Publications by Janne Toivola

2012

9Janne Toivola, Mikko Korpela, and Antti Rasinen. NIP - dynamic Bayesian network library. GitHub, April 2012.
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8Miguel A. Prada, Janne Toivola, Jyrki Kullaa, and Jaakko Hollmén. Three-way analysis of structural health monitoring data. Neurocomputing, 80(0):119–128, March 2012.
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2011

7Janne Toivola and Jaakko Hollmén. Collaborative filtering for coordinated monitoring in sensor networks. In Myra Spiliopoulou, Haixun Wang, Diane Cook, Jian Pei, Wei Wang, Osmar Zaïane, and Xindong Wu, editors, ICDMW 2011 11th IEEE International Conference on Data Mining Workshops, pages 987–994. IEEE, December 2011.
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6Maurizio Bocca, Janne Toivola, Lasse M. Eriksson, Jaakko Hollmén, and Heikki Koivo. Structural health monitoring in wireless sensor networks by the embedded Goertzel algorithm. In IEEE/ACM Second International Conference on Cyber-Physical Systems (ICCPS 2011), pages 206–214. IEEE, April 2011.
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2010

5Miguel A. Prada, Jaakko Hollmén, Janne Toivola, and Jyrki Kullaa. Three-way Analysis of Structural Health Monitoring Data. In Samuel Kaski, David J. Miller, Erkki Oja, and Antti Honkela, editors, 2010 IEEE International Workshop on Machine Learning for Signal Processing (MLSP), pages 256–261. IEEE, August 2010.
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4Janne Toivola, Miguel A. Prada, and Jaakko Hollmén. Novelty detection in projected spaces for structural health monitoring. In Paul R. Cohen, Niall M. Adams, and Michael R. Berthold, editors, Advances in Intelligent Data Analysis IX, volume 6065 of LNCS, pages 208–219, Berlin / Heidelberg, May 2010. Springer.
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2009

3Janne Toivola and Jaakko Hollmén. Feature extraction and selection from vibration measurements for structural health monitoring. In Niall M. Adams, Céline Robardet, Arno Siebes, and Jean-François Boulicaut, editors, Advances in Intelligent Data Analysis VIII, volume 5772 of LNCS, pages 213–224, Berlin / Heidelberg, August 2009. Springer.
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2007

2Robert Gwadera, Janne Toivola, and Jaakko Hollmén. Segmenting multi-attribute sequences using dynamic Bayesian networks. In Anthony K.H. Tung, Quiming Zhu, Naren Ramakrishnan, Osmar R. Zaïane, Yong Shi, Christopher W. Clifton, and Xindong Wu, editors, Proceedings of the Seventh IEEE International Conference on Data Mining — Workshops (ICDM Workshops 2007), pages 465–470, Washington DC, USA, October 2007. IEEE Computer Society.
Info
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1Janne Toivola. Modular specification of dynamic Bayesian networks for time series analysis. Master's thesis, Helsinki University of Technology, Espoo, Finland, January 2007.
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