www-ai.cs.tu-dortmund.de/LEHRE/FACHPROJEKT/SS12/paper/concept-drift/tsymbal2004.pdf
Microsoft Word - CDReview-7.DOC
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3. Systems for handling concept drift
Probably the first systems capable of handling concept drift were STAGGER (Schlimmer and Granger, 1986), FLORA (Widmer and Kubat, 1996), and IB3 (Aha et al [...] available.
The first instance-based technique capable of handling concept drift is IB3 (Aha et al., 1991). For each case, IB3 calculates the percentage of correct classification at- tempts and compares it with [...] reused later. Not many learners are able to deal with recurring contexts. Those which can include FLORA3 (Widmer and Kubat, 1993), PECS (Salganicoff, 1997), SPLICE (Harries and Sammut, 1998), Local Weights …