Giter Club home page Giter Club logo

2dv515-a2-clustering's Introduction

2DV515-A2-Clustering

My solution for assignment 2 in Web Intelligence (2DV515) at Linnaeus University

Requirements

Grade E

  • Implement K-means Clustering with Pearson similarity
  • Run the algorithm on the blog data dataset (see Datasets page) with 5 clusters
  • The iteration shall stop after a specified number of iterations
  • Present the result as a list of clusters and their assignments
  • Implement the system using a REST web service where:
    • client sends a request to a server
    • the server responds with json data
    • the json data is decoded and presented in a client GUI

Grade C-D

  • Instead of stopping after a specified number of iterations, you shall implement functionality for stopping when no new assignments are made
  • Each cluster must keep track of the previous assignment, and a check is made if the new cluster assignment matches the previous one

Grade A-B

  • Implement Hierarchical Clustering with Pearson similarity
  • Run the algorithm on the blog data dataset
  • Present the result as an interactive tree in the client GUI (it shall be possible to expand/collapse branches)

Scripts

npm install

Installs all dependencies for both client and server and generates a new data.json.

npm start

Starts both client (localhost:3000) and server (localhost:3001).

npm run start:client

Start only client on localhost:3000.

npm run start:server

Start only server on localhost:3001.

2dv515-a2-clustering's People

Contributors

antonstrand avatar dependabot[bot] avatar

Watchers

 avatar  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.