Growing neural gas efficiently

D Fišer, J Faigl, M Kulich - Neurocomputing, 2013 - Elsevier
This paper presents optimization techniques that substantially speed up the Growing Neural
Gas (GNG) algorithm. The GNG is an example of the Self-Organizing Map algorithm that is a …

Tactile sensing: Steps to artificial somatosensory maps

G Cannata, S Denei… - … Symposium in Robot and …, 2010 - ieeexplore.ieee.org
In this paper a framework for representing tactile information in robots is discussed. Control
models exploiting tactile sensing are fundamental in social Human-Robot interaction tasks …

Hierarchical topological clustering learns stock market sectors

KAJ Doherty, RG Adams, N Davey… - 2005 ICSC Congress …, 2005 - ieeexplore.ieee.org
The breakdown of financial markets into sectors provides an intuitive classification for
groups of companies. The allocation of a company to a sector is an expert task, in which the …

Cluster analysis using growing neural gas and graph partitioning

JAF Costa, RS Oliveira - 2007 International Joint Conference …, 2007 - ieeexplore.ieee.org
The size and complexity of data sets is ever increasing. Clustering, considered the most
important unsupervised learning problem, is used to reveal structures and to identify" …

On internal models for representing tactile information

G Cannata, S Denei… - 2010 IEEE/RSJ …, 2010 - ieeexplore.ieee.org
In this paper a framework for representing tactile information in robots is discussed. Control
models exploiting tactile sensing are fundamental in social Human-Robot interaction tasks …

Multiple object detection for intelligent robot vision by using growing neural gas

H Sasaki, N Kubota, K Sekiyama… - … Symposium on Micro …, 2009 - ieeexplore.ieee.org
Recently, various types of robots have been researched and developed for supporting our
life. Also, the perceptual system for the robot is researched. Visual perception includes a lot …

Optimized Analysis of Network Forensic Attacks Using an Enhanced Growing Neural Gas (GNG) Clustering Technique

DA Saswanth, V Kavitha… - The Fusion of Artificial …, 2024 - taylorfrancis.com
With the enlightenment of the most modern technology intrusion in the domain of
cybercrimes as well as networking are escalating at a gradual speed. It leads to boosting the …

[PDF][PDF] Automated waypoint generation with the growing neural gas algorithm

BJ Dellinger, R Jenkins, J Walton - The Thirtieth International Flairs …, 2017 - cdn.aaai.org
Autonomous navigation in complex continuous spaces often requires the presence of
navigation meshes or other methods of determining traversable paths. At present, many …

Noise resilience of an rgng-based grid cell model

J Kerdels, G Peters - … Conference on Neural Computation Theory and …, 2016 - scitepress.org
Grid cells are neurons in the entorhinal cortex of mammals that are known for their peculiar,
grid-like firing patterns. We developed a generic computational model that describes the …

[PDF][PDF] Supporting GNG-based clustering with local input space histograms.

J Kerdels, G Peters - ESANN, 2014 - esann.org
This paper presents an extension to the growing neural gas (GNG) algorithm that allows to
capture local characteristics of the input space. Using these characteristics clustering …