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)