mbga-go / pareto Goto Github PK
View Code? Open in Web Editor NEWThis project forked from kevinduh/pareto
Pareto Frontier Computation
License: MIT License
This project forked from kevinduh/pareto
Pareto Frontier Computation
License: MIT License
=============================== Pareto Frontier Computation Kevin Duh <[email protected]> =============================== 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 ------------------------------------------------------------------ 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).
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.