Publications by Jaakko Talonen

2012

15Miki Sirola and Jaakko Talonen. Self-organizing map based visualization techniques and their assessment. International Journal of Computing, 11(Vol.11,Issue 2):96–103, September 2012.
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14Miki Sirola and Jaakko Talonen. Combining neural methods and knowledge-based methods in accident management. Advances in Artificial Neural Systems, 2012(534683):6, July 2012.
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13Jaakko Talonen, Miki Sirola, and Mika Sulkava. Network Visualization of Car Inspection Data using Graph Layout. In DATA ANALYTICS 2012, The First International Conference on Data Analytics, pages 39–42, 2012.
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12Jaakko Talonen, Mika Sulkava, and Miki Sirola. The Finnish Car Rejection Reasons Shown in an Interactive SOM Visualization Tool. In Pablo A. Estévez, José C. Príncipe, and Pablo Zegers, editors, Advances in Self-Organizing Maps, volume 198 of Advances in Intelligent Systems and Computing, pages 325–334. Springer, 2012.
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2011

11Miki Sirola and Jaakko Talonen. New visualization techniques and their assessment. In Proceedings of the 6th IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems (IDAACS), 2011.
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10Miki Sirola and Jaakko Talonen. Self-organizing map in process visualization. In 15th Int. Conf. on Knowledge-Based and Intelligent Information & Engineering Systems: KES2011, 2011.
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9Jaakko Talonen and Miki Sirola. Modelling hypothetical wage equation by neural networks. In Timo Honkela, Włodzisław Duch, Mark Girolami, and Samuel Kaski, editors, Artificial Neural Networks and Machine Learning – ICANN 2011, volume 6792 of Lecture Notes in Computer Science, pages 381–388. Springer, 2011.
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8Jaakko Talonen and Mika Sulkava. Analyzing Parliamentary Elections Based on Voting Advice Application Data. In The Tenth International Symposium on Intelligent Data Analysis (IDA), pages 340–351, 2011.
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2010

7Miki Sirola, Jaakko Talonen, Jukka Parviainen, and Golan Lampi. Decision support with data-analysis methods in a nuclear power plant. Technical Report TKK-ICS-R29, Aalto University, School of Science and Technology, Department of Information and Computer Science, Espoo, Finland, March 2010.
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6Jaakko Talonen, Miki Sirola, and Eimontas Augilius. Modelling power output at nuclear power plant by neural networks. In Konstantinos Diamantaras, Wlodek Duch, and Lazaros S. Iliadis, editors, Artificial Neural Networks – ICANN 2010, volume 6352 of Lecture Notes in Computer Science, pages 46–49. Springer, 2010.
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2009

5Jaakko Talonen and Miki Sirola. Abnormal Process State Detection by Cluster Center Point Monitoringin BWR Nuclear Power Plant. In Proceedings of the 2009 International Conference on Data Mining (DMIN), volume I, II, July 2009.
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4Miki Sirola, Jaakko Talonen, and Golan Lampi. SOM based methods in early fault detection of nuclear industry. In Proceedings of the 17th European Symposium On Artificial NeuralNetworks ESANN'09, April 2009.
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3Jaakko Talonen and Miki Sirola. Generated Control Limits as a Basis of Operator-Friendly Process Monitoring. In Proceedings of the 5th IEEE International Workshop on Intelligent Data Acquisition and Advanced Computing Systems (IDAACS), 2009.
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2008

2Miki Sirola, Jukka Parviainen, Jaakko Talonen, Golan Lampi, Tuomas Alhonnoro, and Risto Hakala. Early fault detection with SOM based methods and visualizations - new contents for wide monitoring screens. EHPG-Meeting of OECD Halden Reactor Project, May 2008.
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1Jaakko Talonen, Miki Sirola, and Jukka Parviainen. Leakage Detection by Adaptive Process Modeling. In Proceedings of DMIN'08, pages 49 – 52, 2008.
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