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This book contains the papers presented during the 3rd International Workshop on Text Mining and its Applications held in Athens, Greece. This workshop is the final event of the activities of a network of excellence in the area of text mining and its applications. Knowledge Mining includes contributions in the areas of: Document processing, visualization techniques, Web mining, Text mining, or knowledge management.