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Pareto Frontier Computation
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Pareto Frontier Computation
Kevin Duh <kevinduh@is.naist.jp>
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Compile:
>> make
>> make clean
Usage:
>> ./pareto (-a algorithmName) -l file1 -s file2 ... -l fileK
This computes the pareto frontier given N K-dimensional datapoints.
There are K>1 files, each consisting of a column of N numbers.
The flag -l indicates larger number is better (maximize);
alternatively, the -s flag means smaller is better (minimize).
The output consists of N labels, where 1=pareto and 0=not.
Flag -a specifies the algorithm to use.
Supported algorithms:
-a bruteforce (default for K>2)
-a stablesort (default for K=2)
-a nondominatedsort (generates ranking, with higher number meaning higher level of pareto front)
Example:
>> ./pareto -l example.file1 -l example.file2 > example.result
- this should give: #pareto: 6 of 20 total, by the stablesort algorithm
- see example.png for visualization of this example
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Note:
Currently, the underlying pareto algorithm uses
- an O(NlogN) stablesort method for K=2, and
- an O(KN^2) pairwise method for K>2.
Faster ones for K>2 may be implemented in the future.
Reference: P. Godfrey, R. Shipley, J Gryz, "Algorithms and Analyses for Maximal Vector Computation", VLDB Journal, 2007 vol. 16(5).
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