Skip to main content

Table 4 Maximum memory requirements for storing the models

From: Learning in the presence of concept recurrence in data stream clustering

Dataset Learning strategy Model storage
KDD Fixed window 66,240 elements (234 kb)
KDD Explicit drift 48,300 elements (386 kb)
Activity Fixed window 66,240 elements (234 kb)
Activity Explicit drift 10,780 elements (86 kb)
Synthetic Fixed window 3150 elements (25.2 kb)
Synthetic Explicit drift 35,280 elements (282 kb)
Weather Fixed window 17,468 elements (139 kb)
Weather Explicit drift 594 elements (4 kb)
Stock data Fixed window 999 elements (8 kb)
Stock data Explicit drift 117 elements (< 1 kb)