DBL-GNG

Distributed Batch Learning Growing Neural Gas.

DBL-GNG is to used to extract the toplogical map from point clouds using matrix calculation, so it can process faster.

Please find the code in the example folder for the python code of GNG:

1. standard GNG
2. DBL-GNG (proposed method)
3. FCM-BL-GNG (Multilayer Batch Learning Growing Neural Gas for Learning Multiscale Topologies)
4. MS-BL-GNG (coming soon)

Citing Us

If you find this project useful in your research, please use the following BibTeX entry for citation.

@Article{math12121909,
AUTHOR = {Siow, Chyan Zheng and Saputra, Azhar Aulia and Obo, Takenori and Kubota, Naoyuki},
TITLE = {Distributed Batch Learning of Growing Neural Gas for Quick and Efficient Clustering},
JOURNAL = {Mathematics},
VOLUME = {12},
YEAR = {2024},
NUMBER = {12},
ARTICLE-NUMBER = {1909},
URL = {https://www.mdpi.com/2227-7390/12/12/1909},
ISSN = {2227-7390},
DOI = {10.3390/math12121909}
}