Giter Club home page Giter Club logo

fuzzyroughshuffledfrog's Introduction

title author date
FuzzyRoughShuffledFrog
Javad Rahimipour Anaraki
08/08/18

Use case

To determine the most important features using binary Fuzzy-Rough Shuffled Frog Leaping Algorithm as described in A Fuzzy-Rough Feature Selection based on Binary Shuffled Frog Leaping Algorithm By Javad Rahimipour Anaraki, Saeed Samet, Mahdi Eftekhari and Chang Wook Ahn

A long version of the paper can be accessed in A Fuzzy-Rough based Binary Shuffled Frog Leaping Algorithm for Feature Selection

Compile

To compile this program follow these steps:

  1. Be sure that you have the latest GCC/G++ compiler and Java installed
  2. Use g++ -o SFLA main.cpp clsWeka.cpp clsData.cpp -std=c++11 -Iinclude -pthread to compile the program
  3. To improve its performance one can use -O1 or -O2 or -O3

Run

To run the program use ./SFLA /Data/{a dataset name}OK.csv {maximum number of stalled} {number of threads} {maximum iteration} For instance, run the code for Breast Tissue dataset with maximum three stall situations, four threads for 10 times, it should be run using: ./SFLA /Data/BreastTissueOK.csv 3 4 10 . The classification results will be stored in classification folder and the convergence process is stored in results folder.

All datasets are stored in data folder and originally adopted from UCI Machine Learning Repository.

Note

Datasets end with OK.csv in their names should have no column and/or row names, and the class values should be numeric and sorted in ascending order. The ones ending with W.csv should have columns name and the class values should be alphabetical.

fuzzyroughshuffledfrog's People

Contributors

jranaraki avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.