Research Article

Classifying Vehicle Activity to Improve Point of Interest Extraction

Table 8

Frequency of features within the top 10 selected by mRMR for all 12 base clustering and merge threshold combinations.

SignalFeatureFrequency

Gear positionAverage12
Vehicle speedAverage12
Passenger door statusAverage12
Combined seatbelt statusAverage10
Steering wheel angleStandard deviation9
Stop-start statusMinimum7
Driver window positionAverage7
Lock statusAverage7
Steering wheel angleRange5
Steering wheel angleTime above average4
Passenger door statusMinimum4
Passenger door statusRange4
Lock statusMinimum4
Vehicle speedTime above average3
Engine (on/off)Range3
Driver window positionRange3
Indicator statusAverage2
Steering wheel angleMaximum2
Vehicle speedMaximum2
Vehicle speedMinimum2
Driver window positionMaximum2
Vehicle speedStandard deviation1
Engine (on/off)Minimum1
Stop-start statusRange1
Passenger seatbelt statusDelta1