end
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