J. Myllykangas, J. Himberg, T. Böhling, B. Nagy, J. Hollmen, and S. Knuutila. DNA copy number amplification of human neoplasms. Oncogene 25:55(7324-7332), 2006. [doi:10.1038/sj.onc.1209717]
F. Esposito, T. Scarabino, A. Hyvärinen, J. Himberg, E. Formisano, S. Comani, G. Tedeschi, R. Goebel, E. Seifritz and F. Di Salle. Independent component analysis of fMRI group studies by self-organizing clustering. Neuroimage, 25:1(193-205) [doi:10.1016/j.neuroimage.2004.10.042]
J. Himberg, A. Hyvärinen, and F. Esposito. Validating the independent
components of neuroimaging time-series via clustering and
visualization. Neuroimage, 22:3(1214-1222), 2004.
PDF (900 kB).
J. Mäntyjärvi, P. Huuskonen, and J. Himberg. Collaborative Context Determination to Support Mobile Terminal Applications. IEEE Wireless Communications, 9(5):39-45, 2002.
J. Mäntyjärvi, K. Nybergh, J. Himberg, and K. Hjelt. Touch Detection System for Mobile Terminals, In Proc. MobileHCI'04. (short paper). In series Lecture Notes in Computer Science, vol. 3160. Springer-Verlag.
J. Mäntyjärvi, J. Himberg, P. Kangas, U. Tuomela, and P. Huuskonen. Sensor Signal Data Set for Exploring Context Recognition of Mobile Devices In Workshop "Benchmarks and a database for context recognition" in conjuction with the 2nd Int. Conf. on Pervasive Computing (PERVASIVE 2004), April 18-23, Linz/Vienna, Austria, 2004. (PDF)
J.A. Flanagan, J. Himberg, and J. Mäntyjärvi. A Hierarchical Approach to Learning Context and Facilitating User Interaction in Mobile Devices, in Artificial Intelligence in Mobile System 2003 (AIMS 2003) (in conjunction with Ubicomp 2003, October 12, Seattle, USA.
J. Himberg, J. A. Flanagan, and J. Mäntyjärvi. Towards Context
Awareness Using Symbol Clustering Map. In Proc. Workshop for
Self-Organizing Maps 2003 (WSOM2003), pp. 249-254, Kitakyushu, Japan,
2003.
PDF (450 kB)
J. Himberg and A. Hyvärinen. Icasso: software for investigating the
reliability of ICA estimates by clustering and visualization. In
Proc. 2003 IEEE Workshop on Neural Networks for Signal Processing
(NNSP2003), pp. 259-268, Toulouse, France, 2003.
PDF (700 kB).
J. Himberg, J. Häkkilä, P. Kangas, and J. Mäntyjärvi. On-line personalization of a touch screen based keyboard. In Proceedings of the 2003 International Conference on Intelligent User Interfaces (IUI 2003), pp. 77-84, Miami, Florida, USA, 2003. ACM Press. (download paper from the conference website)
J. Mäntyjärvi, J. Himberg, and P. Huuskonen. Collaborative context
recognition for handheld devices. In Proceedings of the First IEEE
International Conference on Pervasive Computing and Communications
(PerCom 2003), pp. 161-168, Dallas-Fort Worth, Texas, USA, 2003.
DOC (450 kB).
J. A. Flanagan, J. Mäntyjärvi, and J. Himberg. Unsupervised clustering of symbol strings and context recognition. In Proceedings of the 2002 IEEE International Conference on Data Mining (ICDM 2002), pp. 171-178, Maebashi, Japan, 2002.
J. Himberg, K. Korpiaho, H. Mannila, J. Tikanmäki, and
H.T.T. Toivonen. Time series segmentation for context recognition in
mobile devices. In Proceedings of the 2001 IEEE International
Conference on Data Mining (ICDM 2001), pp. 203-210, San José,
California, USA, 2001.
PS (400 kB).
J. Himberg and A. Hyvärinen. Independent Component Analysis for Binary
Data: an Experimental Study. In Proceedings of the 3rd International
Workshop on Independent Component Analysis and Blind Signal Separation
(ICA2001), pp. 552-556, San Diego, California, USA, 2001.
PDF
J. Himberg, J. Mäntyjärvi, and P. Korpipää. Using PCA and ICA for
exploratory data analysis in situation awareness. In Proceedings of
the 2001 IEEE International Conference on Multisensor Fusion and
Integration for Intelligent Systems (MFI 2001), pp. 127-131,
Baden-Baden, Germany, 2001.
PDF
(1 MB)
J. Mäntyjärvi, J. Himberg, and T. Seppänen. Recognizing human motion with multiple acceleration sensors. In Proceedings of the 2001 IEEE International Conference on Systems, Man, and Cybernetics, vol. 2, pp. 747-752, Tucson, Arizona, USA, 2001.
J. Mäntyjärvi, J. Himberg, P. Korpipää, and H. Mannila. Extracting the Context of a Mobile Device User. In Proceedings of the 8th IFAC IFAC/IFIP/IFORS/IEA Symposium on Analysis, Design, and Evaluation of Human-Machine Systems (IFAC HMS 2001), pp. 450-500, Kassel, Germany, 2001.
J. Himberg. A SOM based cluster visualization and its application for
false coloring. In Proceedings of the IEEE-INNS-ENNS International
Joint Conference on Neural Networks (IJCNN 2000), vol. 3, pp. 587-592,
Como, Italy, 2000.
PS
(6 MB)
E. Alhoniemi, J. Himberg, and J. Vesanto, Probabilistic measures for responses of Self-Organizing Map units. In Proceedings of the International ICSC Congress on Computational Intelligence Methods and Applications (CIMA'99), pp. 279-285, Rochester, New York, United States, 1999. ICSC Academic Press.
J. Himberg. Enhancing the SOM-based Visualization by Linking Different
Data Projections. In Proceedings of the First International Symposium
on Intelligent Data Engineering and Learning (IDEAL'98), pp. 427-434,
Hong Kong, 1998. Springer.
PS (300 kB) (color version)
J. Vesanto, J. Himberg, M. Siponen, and O. Simula. Enhancing SOM based Visualization. In Proceedings of the 5th International Conference on Soft Computing and Information/Intelligent Systems (IIZUKA'98), pp. 64-67, Iizuka, Japan, 1998. World Scientific.
J. Himberg and O. Simula. Analyzing an Automatic Call Distribution System Using the Self-Organizing Map. In Proceedings of the 1997 Finnish Signal Processing Symposium (FINSIG'97), pp. 153-157, Pori, Finland, 1997.
O. Simula, J. Ahola, E. Alhoniemi, J. Himberg, and J. Vesanto. The Self-Organizing Maps in Analysis of Large-Scale Industrial Systems. In E. Oja and S. Kaski, eds., Kohonen Maps, pp. 375-387. Elsevier, 1999.
J. Vesanto, J. Himberg, E. Alhoniemi, and J. Parhankangas, SOM Toolbox for Matlab 5, Technical Report A57, Helsinki University of Technology, Neural Networks Research Centre, 2000.
J. Vesanto, J. Himberg, E. Alhoniemi and J. Parhankangas, "Self-organizing map in Matlab: the SOM Toolbox", In Proceedings of the MATLAB Digital Signal Processing Conference, pp. 35-40, Espoo, Finland, 1999.
You are at: CIS → All publications - Himberg
Page maintained by webmaster@cis.hut.fi, last updated Thursday, 09-Aug-2007 11:07:01 EEST