The growing hierarchical neural gas self-organizing neural network

EJ Palomo, E López-Rubio - IEEE transactions on neural …, 2016 - ieeexplore.ieee.org
… a hierarchical self-organizing neural model, which learns a tree of GNGs, in the same way
that the GHSOM is a hierarchical … based on hierarchical growing neural gas for informationally …

Hierarchical growing neural gas

KAJ Doherty, RG Adams, N Davey - Adaptive and Natural Computing …, 2005 - Springer
hierarchical classification schemes. TreeGNG is an extension to the Growing Neural Gas
provides the novel ability to influence the general shape and form of the learned hierarchy. …

Hierarchical growing neural gas for information structured space

M Satomi, H Masuta, N Kubota - 2009 IEEE Workshop on …, 2009 - ieeexplore.ieee.org
… Next, we propose a method of hierarchical neural network based on Growing neural gas to
construct a 3D environmental relation. Finally, we show experimental results of the proposed …

Human action recognition with hierarchical growing neural gas learning

GI Parisi, C Weber, S Wermter - … Conference on Artificial Neural Networks …, 2014 - Springer
hierarchicalhierarchical architecture based on growing neural gas (GNG) [8]. The GNG is
an unsupervised incremental clustering algorithm extended from the SOM and the neural gas (…

A hierarchical classifier with growing neural gas clustering

IT Podolak, K Bartocha - Adaptive and Natural Computing Algorithms: 9th …, 2009 - Springer
… We propose to use the Growing Neural Gas [1] algorithm, because of its good … HC hierarchical
classifier architecture, together with it’s enhancement by the use of a Growing Neural Gas (…

Video shot motion characterization based on hierarchical overlapped growing neural gas networks

X Cao, PN Suganthan - Multimedia Systems, 2003 - Springer
… This paper describes a hierarchical overlapped architecture (HOGNG) based upon the
growing neural gas (GNG) network [7] to perform this task. The proposed architecture combines …

Feature extraction based on hierarchical growing neural gas for informationally structured space

Y Toda, N Kubota - … International Joint Conference on Neural …, 2013 - ieeexplore.ieee.org
neural gas (GNG) are well known as unsupervised … use growing neural gas in order to
cluster the 3D environmental space. Furthermore, we propose hierarchical growing neural gas (…

Multilayer batch learning growing neural gas for learning multiscale topologies

Y Toda, T Matsuno, M Minami - Journal of Advanced Computational …, 2021 - jstage.jst.go.jp
Hierarchical topological structure learning methods are expected to be developed in the …
-less hierarchical topological structure learning method based on growing neural gas (GNG). …

Hierarchical growing neural gas network (HGNG)-based semicooperative feature classifier for IDS in vehicular ad hoc network (VANET)

AA Ayoob, G Su, G Al - Journal of Sensor and Actuator Networks, 2018 - mdpi.com
… In this research, new modeling strategy based hierarchical growing neural gas network (…
Secondly, the HGNG-based classifier was designed for evaluating the IDS by using a hierarchy

An incremental growing neural gas learns topologies

Y Prudent, A Ennaji - … International Joint Conference on Neural …, 2005 - ieeexplore.ieee.org
hierarchical, partitional, density based, and artificial Neural … Most hierarchical
clusteringalgorithms are variants of the … gram produced by a hierarchical technique. Partional …