Next: About this document ...
Up: macadamia
Previous: Dual Degrees
- Alpaydin, 2004
- Alpaydin][2004]Alpaydin2004
Alpaydin, E. (2004).
Introduction to machine learning.
The MIT Press.
- Bishop, 2006
- Bishop][2006]Bishop2006
Bishop, C. (2006).
Pattern recognition and machince learning.
Springer-Verlag.
- Ham & Kostanic, 2001
- Ham and Kostanic][2001]Ham2001
Ham, F., & Kostanic, I. (2001).
Principles of neurocomputing for science & engineering.
McGraw-Hill.
- Hand et al., 2001
- Hand et al.][2001]Hand2001
Hand, D., Mannila, H., & Smyth, P. (2001).
Principles of data mining.
Adaptive Computation and Machine Learning Series. MIT Press.
- Haykin, 1998
- Haykin][1998]Haykin1998
Haykin, S. (1998).
Neural networks: A comprehensive foundation, 2nd ed.
Prentice-Hall.
- Hollmén & Raiko, 2008
- Hollmén and
Raiko][2008]Hollmen_tml_2008
Hollmén, J., & Raiko, T. (2008).
Learning mixture models - courseware for finite mixtures of
Bernoulli distributions.
Teaching Machine Learning: Workshop on open problems and new
directions.
Saint-Étienne, France.
- Huang et al., 2006
- Huang et al.][2006]Huang2006
Huang, G.-B., Zhu, Q.-Y., & Siew, C.-K. (2006).
Extreme learning machine: theory and applications.
Neurocomputing, 70, 489-501.
- Hyvärinen et al., 2001
- Hyvärinen et al.][2001]Hyvarinen2001
Hyvärinen, A., Karhunen, J., & Oja, E. (2001).
Independent component analysis.
John Wiley & Sons.
- Hyvärinen & Oja, 2000
- Hyvärinen and Oja][2000]HyvOja2000
Hyvärinen, A., & Oja, E. (2000).
Independent component analysis: algorithms and applications.
Neural Networks, 13, 411-430.
- Kohonen, 1995
- Kohonen][1995]Kohonen95
Kohonen, T. (1995).
Self-organizing maps.
Springer-Verlag.
- Mannila & Toivonen, 1998
- Mannila and Toivonen][1998]Mannila1998
Mannila, H., & Toivonen, H. (1998).
Knowledge discovery in databases: the search for frequent
patterns.
Available at
http://www.cis.hut.fi/Opinnot/T-61.5060/t122103-2003.pdf.
- Oja et al., 2007
- Oja et al.][2007-]Macadamia
Oja, E., Simula, O., Karhunen, J., Mannila, H., & Kaski, S. (2007-).
Macadamia: Master's programme in machine learning and data mining.
Academic coordinator: T. Raiko. http://www.cis.hut.fi/macadamia/.
- Ware, 2004
- Ware][2004]Ware2004
Ware, C. (2004).
Information visualization: Perception for design, 2nd edition.
Morgan Kaufmann.
Tapani Raiko
2008-06-02