Successive Group Selection for Microaggregation
This code is a simple(not speed optimized) implementation of GSMS_T2
based on the paper [1]. This implementaion does not use the speed
optimazations of [1]. You can use this software for non commercial purposes. Please, cite the article [1].
If you want to use the software for commercial purpose you have to contact with the authors of [1].
[1] C. Panagiotakis and G. Tziritas, Successive Group Selection for Microaggregation, IEEE Trans. on Knowledge and Data Engineering, vol.25, no.5, pp.1191-1195, May 2013.
In this work, we implement an efficient clustering algorithm that has been applied to the microaggregation problem. The goal is to partition N given records into clusters, each of them grouping at least K records, so that the sum of the within-partition squared error (SSE) is minimized. We propose a successive Group Selection algorithm that approximately solves the microaggregation problem based on sequential Minimization of SSE. Experimental results and comparisons to existing methods with similar computation cost on real and synthetic data sets demonstrate the high performance and robustness of the proposed scheme.
For more details visit: www.csd.uoc.gr/~cpanag
www.csd.uoc.gr/~tziritas
引用格式
Costas Panagiotakis (2024). Successive Group Selection for Microaggregation (https://www.mathworks.com/matlabcentral/fileexchange/45513-successive-group-selection-for-microaggregation), MATLAB Central File Exchange. 检索来源 .
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1.8.0.0 | tags update |
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1.7.0.0 | Description update
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1.6.0.0 | The readme file has been updated. |
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1.5.0.0 | The 216 synthetic datasets that have been used in [1] have been added (see files synthetic216.zip and readme.txt). |
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1.4.0.0 | The comments on .m file have been updated. |
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1.3.0.0 | The comments on .m file are updated. |
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1.2.0.0 | The homepages of authors have been added. |
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1.1.0.0 | The homepages of authors of this work have been added. |
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1.0.0.0 |