Read e-book online Advances in Data Mining. Applications in Medicine, Web PDF

By Rainer Schmidt, Tina Waligora (auth.), Petra Perner (eds.)

ISBN-10: 3540360360

ISBN-13: 9783540360360

ISBN-10: 3540360379

ISBN-13: 9783540360377

The business convention on facts Mining ICDM-Leipzig used to be the 6th occasion in a sequence of annual occasions which begun in 2000. we're happy to notice that the subject info mining with particular emphasis on real-world purposes has been followed through such a lot of researchers worldwide into their examine paintings. We bought 156 papers from 19 various international locations. the most issues are facts mining in drugs and advertising and marketing, internet mining, mining of pictures and signs, theoretical facets of knowledge mining, and elements of information mining that package deal a chain of other info mining purposes reminiscent of intrusion detection, wisdom administration, production procedure keep watch over, time-series mining and felony investigations. this system Committee labored tough with the intention to choose the easiest papers. The reputation fee used to be 30%. most of these chosen papers are released during this court cases quantity as lengthy papers as much as 15 pages. in addition we put in a discussion board the place paintings in growth used to be provided. those papers are accumulated in a distinct poster complaints quantity and exhibit once again the potentials and engaging advancements of information mining for various purposes. 3 new workshops were verified in reference to ICDM: (1) Mass facts research on photographs and signs, MDA 2006; (2) info Mining for all times Sciences, DMLS 2006; and (3) facts Mining in advertising and marketing, DMM 2006. those workshops are constructing new issues for information mining below the element of the particular software. we're happy to determine what percentage fascinating advancements are occurring in those fields.

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Read Online or Download Advances in Data Mining. Applications in Medicine, Web Mining, Marketing, Image and Signal Mining: 6th Industrial Conference on Data Mining, ICDM 2006, Leipzig, Germany, July 14-15, 2006. Proceedings PDF

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Extra resources for Advances in Data Mining. Applications in Medicine, Web Mining, Marketing, Image and Signal Mining: 6th Industrial Conference on Data Mining, ICDM 2006, Leipzig, Germany, July 14-15, 2006. Proceedings

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In general, to calculate a distortion measure between two vectors x and y, D(x, y), is to calculate a cost of reproducing any input vector x as a reproduction of vector y. Given such a distortion measure, the mismatch between two signals can be quantified by an average distortion between the input and the final reproduction. Intuitively, a match of the two patterns is good if the average distortion is small. The long-termed sample average can be expressed as [21] 1 n→∞ n n D(xi , yi ) lim (17) i=1 If the vector process is stationary and ergodic, then the limit exists and equals to the expectation of D(xi , yi ).

In this paper, we introduce a novel measure of similarity between two biological sequences without the need of alignment. The method is based on the concept of spectral distortion measures developed for signal processing. The proposed method was tested using a set of six DNA sequences taken from Escherichia coli K-12 and Shigella flexneri, and one random sequence. It was further tested with a complex dataset of 40 DNA sequences taken from the GenBank sequence database. The results obtained from the proposed method are found superior to some existing methods for similarity measure of DNA sequences.

16. : Frequency-domain analysis of biomolecular sequences, Bioinformatics 16 (2000) 1073-1082. 17. : Genomic signal processing, IEEE Signal Processing Magazine 18 (2001) 8-20. 18. : Linear prediction: a tutorial review, Proc. IEEE 63 (1975) 561-580. 19. Rabiner, L. : Fundamentals of Speech Recognition. New Jersey, Prentice Hall, 1993. 20. K. 4. Boston, PWS Publishing, 1997. 21. : Vector quantization, IEEE ASSP Mag. 1 (1984) 4-29. 22. Itakura, F. and S. : A statistical method for estimation of speech spectral density and formant frequencies, Electronics and Communications in Japan 53A (1970) 36-43.

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Advances in Data Mining. Applications in Medicine, Web Mining, Marketing, Image and Signal Mining: 6th Industrial Conference on Data Mining, ICDM 2006, Leipzig, Germany, July 14-15, 2006. Proceedings by Rainer Schmidt, Tina Waligora (auth.), Petra Perner (eds.)

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