Publications of Esa Alhoniemi

• Esa Alhoniemi. Mining industrial process data. In Aulis Tuominen, Markus M. Mäkelä, Timo Kerminen, Jussi Nissilä, Ilkka Tuokko, Juha Lempinen, Marjaana Sirén, and Pasi Hirvonen, editors, New Exploratory Techniques, number 11 in TUCS National Publication, pages 108-115. Turku Centre for Computer Science, September 2006. Collection contains the articles published in 3th New Exploratory Techniques Conference (Salo, Finland, October 5-6).
• Esa Alhoniemi, Antti Honkela, Krista Lagus, Jeremias Seppä, Harri Valpola, and Paul Wagner. Independent Variable Group Analysis Toolbox for Matlab. A software implementation of an algorithm that follows the IVGA principle, 2001-2006. Freely available in the Internet at http://www.cis.hut.fi/projects/ivga/.
• Esa Alhoniemi, Antti Honkela, Krista Lagus, Jeremias Seppä, Paul Wagner, and Harri Valpola. Compact modeling of data using independent variable group analysis. Technical Report E3, Helsinki University of Technology, Laboratory of Computer and Information Science, April 2006. Electronic report.
• Olli Lahdenoja, Esa Alhoniemi, Mika Laiho, and Ari Paasio. A shape-preserving non-parametric symmetry transform. In IEEE 18th Intenational Conference on Pattern Recognition, volume 2, pages 373-377, 2006.
• Krista Lagus, Esa Alhoniemi, Jeremias Seppä, Paul Wagner, and Antti Honkela. Independent variable group analysis in learning compact representations for data. In Proceedings of International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning, pages 49-56, 2005.
• Esa Alhoniemi, Marko Männistö, Timo Knuutila, Mika Johnsson, and Olli S. Nevalainen. Exploitation of association rules in updating of electronic component libraries. Technical Report 631, Turku Centre for Computer Science, November 2004.
• Esa Alhoniemi, Timo Knuutila, Mika Johnsson, Juha Röyhkiö, and Olli S. Nevalainen. Data mining in maintenance of electronic component libraries. In Proceedings of the IEEE 4th International Conference on Intelligent Systems Design and Applications, volume 1, pages 403-408, 2004.
• Esa Alhoniemi, Timo Knuutila, Mika Johnsson, Juha Röyhkiö, and Olli S. Nevalainen. Data Mining in Maintenance of Electronic Component Libraries. Technical Report 605, Turku Centre for Computer Science, April 2004.
• Esa Alhoniemi, Timo Knuutila, Mika Johnsson, Juha Röyhkiö, and Olli S. Nevalainen. Using data mining to support the maintenance of electronic component libraries. In Elektroniikan valmistus 2004, pages 80-84. Tampereen teknillinen yliopisto, Porin yksikkö, 2004.
• Esa Alhoniemi. Simplified Time Series Representations for Efficient Analysis of Industrial Process Data. Artificial Intelligence in Engineering Design, Analysis and Manufacturing, 17(2):103-114, 2003.
• Esa Alhoniemi. Unsupervised Pattern Recognition Methods for Exploratory Analysis of Industrial Process Data. PhD thesis, Helsinki University of Technology, December 2002.
• Maija Federley, Esa Alhoniemi, Mika Laitila, Mika Suojärvi, and Risto Ritala. State management for process monitoring, diagnostics and optimization. Pulp & Paper Canada, 103(2):40-43, 2002.
• Maija Federley and Esa Alhoniemi. Prosessin tilojen tutkiminen ryhmittelyanalyysillä. Technical Report KCL Reports 2601, Oy Keskuslaboratorio - Centrallaboratorium Ab, June 2002. 42 pages.
• Esa Alhoniemi and Olli Simula. Interpretation and Comparison of Multidimensional Data Partitions. In Michel Verleysen, editor, Proceedings of the 9th European Symposium on Artificial Neural Networks, pages 277-282. D-Facto, 2001.
• Johan Himberg, Jussi Ahola, Esa Alhoniemi, Juha Vesanto, and Olli Simula. Pattern recognition in soft computing paradigm, volume 2 of FLSI soft computing series, ed. Nikhil R. Pal, chapter The Self-Organizing Map as a Tool in Knowledge Engineering. World Scientific, 2001.
• Krista Lagus, Esa Alhoniemi, and Harri Valpola. Independent Variable Group Analysis. In Georg Dorffner, Horst Bischof, and Kurt Hornik, editors, Proceedings of the International Conference on Artificial Neural Networks, number 2130 in Lecture Notes in Computer Science, pages 203-210. Springer, 2001.
• Olli Simula, Jaakko Hollmén, and Esa Alhoniemi. Models from data: analysis of industrial processes and telecommunication systems. In Automazione 2001, pages 13-19, 2001.
• Esa Alhoniemi. Analysis of Pulping Data Using the Self-Organing Map. Tappi Journal, 83(7):66, July 2000. The paper is available in its entirety from TAPPI's web site.
• Maija Federley, Esa Alhoniemi, Mika Laitila, Mika Suojärvi, and Risto Ritala. State management for process monitoring, diagnostics and optimization. In Control Systems 2000 Preprint, pages 295-298, 2000.
• Juha Vesanto and Esa Alhoniemi. Clustering of the Self-Organizing Map. IEEE Transactions on Neural Networks, 11(3):586-600, May 2000.
• Juha Vesanto, Johan Himberg, Esa Alhoniemi, and Juha Parhankangas. SOM Toolbox for Matlab 5. Report A57, Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland, April 2000.
• Juha Vesanto, Johan Himberg, Esa Alhoniemi, Juha Parhankangas, Mika Pollari, Roman Feldman, Kimmo Kiviluoto, and Kimmo Raivio. SOM Toolbox. A software package implementing the SOM algorithm, 2000-2005. Freely available in the Internet at http://www.cis.hut.fi/somtoolbox/.
• Esa Alhoniemi, Jaakko Hollmén, Olli Simula, and Juha Vesanto. Process Monitoring and Modeling Using the Self-Organizing Map. Integrated Computer-Aided Engineering, 6(1):3-14, 1999.
• Esa Alhoniemi, Johan Himberg, and Juha Vesanto. Probabilistic Measures for Responses of Self-Organizing Map Units. In H. Bothe, E. Oja, E. Massad, and C. Haefke, editors, Proceedings of the International ICSC Congress on Computational Intelligence Methods and Applications (CIMA '99), pages 286-290. ICSC Academic Press, 1999.
• Jussi Ahola, Esa Alhoniemi, and Olli Simula. Monitoring Industrial Processes Using the Self-Organizing Map. In Proceedings of the 1999 IEEE Midnight-Sun Workshop on Soft Computing Methods in Industrial Applications (SMCia/99), pages 22-27, June 1999.
• Olli Simula and Esa Alhoniemi. SOM Based Analysis of Pulping Process Data. In Proceedings of International Work-Conference on Artificial and Natural Neural Networks (IWANN '99), volume II, pages 567-577. Springer, 1999.
• Olli Simula, Jussi Ahola, Esa Alhoniemi, Johan Himberg, and Juha Vesanto. Kohonen Maps (E. Oja and S. Kaski, eds.), chapter Self-Organizing Map in Analysis of Large-Scale Industrial Systems. Elsevier, 1999.
• Olli Simula, Juha Vesanto, Esa Alhoniemi, and Jaakko Hollmén. Neuro-Fuzzy Techniques for Intelligent Information Systems (N. Kasabov and R. Kozma, eds.), chapter Analysis and Modeling of Complex Systems Using the Self-Organizing Map. Springer, 1999.
• Juha Vesanto, Esa Alhoniemi, Johan Himberg, Kimmo Kiviluoto, and Jukka Parviainen. Self-Organizing Map for Data Mining in Matlab: the SOM Toolbox. Simulation News Europe, (25):54, March 1999.
• Juha Vesanto, Johan Himberg, Esa Alhoniemi, and Juha Parhankangas. Self-Organizing Map in Matlab: the SOM Toolbox. In Proceedings of the Matlab DSP Conference 1999, pages 35-40, Espoo, Finland, November 1999.
• Esa Alhoniemi. Prosessin mittauksiin perustuva sulfaattisellun keiton analyysi. Licenciate's thesis, Helsinki University of Technology, August 1998. In Finnish.
• Esa Alhoniemi, Jukka Iivarinen, and Leila Koivisto, editors. Triennial report 1994-1996. Neural Networks Research Centre & Laboratory of Computer and Information Science, Otaniemi, Espoo, Finland, March 1997.
• Olli Simula, Esa Alhoniemi, Jaakko Hollmén, and Juha Vesanto. Analysis of Complex Systems Using the Self-Organizing Map. In N. Kasabov, R. Kozma, K. Ko, R. O'Shea, G. Coghill, and T. Gedeon, editors, Proceedings of the 1997 International Conference on Neural Information Processing and Intelligent Information Systems, pages 1313-1317. Springer, 1997.
• Esa Alhoniemi, Olli Simula, and Juha Vesanto. Monitoring and Modeling of Complex Processes Using the Self-Organizing Map. In Proceedings of the International Conference on Neural Information Processing 1996 (ICONIP '96), volume 2, pages 1169-1174, Hong Kong, September 1996.
• Olli Simula, Esa Alhoniemi, Jaakko Hollmén, and Juha Vesanto. Monitoring and modeling of complex processes using hierarchical self-organizing maps. In Proceedings of the 1996 IEEE International Symposium on Circuits and Systems, volume Supplement, pages 73-76. IEEE, May 1996.
• Esa Alhoniemi. Monitoring of Complex Processes Using the Self-Organizing Map. Master's thesis, Helsinki University of Technology, 1995.

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Last modified: Fri Oct 6 14:07:40 EEST 2006