By David J. Hand (auth.), Allan Tucker, Frank Höppner, Arno Siebes, Stephen Swift (eds.)
This publication constitutes the refereed convention court cases of the twelfth overseas convention on clever information research, which used to be held in October 2013 in London, united kingdom. The 36 revised complete papers including three invited papers have been conscientiously reviewed and chosen from eighty four submissions dealing with every kind of modeling and research tools, regardless of self-discipline. The papers conceal all elements of clever facts research, together with papers on clever aid for modeling and studying info from complicated, dynamical systems.
Read Online or Download Advances in Intelligent Data Analysis XII: 12th International Symposium, IDA 2013, London, UK, October 17-19, 2013. Proceedings PDF
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Extra info for Advances in Intelligent Data Analysis XII: 12th International Symposium, IDA 2013, London, UK, October 17-19, 2013. Proceedings
As we showed in , this problem can be reduced to a Weighted Budgeted Set Coverage (WBSC) problem, which is NP-hard but can be approximated to a constant factor 1− 1e using a greedy method. Indeed, a revealed pattern deﬁned by Ω excludes (‘covers’) a part Ω \ Ω of the data space Ω from the set of possible values for the data x. The larger the probability P (Ω \ Ω ) (the ‘weight’ of the excluded subset), the larger the pattern’s information content − log(P (Ω )). Thus, to ﬁnd a set of patterns that have maximal information content, one has to ﬁnd patterns that jointly exclude a subset from Ω with maximal probability under the initial background distribution.
379–388 (2009) 9. : Projection pursuit. The Annals of Statistics, 435–475 (1985) 10. : An information-theoretic approach to ﬁnding informative noisy tiles in binary databases. In: Proc. of the 2010 SIAM International Conference on Data Mining (SDM) (2010) 11. : Formalizing complex prior information to quantify subjective interestingness of frequent pattern sets. , Tucker, A. ) IDA 2012. LNCS, vol. 7619, pp. 161–171. Springer, Heidelberg (2012) 12. : Subjectively interesting alternative clusterings.
Time Point estimation examples: both presented time points were measured at late stage with use of three independent data sets Fig. 6. Estimation absolute error of the test set removing the three peptides that allow the highest increase of the correlation coefficient during each calculation. Therefore, we obtain from each replicate one time point that represents the highest obtained correlation coefficient. By computing the mean of the 29 resulting time points, we determined the time point at which the measurement of the 58 peptides was performed.