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Data is no longer stationary assumed to be lying in large stores waiting to be analyzed. Instead, it is now being viewed as a continuously stream, pouring in and constantly changing. Therefore, modern models for data mining have to have an inherent capability - Adaptability. This book presents a novel framework for mining streams, which is capable of automatically detecting and adapting to various types of changes in data, by integrating limited feedback from domain experts.