GithubHelp home page GithubHelp logo

clustering's Introduction

To run the code, use 'python main.py' with one, two or three command line arguments.

This code was developed on Ubuntu 14.04.4 LTS and its default python verion (2.7.x) is the most compatible.

Execution requires two files: attribute file, a simple text file containing the name and domain of each attribute, and training file, a simple text file containg any number of lines, each line having one value for each of the attributes described in the attribute file. An attribute's domain may be a sequence with all possible values or the word continuous for real numbers.

A single argument, name, means attribute file and training file are, respectively, name-attr.txt and name.txt.
Two arguments means to normalize and use the second argument as name like above if the first argument is the word normalize (case insensitive). Otherwise, the names for attribute and training file, respectively.
Three arguments specify to normalize and the names for attribute and training file, respectively, only if the first argument is the word normalize (case insensitive).

main.py contains treats the command line arguments, reads the necessary files, reads the k from stdin, calls kmeans and bissecting_kmeans, they displays their output.
build.py contains contains kmeans' and bissecting_kmeans' implementation and the implementation of every helper function they use.
debug.py contains functions to visualize 2D data and clusters formed with it to aid debugging.

clustering's People

Contributors

lg95 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.