Mass-based dissimilarity download

This software calculates the mass-based dissimilarity matrix for data mining algorithms relying on a distance measure.

References:
Overcoming Key Weaknesses of Distance-based Neighbourhood Methods using a Data Dependent Dissimilarity Measure. KDD 2016 http://dx.doi.org/10.1145/2939672.2939779

The source code, presentation slide and poster are attached under "Files". The presentation video in KDD 2016 is published on https://youtu.be/eotD_-SuEoo .

Since this software is licensed under the Gnu General Public license GPLv3, any derivative work must be licensed under the GPL as well.

This software is free only for non-commercial use. For commercial projects, it is possible to obtain a commercial license through the Commercial Services of Federation University Australia.

Please email the first author of the original paper tingkm@nju.edu.cn for any inquiries about this software.

Features

Data dependent dissimilarity
Distance measure
k nearest neighbours
probability-mass-based neighbourhood
mass estimation

Project Samples

Solution to the root problem: using data dependent dissimilarity rather than data independent distance measure!

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License

GNU General Public License version 3.0 (GPLv3)

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Additional Project Details

Intended Audience

Information Technology, Science/Research

Programming Language

MATLAB

Related Categories

MATLAB Information Analysis Software, MATLAB Machine Learning Software

Registered

2016-05-26

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