Using SOM-based data binning to support supervised variable selection

S Laine, T Similä - International Conference on Neural Information …, 2004 - Springer
We propose a robust and understandable algorithm for supervised variable selection. The
user defines a problem by manually selecting the variables Y that are used to train a Self …

The Effects on Learning and Visualization of a Polyhedral Self-Organizing Map Using a Tetrahedral Approach

RM De Sousa, RCL de Oliveira - 2022 - researchsquare.com
A spherical self-organizing map (SSOM) based on an icosahedral geodesic dome
(ICOSOM) improves the ability to visualize interactions among clusters from the input space …

[图书][B] Advances in variable selection and visualization methods for analysis of multivariate data

T Similä - 2007 - aaltodoc.aalto.fi
This thesis concerns the analysis of multivariate data. The amount of data that is obtained
from various sources and stored in digital media is growing at an exponential rate. The data …

[PDF][PDF] On visual exploration of breast cancer data using the self-organizing map

T Eklund, M Collan, P Jalava, T Kuopio… - Proceedings of the5th …, 2005 - academia.edu
This paper explores the use of self-organizing maps (SOM) for exploratory data analysis of
breast cancer data. We were able to visualize the data with the SOM in a way that makes it …

A Contribution to the Study of Ensemble of Self‐Organizing Maps

LA Pasa, JAF Costa… - Mathematical Problems in …, 2015 - Wiley Online Library
This study presents a factorial experiment to investigate the ensemble of Kohonen Self‐
Organizing Maps. Clusters Validity Indexes and the Mean Square Quantization Error were …

Self-organizing map in process visualization

M Sirola, J Talonen - Knowlege-Based and Intelligent Information and …, 2011 - Springer
Our research group is studying data-analysis based techniques in decision support and
visualization. We have had co-operation with a Finnish nuclear power plant Olkiluoto within …

Self-organizing maps for surveying lubrication within squeeze film dampers

G Adiletta - Tribology international, 2008 - Elsevier
Self-organizing maps (SOMs) represent a well-known neural network technique particularly
suited to classification tasks. Here, it is adopted to monitor the lubricating conditions within …

Aplicação de técnica da mineração de dados na identificação do perfil de empregados absenteístas e presenteístas em uma empresa de courier da cidade de São …

AM Silva - 2012 - bibliotecatede.uninove.br
RESUMO O desenvolvimento profissional, aliado ao das organizações e a pressão para
atingir metas cada vez mais audaciosas, deixam os empregados sobrecarregados. Estes …

Comparison of vibration and pressure signals for fault detection on water hydraulic proportional valve

T KROGERUS, J PIETIKÄINEN… - Proceedings of the JFPS …, 2008 - jstage.jst.go.jp
The goal of this paper is to detect internal leakages created by seal faults and also identify
which seal is damaged from water hydraulic proportional valve using vibration and pressure …

Self-organising map approach to individual profiles: age, sex and culture in internet dating

T Suna, M Hardey, J Huhtinen… - Sociological …, 2006 - journals.sagepub.com
A marked feature of recent developments in the networked society has been the growth in
the number of people making use of Internet dating services. These services involve the …