modification-example.yaml

AVM-Modification:
  NumberOfThreads: -1
  DirectoryToSaveResults: auto
  ResultsToBeSaved: overall-best
  AttributedModel:
    With_Variants: True
    DIMACS-file: some.dimacs
    Feature-file: some_features.txt
    Interactions-file: some_interactions.txt
  Variants:
    Sampling_Method: random
    NumberOfVariants: 100
    Permutation_Method: no_permutation
  NSGAII:
    Population_Size: 100
    Maximum_Generations: 100
    Selection_Algorithm: tournament_selection
    Recombination_Algorithm: universal_CO
  KDE:
    KDE_bandwidth: auto
    NumberOfBins: 100
  Scope_for_Changes:
    Change_Feature: all
    Change_Feature_percentage: 0.1
    Change_Interaction: all
    Change_Interaction_percentage: 0.3
    Change_Operations:
      - Noise_small
      - Noise_big
      - Linear_Transformation
      - Negation
  Noise_small:
    Probability: 0.5
    Mean: 0.0
    Standard_deviation: 0.1
  Noise_big:
    Probability: 0.25
    Mean: 0.0
    Standard_deviation: 3.0
  Linear_Transformation:
    Probability: 0.2
    Operation: addition
    Operand: 22
  Negation:
    Probability: 0.05
  Search_Space:
    Find_common_and_dead_features: True