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The book offers a selection of papers presented at the international symposium 'Intelligent Information Systems X' held in Zakopane, Poland. The papers report on progress in theory and applications of broadly understood artificial intelligence, including machine learning, knowledge discovery, knowledge based systems and reasoning, intelligent statistical analysis and soft computing (i.e. fuzzy and rough sets, neural networks, evolutionary algorithms and artificial immune systems). Interesting new theoretical results are presented and their practical applicability demonstrated. The volume also suggests challenging new research issues. TOC:Rule and Decision Tree Learning.- Unsupervised Learning.- Biologically Motivated Methods.- Learning and Reasoning Under Uncertainty.- Logical Foundations on AI.