By Juan M. Corchado, M. Lourdes Borrajo, María A. Pellicer, J. Carlos Yáñez (auth.), Petra Perner (eds.)

ISBN-10: 3540240543

ISBN-13: 9783540240549

ISBN-10: 3540301852

ISBN-13: 9783540301851

The commercial convention on facts Mining ICDM-Leipzig used to be the fourth assembly in a chain of annual occasions which began in 2000, prepared via the Institute of laptop imaginative and prescient and utilized desktop Sciences (IBaI) in Leipzig. The venture of the convention is to assemble researchers and folks from with the intention to talk about jointly new developments and purposes in facts mining. This yr a large spectrum of labor of other purposes used to be offered starting from picture mining, medication and biotechnology, administration and environmental keep watch over, to telecommunications. in addition to that an commercial exhibition confirmed the profitable program of knowledge mining tools via industries in numerous parts corresponding to clinical units, mass facts administration structures, information mining instruments, and so forth. in the course of the dialogue many tasks have been encouraged resulting in new and joint paintings. The fruitful discussions, the alternate of principles and the spirit of the convention made it a notable occasion for each side, and study. we wish to precise our appreciation to the reviewers for his or her certain and hugely specialist paintings. We enjoy the assistance and figuring out of the editorial employees at Springer and particularly Alfred Hofmann, who supported the book of those court cases within the LNAI sequence. final, yet no longer least, we want to thank all audio system, members and commercial exhibitors who contributed to the good fortune of the convention. we're expecting welcoming you to ICDM 2005 (www.data-mini- forum.de) and to the hot paintings you'll current there.

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Extra resources for Advances in Data Mining: Applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications; 4th Industrial Conference on Data Mining, ICDM 2004, Leipzig, Germany, July 4 -7, 2004, Revised Selected Paper

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29. : Similarity, Separability and the triangle inequality. Psychological Review 89 (1982) 123–154. 30. : Similarity Retrieval in Case-Based Reasoning Systems, Applied Artificial Intelligence 12 (1998), 267- 288. 31. : Design issues in fuzzy case-based reasoning, Fuzzy Sets and Systems 117 (2001) 251-267. Improving the K-NN Classification with the Euclidean Distance Through Linear Data Transformations1 Leon Bobrowski1,2 and Magdalena Topczewska1 1 2 Faculty of Computer Science, Bialystok Technical University Institute of Biocybernetics and Biomedical Engineering, PAS, Warsaw Abstract.

Therefore CBR systems update (with every retain step) their case-bases and evolve with their environment. CBR systems represent a methodology that requires the use of different techniques in each of the four stages. In this particular problem the case memory is indexed and the cases are classified with the help of the Beta-cooperative learning technique previously presented. The knowledge necessities are classified and once a new one is identified or reviewed the Beta-cooperative learning technique is recalled to identify similar knowledge necessities.

9. No. 3. 2. Pal S. , Dillon T. S. and Yeung D. S. (2000) Soft Computing in Case-based Reasoning. ). K. 3. Seung H. , Socci N. , and Lee D. (1998) The Rectified Gaussian Distribution, Advances in Neural Information Processing Systems, 10. 350 (1998). 4. Fyfe C. (1996) A Neural Network for PCA and Beyond, Neural Processing Letters, 6: 33-41. 5. Oja E. (1989) Neural Networks, Principal Components and Subspaces, International Journal of Neural Systems, 1:61-68. 6. Friedman J. and Tukey J. (1974) A Projection Pursuit Algorithm for Exploratory Data Analysis.

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Advances in Data Mining: Applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications; 4th Industrial Conference on Data Mining, ICDM 2004, Leipzig, Germany, July 4 -7, 2004, Revised Selected Paper by Juan M. Corchado, M. Lourdes Borrajo, María A. Pellicer, J. Carlos Yáñez (auth.), Petra Perner (eds.)


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