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Table 1 Initial and final features for each feature set after feature selection

From: Machine learning classification of multiple sclerosis patients based on raw data from an instrumented walkway

Initial standard features

Final standard features

Standard set

 Step time

 

 Step velocity

Step velocity

 Single support time

Simple support time

 Double support time

Double support time

 Stance time

Stance time

 Toe angle (signed)

 Toe angle (signed)

  Step length

Step length

  Step width

Step width

  Stride length

Stride length

  Stride width

Stride width

  Foot type

Foot type

Augmented set

 Step time

 

  Step velocity

Step velocity

  Single support time

Single support time

  Double support time

Double support time

 Stance time

 

  Toe angle (unsigned)

Toe angle (unsigned)

  Step length

Step length

  Step width

Step width

  Stride length

Stride length

  Stride width

Stride width

  Foot type

Foot type

  Toe direction (in/out)

Toe direction (in/out)

  Hull area

Hull area

  Base of support area (BOS Area)

Base of support area (BOS area)

 Line of progression deviation angle (LOP deviation angle)

 

  Foot length

Foot length

  Foot width

Foot width

  Foot area

Foot area