Giter Club home page Giter Club logo

hierarchical-clustering-java's Introduction

hierarchical-clustering-java

Implementation of an agglomerative hierarchical clustering algorithm in Java. Different linkage approaches are supported:

  • Single Linkage
  • Complete Linkage

What you put in

Pass a distance matrix and a cluster name array along with a linkage strategy to the clustering algorithm:

String[] names = new String[] { "O1", "O2", "O3", "O4", "O5", "O6" };
double[][] distances = new double[][] { 
    { 0, 1, 9, 7, 11, 14 },
    { 1, 0, 4, 3, 8, 10 }, 
    { 9, 4, 0, 9, 2, 8 },
    { 7, 3, 9, 0, 6, 13 }, 
    { 11, 8, 2, 6, 0, 10 },
    { 14, 10, 8, 13, 10, 0 }};

ClusteringAlgorithm alg = new DefaultClusteringAlgorithm();
Cluster cluster = alg.performClustering(distances, names,
    new AverageLinkageStrategy());

Alternatively, you can pass a pdist-like matrix containing one row:

String[] names = new String[] { "O1", "O2", "O3", "O4", "O5", "O6" };
double[][] pdist = new double[][] {
			{1, 9, 7, 11 ,14 ,4 ,3 ,8 ,10 ,9 ,2 ,8 ,6 ,13 ,10}
	};
ClusteringAlgorithm alg = new PDistClusteringAlgorithm();
Cluster cluster = alg.performClustering(pdist, names, new MinimumLinkageStrategy());

What you get out

The algorithm creates a Cluster instance representing an hierachy of cluster nodes based on their distances. You may want to visualize the result using the Swing component DendrogramPanel:

DendrogramPanel dp = new DendrogramPanel();
dp.setModel(cluster);

When embedded into a JFrame the dendrogram panel should display this:

Screenshot

License

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at (http://www.apache.org/licenses/LICENSE-2.0). Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.

hierarchical-clustering-java's People

Contributors

lbehnke avatar tyrcho avatar utsavdrolia avatar brunomeyer 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.