Tools for enhancing the application of self-organizing maps in water resources research and engineering

S Clark, SA Sisson, A Sharma - Advances in Water Resources, 2020 - Elsevier
Environmental measurements generate great volumes of high-dimensional data (often noisy
and with missing values) from which meaningful messages may be extracted through …

Internal control effectiveness–a clustering approach

A Länsiluoto, A Jokipii, T Eklund - Managerial Auditing Journal, 2016 - emerald.com
Purpose–This study aims to examine and visualize the adopted internal control structure
and effectiveness in firms and present a typology of firms. Control structure and effectiveness …

[图书][B] Survey and comparison of quality measures for self-organizing maps

G Pölzlbauer - 2004 - ifs.tuwien.ac.at
Self-Organizing Maps have a wide range of beneficial properties for data mining, like vector
quantization and projection. Several measures exist that quantify the quality of either of …

Mapping the state of financial stability

P Sarlin, TA Peltonen - … of International Financial Markets, Institutions and …, 2013 - Elsevier
The aim of this paper is to introduce modern mapping techniques to the finance community.
Mapping techniques provide means for representing high-dimensional data on low …

An introduction to self-organizing maps

U Asan, S Ercan - … intelligence systems in industrial engineering: With …, 2012 - Springer
As a special class of artificial neural networks the Self Organizing Map is used extensively
as a clustering and visualization technique in exploratory data analysis. This chapter …

Spherical self-organizing map using efficient indexed geodesic data structure

Y Wu, M Takatsuka - Neural Networks, 2006 - Elsevier
The two-dimensional (2D) Self-Organizing Map (SOM) has a well-known “border effect”.
Several spherical SOMs which use lattices of the tessellated icosahedron have been …

Application of visual clustering properties of self organizing map in machine–part cell formation

M Chattopadhyay, PK Dan, S Mazumdar - Applied soft computing, 2012 - Elsevier
Cellular manufacturing (CM) is an approach that includes both flexibility of job shops and
high production rate of flow lines. Although CM provides many benefits in reducing …

Ensemble methods for boosting visualization models

B Baruque, E Corchado, A Mata… - Bio-Inspired Systems …, 2009 - Springer
Topology preserving mappings are great tools for data visualization and inspection in large
datasets. This research presents a study of the combination of different ensemble training …

WeVoS-ViSOM: An ensemble summarization algorithm for enhanced data visualization

E Corchado, B Baruque - Neurocomputing, 2012 - Elsevier
This study presents a novel version of the Visualization Induced Self-Organizing Map based
on the application of a new fusion algorithm for summarizing the results of an ensemble of …

Hazard detection for motorcycles via accelerometers: A self-organizing map approach

D Selmanaj, M Corno… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper deals with collision and hazard detection for motorcycles via inertial
measurements. For this kind of vehicles, the most difficult challenge is to distinguish road's …