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‎README.md‎

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# Metaheuristic / Wrapper Feature Selection Toolbox
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This toolbox offers more than 40 wrapper feature selection methods
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The < A_Main.m file > provides the demostration of some methods on feature selection problems.
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# Wrapper Feature Selection Toolbox
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---
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> "Toward talent scientist: Sharing and learning together"
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> --- [Jingwei Too](https://jingweitoo.wordpress.com/)
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---
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## Description
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* This toolbox offers more than 40 wrapper feature selection methods
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+ The < A_Main.m file > provides the demostrations on benchmark dataset.
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* Main goals of this toolbox are:
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+ Knowledge sharing on wrapper feature selection
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+ Assists others in data mining projects
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## Requirement
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* MATLAB 2014 or above
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* Statistics and Machine Learning Toolbox
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## List of available methods
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* Note that the methods are altered so that they can be used in feature selection tasks.
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* The extra parameters represent the parameter(s) other than population size and maximum number of iteration
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| No. | Abbreviation | Name | Year | Extra Parameters |
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|-----|--------------|----------------------------------------------|------|------------------|
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| 43 | MPA | Marine Predators Algorithm | 2020 | Yes |
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| 42 | GNDO | Generalized Normal Distribution Optimization | 2020 | No |
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| 41 | SMA | Slime Mould Algorithm | 2020 | No |
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| 40 | MRFO | Manta Ray Foraging Optimization | 2020 | Yes |
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| 39 | EO | Equilibrium Optimizer | 2020 | No |
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| 38 | ASO | Atom Search Optimization | 2019 | Yes |
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| 37 | HGSO | Henry Gas Solubility Optimization | 2019 | Yes |
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| 36 | HHO | Harris Hawks Optimization | 2019 | No |
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| 35 | PFA | Path Finder Algorithm | 2019 | No |
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| 34 | PRO | Poor And Rich Optimization | 2019 | Yes |
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| 33 | BOA | Butterfly Optimization Algorithm | 2018 | Yes |
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| 32 | EPO | Emperor Penguin Optimizer | 2018 | Yes |
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| 31 | TGA | Tree Growth Algorithm | 2018 | Yes |
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| 30 | ABO | Artificial Butterfly Optimization | 2017 | Yes |
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| 29 | SSA | Salp Swarm Algorithm | 2017 | No |
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| 28 | WSA | Weighted Superposition Attraction | 2017 | Yes |
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| 27 | SBO | Satin Bower Bird Optimization | 2017 | Yes |
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| 26 | JA | Jaya Algorithm | 2016 | No |
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| 25 | CSA | Crow Search Algorithm | 2016 | Yes |
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| 24 | SCA | Sine Cosine Algorithm | 2016 | No |
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| 23 | WOA | Whale Optimization Algorithm | 2016 | Yes |
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| 22 | ALO | Ant Lion Optimizer | 2015 | No |
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| 21 | HLO | Human Learning Optimization | 2015 | Yes |
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| 20 | MBO | Monarch Butterfly Optimization | 2015 | Yes |
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| 19 | MFO | Moth Flame Optimization | 2015 | Yes |
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| 18 | MVO | Multiverse Optimizer | 2015 | Yes |
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| 17 | TSA | Tree Seed Algorithm | 2015 | Yes |
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| 16 | GWO | Grey Wolf Optimizer | 2014 | No |
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| 15 | SOS | Symbiotic Organisms Search | 2014 | No |
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| 14 | FPA | Flower Pollination Algorithm | 2012 | Yes |
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| 13 | FOA | Fruitfly Optimization Algorithm | 2012 | No |
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| 12 | BA | Bat Algorithm | 2010 | Yes |
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| 11 | FA | Firefly Algorithm | 2010 | Yes |
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| 10 | CS | Cuckoo Search Algorithm | 2009 | Yes |
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| 09 | GSA | Gravitational Search Algorithm | 2009 | Yes |
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| 08 | ABC | Artificial Bee Colony | 2007 | Yes |
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| 07 | HS | Harmony Search | 2001 | Yes |
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| 06 | DE | Differential Evolution | 1997 | Yes |
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| 05 | ACO | Ant Colony Optimization | - | Yes |
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| 04 | ACS | Ant Colony System | - | Yes |
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| 03 | PSO | Particle Swarm Optimization | - | Yes |
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| 02 | GA | Genetic Algorithm | - | Yes |
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| 01 | SA | Simulated Annealing | - | Yes |
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%---List of available wrapper FS methods------------------------------
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% 2020
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'mpa' : Marine Predators Algorithm;
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'gndo' : Generalized Normal Distribution Optimization;
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'sma' : Slime Mould Algorithm;
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'eo' : Equilibrium Optimizer;
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'mrfo' : Manta Ray Foraging Optimization;
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% 2019
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'aso' : Atom Search Optimization;
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'hho' : Harris Hawks Optimization;
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'hgso' : Henry Gas Solubility Optimization;
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'pfa' : Path Finder Algorithm;
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'pro' : Poor And Rich Optimization;
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% 2018
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'boa' : Butterfly Optimization Algorithm;
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'epo' : Emperor Penguin Optimizer;
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'tga' : Tree Growth Algorithm;
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% 2017
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'abo' : Artificial Butterfly Optimization;
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'ssa' : Salp Swarm Algorithm;
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'sbo' : Satin Bower Bird Optimization;
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'wsa' : Weighted Superposition Attraction;
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% 2016
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'ja' : Jaya Algorithm;
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'csa' : Crow Search Algorithm;
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'sca' : Sine Cosine Algorithm;
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'woa' : Whale Optimization Algorithm;
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% 2015
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'alo' : Ant Lion Optimizer;
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'hlo' : Human Learning Optimization;
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'mbo' : Monarch Butterfly Optimization;
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'mfo' : Moth Flame Optimization;
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'mvo' : Multi Verse Optimizer;
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'tsa' : Tree Seed Algorithm;
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% 2014
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'gwo' : Grey Wolf Optimizer;
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'sos' : Symbiotic Organisms Search;
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% 2012
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'fpa' : Flower Pollination Algorithm;
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'foa' : Fruit Fly Optimization Algorithm;
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% 2009 - 2010
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'ba' : Bat Algorithm;
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'fa' : Firefly Algorithm;
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'cs' : Cuckoo Search Algorithm;
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'gsa' : Gravitational Search Algorithm;
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% Traditional
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'abc' : Artificial Bee Colony;
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'hs' : Harmony Search;
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'de' : Differential Evolution;
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'aco' : Ant Colony Optimization;
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'acs' : Ant Colony System;
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'pso' : Particle Swarm Optimization;
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'gat' : Genetic Algorithm (Tournament);
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'ga' : Genetic Algorithm (Roulette Wheel);
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'sa' : Simulated Annealing;
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