Research Article

Cost-Sensitive Classification for Evolving Data Streams with Concept Drift and Class Imbalance

Table 1

Description of the datasets.

Data stream# Inst# Attrs# ClsIRDrift

HyperPlane1 m1025Gradual
SEA1 m3410Sudden, recurring
LED1 m24103Mixted
Rotating spiral1 m40319None
Spam932450074Unkown
Sensor221980355454Unkown
Electricity4531210101Unkown
Airlines539 383722Unknown