Pattern Recognition, literature

Course book

Theodoridis, Koutroumbas: Pattern Recognition, 2nd ed., Elsevier, Amsterdam, 2003 (selected parts)

Related books

R. Schalkoff: Pattern Recognition. Statistical, Structural, and Neural Approaches. John Wiley & Sons, Inc., 1992.
An optional book, used in the earlier courses, not so comprehensive as Theodoridis-Koutroumbas

R.O. Duda, P.E. Hart: Pattern Classification and Scene Analysis. John Wiley & Sons, Inc., 1973.
Classic text in the field.

R.O.Duda, P.E. Hart, and D.G. Storck: Pattern Classification. 2nd ed., Wiley, 2001.
New edition from the classic text

C.M. Bishop: Neural Networks for Pattern Recognition. Clarendon Press, Oxford, 1996.

E. Oja: Subspace Methods of Pattern Recognition. John Wiley & Sons, Inc., 1983.
Basic book about the Subspace methods.

A. Hyvärinen, J. Karhunen, and E. Oja: Independent Component Analysis. Wiley, 2001

Yoh-Han Pao: Adaptive Pattern Recognition and Neural Networks. Addison-Wesley, Reading, MA, 1989.

J. Sklansky and G.N. Wassel: Pattern Classifiers and Trainable Machines. Springer Verlag, New York, 1981.
Include good theoretical approach to the classifiers.

H. Niemann: Klassifikation von Mustern. Springer Verlag, Berlin, 1983.

P. A. Devijver and J. Kittler, Pattern Recognition: A Statistical Approach. Prentice-Hall International, Englewood Cliffs, NJ, 1980.
Presentation about the statistical basis of PR.

K. Fukunaga, Introduction to Statistical Pattern Recognition. 2nd Ed. Academic Press, New York, 1990.
Useful basic book.

D. J. Hand, Discrimination and Classification. John Wiley and Sons, Chichester, UK, 1981.

S. Haykin: Neural Networks. MacMillan, NY, 1993.

E. Gose, R. Johnsonbaugh and S. Jost, Pattern Recognition and Image Analysis,Prentice-Hall, Upper Saddle River, NJ, 1996.

B. Ripley, Pattern Recognition and Neural Networks,Cambridge University Press, Cambridge, 1996.

J. Schuermann, Pattern classification, a unified view of statistical and neural approaches,John Wiley & Sons, New York, 1996.

G.J. McLachlan, Discriminant Analysis and Statistical Pattern Recognition,John Wiley and Sons, New York, 1992.

C.W. Therrien: Decision, Estimation, and Classification: An Introduction to Pattern Recognition and Related Topics. Wiley, New York, 1989.

Eero Hyvönen, Ilkka Karanta ja Markku Seppänen (toim.): Tekoälyn ensyklopedia. Oy Gaudeamus Ab, 1993.