How to average within bins? Indexing again...
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I am trying to average data corresponding to bins. Here is a simplified example (attached). I have real distances in the first column, and then real durations. I have binned the distances and added them to the array (with the help of Matlab Central users). Now what I want to do is extract the durations that match a given bin (say, 0), and then average them. Each bin will then be associated, in a different array, with its average duration.
Here's what I have so far, but I don't want to have to rewrite all of these statements for each bin. I have >35 bins! I'm not good with indexing but sometimes it seems there are easier ways to do things than with indexing, so hopefully that is the case here.
=======================
%%%%%%%%%%starting array
dist=[2 4 6 9];
duration=[3 4 10 11];
bin=[0 0 5 5];
data=[dist' duration' bin']
%%%%%%%%%%extracts durations only where bin=some number
bin0=logical(data(:,3)==0);
bin0dur=(data(:,2).*bin0);
bin5=logical(data(:,3)==5);
bin5dur=(data(:,2).*bin5);
%%%%%%%%%%removes zeros
bin0dur(bin0dur==0)=[];
bin5dur(bin5dur==0)=[];
%%%%%%%%%%takes mean of remaining durations
meandur0=mean(bin0dur);
meandur5=mean(bin5dur);
%%%%%%%%%%puts mean durations with their bins
bins=[0 5];
durs=[meandur0 meandur5];
datafinal=[bins' durs']
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回答 (2 件)
Jos (10584)
2014 年 2 月 14 日
Using ACCUMARRAY to average the values belonging to the same bin:
dist = [2 4 6 9] ;
duration = [3 4 10 11];
bin = [0 0 5 5] ; % how did you get those?
[BinValue,~,ix] = unique(bin) ;
AvgDuration = accumarray(ix,duration,@mean) ;
Result = [BinValue AvgDuration]
Extra: You can use histc to bin the distances
DistEdges = [0 5 10]
[n, bin] = histc(dist, DistEdges)
0 件のコメント
per isakson
2014 年 2 月 14 日
編集済み: per isakson
2014 年 2 月 14 日
I think it is accumarray, Construct array with accumulation you are looking for. The online help includes some examples.
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