Loop erasing random walk
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Hi, I'm trying to find a fast way to detect loops in a vector. By loop I mean repetition of an integer and by loop erasing remove all integers between two occurrence of any integer For instance,
v=[3 1 4 6 7 9 1 22 87 33 35 36 37 35 34] should be equal to [3 1 22 87 33 35 34]
basically these are the nodes that I'm visiting in a graph and there may be loops. I just want to obtain a simple path (without loops). I found solutions but require "for" loops and I need this to be performant since it will be applied to every walk (100'000 walk of length up to 2'000 ). If anyone could help it will be greatly appreciated.
4 个评论
Jan
2011-5-25
In the example in the question, the both 1's are deleted. Here you keep the first (or last) value of the loop. Which behaviour is wanted?
采纳的回答
Andrei Bobrov
2011-5-25
EDIT
V = v(:);
[a b n] = unique(V,'first');
[~, bl, nl] = unique(V,'last');
v1 = [b bl];
v1(abs(diff(v1,[],2)) < 100*eps,:) = [];
vv = min(v1(:)):max(v1(:));
idx = arrayfun(@(x)vv(vv>=v1(x,1) & vv<v1(x,2)),1:size(v1,1),'un',0);
V([idx{:}]) = []
removed typo
7 个评论
Jan
2011-5-25
UNIQUE calls SORT implicitely. If you inline the UNIQUE function, one of ther sortings could be omitted. But the complexity of the function would grow again.
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Jan
2011-5-25
A FOR-loop approach, which might be fast already due to Matlab's JIT acceleration:
v = [3 1 4 6 7 9 1 22 87 33 35 36 37 35 34];
off = false; % Faster to call function FALSE once
n = length(v);
use = true(1, n);
for i = 1:n
if use(i)
multi = find(v((i + 1):n) == v(i), 1, 'last');
if isempty(multi) == 0
use((i + 1):(i + multi)) = off;
end
end
end
v = v(use);
If you expect long loops, a WHILE method can be faster:
off = false; % Faster to call function FALSE once
n = length(v);
use = true(1, n);
i = 1;
while i <= n
multi = find(v((i + 1):n) == v(i), 1, 'last');
if isempty(multi)
i = i + 1;
else
use((i + 1):(i + multi)) = off;
i = i + multi + 1;
end
end
v = v(use);
Using the smallest possible integer type for v will reduce the processing time:
v = int16(v);
5 个评论
Jan
2011-5-25
I get the same [98 17 21 57 1 49 99 54 62 76 85 68 66] with both versions. And 80 appears inside [49 80 49], such that it should *not* be there. Please check this again.
For your small test-vector of length 169 I get these timings (Matlab 2009a, 1.5GHz PentiumM):
tic; for i=1:20000, r = Andrei(v); end, toc % 4.39 sec
tic; for i=1:20000, r = JanFor(v); end, toc % 1.50 sec
tic; for i=1:20000, r = JanWhile(v); end, toc % 0.85 sec
I've constructed a longer testvector by [v,v+500,v+1000,...]. For a vector of length 13520 the WHILE method is 5 times faster than the 2*UNIQUE method.
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