LORE_sa
  • Get started
  • Tabular explanation
    • Learning and explaining German Credit Dataset
    • Loading and preparation of data
      • Learning a Random Forest classfier
    • Explaining the prediction
      • SHAP explainer
      • LORE explainer
      • LIME explainer
    • Learning a different model
      • Learning a Logistic Regressor
    • Explaining the prediction
      • LORE explainer
      • LIME explainer
  • Modules
    • lore_sa.bbox: BlackBox abstract class
      • lore_sa.bbox.AbstractBBox
        • AbstractBBox
    • lore_sa.dataset: Dataset class
      • lore_sa.dataset.Dataset
        • Dataset
      • lore_sa.dataset.TabularDataset
        • TabularDataset
      • lore_sa.dataset.utils
        • prepare_bank_dataset()
    • lore_sa.neighgen: Neighborhood Generator classes
      • lore_sa.neighgen.RandomGenerator
        • RandomGenerator
      • lore_sa.neighgen.GeneticGenerator
        • GeneticGenerator
    • lore_sa.discretizer: Discretizer classes and functions
      • lore_sa.discretizer.Discretizer
        • Discretizer
      • lore_sa.discretizer.RMEPDiscretizer
        • RMEPDiscretizer
    • lore_sa.encoder_decoder: Encoder/Decoder classes and functions
      • lore_sa.encoder_decoder.EncDec
        • EncDec
      • lore_sa.encoder_decoder.OneHotEnc
        • OneHotEnc
      • lore_sa.encoder_decoder.LabelEnc
        • LabelEnc
      • lore_sa.encoder_decoder.TabularEnc
        • TabularEnc
    • lore_sa.explanation: Explanation classes and functions
      • lore_sa.explanation.Explanation
        • Explanation
      • lore_sa.explanation.ExplanationEncoder
        • ExplanationEncoder
      • lore_sa.explanation.ImageExplanation
        • ImageExplanation
      • lore_sa.explanation.MultilabelExplanation
        • MultilabelExplanation
      • lore_sa.explanation.TextExplanation
        • TextExplanation
      • lore_sa.explanation.json2explanation
        • json2explanation()
    • lore_sa.rule: Rule classes and functions
      • lore_sa.rule.Rule
        • Rule
      • lore_sa.rule.RuleEncoder
        • RuleEncoder
      • lore_sa.rule.json2rule
        • json2rule()
      • lore_sa.rule.json2expression
        • json2expression()
      • lore_sa.rule.Expression
        • Expression
    • lore_sa.surrogate: Surrogate classes and functions
      • lore_sa.surrogate.Surrogate
        • Surrogate
      • lore_sa.surrogate.DecisionTreeSurrogate
        • DecisionTreeSurrogate
    • lore_sa.util: Util functions
      • lore_sa.util
        • best_fit_distribution()
        • sigmoid()
        • vector2dict()
LORE_sa
  • Overview: module code

All modules for which code is available

  • lore_sa.bbox.bbox
  • lore_sa.dataset.dataset
  • lore_sa.dataset.tabular_dataset
  • lore_sa.dataset.utils
  • lore_sa.discretizer
  • lore_sa.encoder_decoder.enc_dec
  • lore_sa.encoder_decoder.label_enc
  • lore_sa.encoder_decoder.one_hot_enc
  • lore_sa.encoder_decoder.tabular_encoder
  • lore_sa.explanation
  • lore_sa.neighgen.genetic
  • lore_sa.neighgen.random
  • lore_sa.rule
  • lore_sa.surrogate.decision_tree
  • lore_sa.surrogate.surrogate
  • lore_sa.util

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