The two-volume set LNAI 7301 and 7302 constitutes the refereed proceedings of the 16th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2012, held in Kuala Lumpur, Malaysia, in May 2012. The total of 20 revised full papers and 66 revised short papers were carefully reviewed and selected from 241 submissions. The papers present new ideas, original research results, and practical development experiences from all KDD-related areas. The papers are organized in topical sections on supervised active, ensemble, rare-class and online; unsupervised clustering, probabilistic modeling in the first volume and on pattern networks, graphs, time-series and outlier detection, and data pre-processing and dimension reduction in the second volume.
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