By Rainer Schmidt, Heike Weiss, Georg Fuellen (auth.), Petra Perner (eds.)
This e-book constitutes the refereed court cases of the twelfth business convention on information Mining, ICDM 2012, held in Berlin, Germany in July 2012. The 22 revised complete papers awarded have been rigorously reviewed and chosen from ninety seven submissions. The papers are prepared in topical sections on facts mining in medication and biology; facts mining for strength undefined; facts mining in site visitors and logistic; information mining in telecommunication; info mining in engineering; thought in information mining; idea in info mining: clustering; idea in information mining: organization rule mining and determination rule mining.
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Additional info for Advances in Data Mining. Applications and Theoretical Aspects: 12th Industrial Conference, ICDM 2012, Berlin, Germany, July 13-20, 2012. Proceedings
Have Cig. per day ≤ 12 No Neg. Heartburn No Other variants Flatulence Neg. >12 Neg. Pos. No Yes 1st-deg. rel. have gastric cancer 1st-deg. rel. have gastric cancer No Yes Cig. per day Neg. Constipations ≤ 12 Cig. per day Yes No Neg. Age ≤ 57 Neg. Yes No >57 Pos. >12 Pos. ≤5 >5 Neg. Constipations Yes No Age Neg. ≤ 62 >62 Pos. Pos. Neg. Fig. 4. Classiﬁcation tree 36 A. Kirshners, S. Parshutin, and M. Leja not have other tumours AND Have no heartburn AND 1st-degree relatives have gastric cancer THEN result is Negative.
Every time a transaction is executed or a quote is given for a stock, a row is appended to this matrix. Therefore, this matrix grows rapidly while a technology is necessary that allows eﬃcient storage and quick retrieval of the data. com/ P. ): ICDM 2012, LNAI 7377, pp. 38–51, 2012. c Springer-Verlag Berlin Heidelberg 2012 SOHAC: Eﬃcient Storage of Tick Data 39 we will describe in more detail, a straightforward application of such technology leads to suboptimal storage of stock market data. The major reason for the aforementioned storage to be suboptimal is the redundancy of conventional techniques: in case of a straightforward solution, one would use orders of magnitudes more storage space (either disk space or main memory) than required, therefore, storage, access, search and analysis of the data becomes computationally more expensive than necessary.
The experiments were performed using the medical data of patients who ﬁlled the gastric cancer inquiry form. The dataset contained 819 examples where 24 examples (3%) with positive diagnosis and 795 negative examples (97%) where described by 31 attribute ID, target attribute and 29 descriptive attributes. The diagnosis for each patient was assigned using the endoscopy, and it can be seen that in most cases the endoscopy was not necessary, as the ﬁnal result was negative. The main objective of the proposed system is to lessen the false positive rate, simultaneously maintaining high sensitivity.