Calculating Mean inside a loop
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Hi,
I am new to matlab and am struggling with a very simple problem that I cannot solve. I have a set of data that needs to be binned by temperature. Once I have them in bins, I need to calculate the mean and std dev. of variables. I wrote the following code but it does not work i.e. does not give me the correct mean and std dev. Any help will be greatly appreciated.
for i = 1:59
if(T(i)>-30. && T(i)<=-25.)
MnT30 = Mean(T(i)); SnT30 = std(T(i));
MnIWC30 = Mean(IWC(i)); SnIWC30 = std(IWC(i));
MnDe30 = Mean(De(i)); SnDe30 = std(De(i));
MnVm30 = Mean(Vm(i)); SnVm30 = std(Vm(i));
elseif(T(i)>-35 && T(i)<=-30.)
MnT35 = Mean(T(i)); SnT35 = std(T(i));
MnIWC35 = Mean(IWC(i)); SnIWC35 = std(IWC(i));
MnDe35 = Mean(De(i)); SnDe35 = std(De(i));
MnVm35 = Mean(Vm(i)); SnVm35 = std(Vm(i));
end
end
采纳的回答
Matt Tearle
2011-4-26
If you have Statistics Toolbox, you can use grpstats. In general, if you're doing a lot with variables in groups, you might want to make a categorical grouping array:
T = randi(100,300,1); % some fake data
levels = [-Inf,20,35,60,80,Inf];
Tgrp = ordinal(T,num2str((1:(length(levels)-1))'),[],levels);
or, simply, as Matt Fig suggests, use histc to bin:
[~,Tgrp] = histc(T,levels);
Then
[m,s]=grpstats(T,Tgrp,{@mean,@std})
gives you the mean and std dev of each group in the vectors m and s, respectively.
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Matt Fig
2011-4-26
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2011-4-26
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