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
- Chapter 4 in "Industrial Applications of Neural Networks"
- 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...
- Conference article in NORSIG'96
- 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
- Presentation in a Workshop in SCIA'97
- 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
http://www.cis.hut.fi/projects/ide/publications/index.shtml
ide@mail.cis.hut.fi
Thursday, 16-Sep-2004 17:17:01 EEST