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We are primarily concerned with analyzing data in various forms - web logs, hypertext, XML, databases, signals and images - in order to characterize and understand the underlying phenomena. Some of our approaches use neurobiologically inspired models while others are more closely related to statistical methods or machine learning and AI techniques.