Read e-book online Advances in Knowledge Discovery and Data Mining: 10th PDF

By David J. Hand (auth.), Wee-Keong Ng, Masaru Kitsuregawa, Jianzhong Li, Kuiyu Chang (eds.)

ISBN-10: 3540332065

ISBN-13: 9783540332060

The Pacific-Asia convention on wisdom Discovery and knowledge Mining (PAKDD) is a number one overseas convention within the zone of information mining and data discovery. This 12 months marks the 10th anniversary of the winning annual sequence of PAKDD meetings held within the Asia Pacific sector. It was once with excitement that we hosted PAKDD 2006 in Singapore back, because the inaugural PAKDD convention was once held in Singapore in 1997. PAKDD 2006 maintains its culture of offering a global discussion board for researchers and practitioners to percentage their new rules, unique study effects and functional improvement reports from all facets of KDD facts mining, together with facts cleansing, info warehousing, info mining ideas, wisdom visualization, and information mining functions. This 12 months, we obtained 501 paper submissions from 38 international locations and areas in Asia, Australasia, North the United States and Europe, of which we permitted sixty seven (13.4%) papers as ordinary papers and 33 (6.6%) papers as brief papers. The distribution of the authorised papers used to be as follows: united states (17%), China (16%), Taiwan (10%), Australia (10%), Japan (7%), Korea (7%), Germany (6%), Canada (5%), Hong Kong (3%), Singapore (3%), New Zealand (3%), France (3%), united kingdom (2%), and the remaining from a variety of nations within the Asia Pacific region.

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Therefore SWS preserve the characteristics. Based on concept above we can use a simple iterative least-squares approach because the algorithm only requires “Weak” learning algorithms. 2 Weak-to-Strong Stage In this stage, we make use of the kernel trick for “Weak” algorithm to work in high dimensional spaces and finally improve the performances. According to the classifica- 18 Q. Qiang and Q. He tion performance, multiclass classifier obtained by our algorithm becomes a much more “Strong” learning algorithm.

Data mining techniques are being investigated to find out who the suspicious people are and who is capable of carrying out terrorist activities. One particular security application that can benefit from data mining is surveillance. We need to build infrastructures to conduct surveillance so that we can determine who might be suspicious. However, we also need to protect the privacy of the individuals who are law abiding citizens. This presentation will first discuss data mining for surveillance applications.

C Springer-Verlag Berlin Heidelberg 2006 Similarity-Based Sparse Feature Extraction 31 structure in the data. MDS at the second stage of Isomap does not give an efficient way to compute low dimensional representation for a new data point. Moreover, MDS may not give optimal dimension reduction for classification. In this paper, we propose a new approach which combines a linear dimension reduction and local manifold learning through the similarity-based sparse feature representation. We learn local manifolds from the neighborhood configuration.

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Advances in Knowledge Discovery and Data Mining: 10th Pacific-Asia Conference, PAKDD 2006, Singapore, April 9-12, 2006. Proceedings by David J. Hand (auth.), Wee-Keong Ng, Masaru Kitsuregawa, Jianzhong Li, Kuiyu Chang (eds.)

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