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Publications (1995-2001)

By clicking on the publication title you get further details of the publication, including abstract and a bibtex entry. Alternatively, you can view directly the full details document.

Journal articles, book chapters

The Self-Organizing Map as a Tool in Knowledge Engineering
SOM clustering, 28 pages, 2001
Chapter in Pattern Recognition in Soft Computing Paradigm
Clustering of the Self-Organizing Map
SOM clustering, 12 pages, 2000
journal article, in Volume 11(3) of IEEE Transactions on Neural Networks, special issue on data mining
SOM-Based Data Visualization Methods
SOM visualization, 21 pages, 1999, errata published at November 22nd 1999
journal article, in Volume 3(2) of IDA
Self-Organizing Map for Data Mining in MATLAB: the SOM Toolbox
SOM Toolbox 1.0, 1 page, 1999
presentation in SNE journal
Analysis and Modeling of Complex Systems Using the Self-Organizing Map
process analysis, 16 pages, 1999
Chapter in Neuro-Fuzzy Techniques for Intelligent Information Systems
Process Monitoring and Modeling using the Self-Organizing Map
process analysis, 17 pages, 1999
journal article in Integrated Computer Aided Engineering
The Self-Organizing Map in Industry Analysis
industry analysis using SOM, 27 pages, 1999
Chapter 4 in "Industrial Applications of Neural Networks"

Conference articles

An Automated Report Generation Tool for the Data Understanding Phase
Automated exploratory data analysis, 15 pages, 2001
Conference article in HIS'01
An Approach to Automated Interpretation of SOM
Automated interpretation of SOM using rules, 6 pages, 2001
Conference article in WSOM2001
Importance of Individual Variables in the k-Means Algorithm
Effect of scaling in k-means, 6 pages, 2001
Conference article in PAKDD2001
A SOM Based Cluster Visualization and Its Application for False Coloring
Clustering visualization / false coloring of SOM, 6 pages, 2000
Conference article in IJCNN2000
Neural Network Tool for Data Mining: SOM Toolbox
Computational complexity of SOM Toolbox, 13 pages, 2000
Conference article in TOOLMET2000
SOM Based Analysis of Pulping Process Data
process analysis, 1999
Conference article in IWANN'99
Self-Organizing Map in Matlab: the SOM Toolbox
SOM Toolbox 2.0, 6 pages, 1999
Conference article in MATLAB-DSP 1999
Probabilistic Measures for Responses of Self-Organizing Map Units
pdf-estimation using SOM, 1999
Conference article in CIMA'99
Hunting for Correlations in Data Using the Self-Organizing Map
correlation hunting, 1999
Conference article in CIMA'99
Enhancing the SOM based data visualization by linking different data projections
SOM visualization, 8 pages, 1998
Conference article in IDEAL'98
Enhancing SOM based data visualization
SOM visualization, 4 pages, 1998
Conference article in IIZUKA'98
Analysis of Industrial Systems Using the Self-Organizing Map
industry analysis, 8 pages, 1998
Conference article in KES'98
Integrating environmental, technologigal and financial data in forest industry analysis
industry analysis, 4 pages
Conference article in SNN'97
Analysis of Complex Systems Using the Self-Organizing Map
process analysis, 5 pages, 1997
Conference article in ICONIP'97
Using the SOM and Local Models in Time-Series Prediction
time-series prediction, 6 pages, 1997
Conference article in WSOM'97
Analyzing an Automatic Call Distribution System using the Self-Organizing Map
phone service data analysis, 1997
Conference article in FINSIG'97
Monitoring and modeling of complex processes using hierarchical self-organizing maps
process analysis, 4 pages, 1996
Conference article in ISCAS'96
Prediction Models and Sensitivity Analysis of Industrial Production Process Parameters by Using the Self-Organizing Map
process analsis, 4 pages, 1996
Conference article in NORSIG'96

Presentations, other...

The SOM in data mining: analysis of world pulp and paper technology
industry analysis, SOM software, 10 pages, 1997
Presentation in a Workshop in SCIA'97

Thesis

Using SOM in Data Mining
An overview of data mining process and using SOM in it, 57 pages, 2000
Licentiate's thesis
Prosessin mittauksiin perustuva sulfaattisellun jatkuvatoimisen keiton analyysi
analysis of kraft pulping process, 88 pages, 1998
Licentiate's thesis
Data Mining for Finding Surface Defects in Steel Strips
analysis of defects in steel strips, 59 pages, 2000
Master's thesis
Itseorganisoiva kartta jatkuvatoimisen sinkityslinjan ohjauksessa
process analysis software, 53 pages, 1998
Master's thesis
Itseorganisoituvaan karttaan perustuva työkalu ja sen soveltaminen puheludatan analyysiin
phone service data analysis, SOM visualization, 71 pages, 1997
Master's thesis
Data Mining Techniques Based on the Self-Organizing Map
data mining, industry analysis, SOM software, 63 pages, 1997
Master's thesis
Process Modeling Using the Self-Organizing Map
process analysis, 50 pages, 1996
Master's thesis
Monitoring of Complex Processes Using the Self-Organizing Map
process analysis, 50 pages, 1995
Master's thesis


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