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GHSOM - The Growing Hierarchical Self-Organizing Map - Homepage
With our novel Growing Hierarchical Self-Organizing Map (GHSOM) we address both limitations. The growing hierarchical som is an artificial neural network model with hierarchical architecture composed of independent gr...
github.com
The Growing Hierarchical Self-Organizing Map (GHSOM)
This implementation is based on the paper The Growing Hierarchical Self-Organizing Map: Exploratory Analysis of High-Dimensional Data
www.sciencedirect.com
Spark-GHSOM: Growing Hierarchical Self-Organizing Map for ...
Sep 1, 2019 · The Growing Hierarchical Self-Organizing Map (GHSOM) algorithm has shown its potential for performing several tasks such as exploratory analysis, anomaly detection and forecasting on a variety of domains...
arxiv.org
A Proposal of Interactive Growing Hierarchical SOM
Rauber et al. proposed an basic algorithm of the growing hierarchical self organizing map (GHSOM)[4]. The algorithm has been chosen for this application for its capability to develop a hierarchical structure of cluste...
journal.ecust.edu.cn
基于改进的GHSOM聚类算法的图像检索 - ecust.edu.cn
针对此问题，提出了一种基于改进的增长型分层自组织映射网络（GHSOM）的图像检索方法。 先将图像特征库用改进的GHSOM算法进行聚类，在图像检索时先在GHSOM网络模型上找到相似的类，然后在相似的类上继续进行检索，大大提高了检索效率。
www.oryoy.com
揭秘GHSOM算法：揭秘高效空间映射的奥秘，探索大数据时代的智慧之选 -...
Feb 14, 2025 · GHSOM（Growing Hierarchical Self-Organizing Map）算法，作为自组织映射（SOM）算法的一种变体，是一种高效的神经网络聚类算法。 在处理大数据和高维数据时，GHSOM展现出其独特的优势，成为大数据时代的数据分析和可视化的智慧之选。
www.joconline.com.cn
GHSOM intrusion detection based on Dempster-Shafer theory
Jun 5, 2024 · 结合证据推理DS理论，提出了基于Dempster-Shafer理论的GHSOM神经网络入侵检测方法，一方面处理数据不确定性中的随机性和模糊性问题，可以在噪音环境下保持良好的检测率，此外通过证据融合理论缩小数据集，有效控制网络的动态增长。