
Big Data
Big DataAdaptive Parameter-free Learning from Evolving Data Streams
Data streams pose several challenges on data mining algorithm design. Limited use of resources (time and memory) is one. The necessity of dealing with data whose nature or distribution changes over time is another fundamental one. Dealing with time-changing data requires in turn strategies for detecting and quantifying change, forgetting stale examples, and for model ...