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FLARE pull request#38

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Kaysera merged 59 commits intomainKaysera/teacher:mainfrom floreKaysera/teacher:floreCopy head branch name to clipboardFeb 5, 2024

+12,075-97

Commits

Commits on Jun 20, 2022

• Added FDT parameters to Explainer kwargs

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• Fixed LoreNeighborhood instance_membership

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Commits on Jul 6, 2022

• Added fidelity metric

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• Fixed coverage to take all rules into account

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• Added default branch for fuzzy tree

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• Added smoothing in the neighborhood to remove outliers

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• Added counterfactual metrics

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• Added similarity mapping function for rules

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Commits on Jul 7, 2022

• Restructured lore_neighborhood

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• Merge branch 'flore' of https://github.com/Kaysera/teacher-private into flore

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  b66057e

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• Added simmilarity for fuzzy discrete sets

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• Merge branch 'flore' of https://github.com/Kaysera/teacher-private into flore

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Commits on Jul 11, 2022

• Added Sampling neighborhood and d_counterfactual

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• Merge branch 'flore' of https://github.com/Kaysera/teacher-private into flore

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Commits on Jul 12, 2022

• Added normalization for the datasets

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  8c70e32

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• Forced casting to int when decoding

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  f87731c

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• Fixed typo

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Commits on Jul 21, 2022

• Added hashing to rule

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• Added mixed distance for counterfactuals from Guidotti review

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Commits on Jul 22, 2022

• Added fast neighborhood generation

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Commits on Oct 18, 2022

• Added new datasets and changes to discretization

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• Deprecated median_absolute_deviation, now median_abs_deviation

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Commits on Oct 25, 2022

• added multiclass search_counterfactual

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Commits on Oct 29, 2022

• Modified fuzzy discretization to enhance fuzzy entropy speed

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  6bf7ec0

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• Merge branch 'flore' of https://github.com/Kaysera/teacher-private into flore

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  9fa76ad

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Commits on Jan 10, 2023

• Fixed division by zero in distance

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  429e777

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• Added cf_dist parameter and fixed exp_value bug

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  647b5b3

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• Added check to compute instance membership

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  a3bd657

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• Compute instance membership after generating neighborhood

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  ee1d6f5

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• Added array of distances to have multiple methods

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• Added lighter threshold for fuzzy discretization

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  7d99763

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Commits on Jan 31, 2023

• FDT Explainer hit bug fixed

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  32263e0

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• Added threshold to entropy for fuzzy neighborhood

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  098860b

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• Added neighborhood range

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Commits on May 22, 2023

• Added fuzzy binary decision tree

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Commits on May 23, 2023

• Added fuzzy binary tree explainer

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Commits on Jun 8, 2023

• Added jaccard similarity

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Commits on Oct 25, 2023

• added iris and wine to datasets

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  101ca8b

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• Merge branch 'flore' of https://github.com/Kaysera/teacher-private into flore

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Commits on Feb 5, 2024

• Sort columns of new datasets

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  e947dda

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• Added f1_score for multiclass

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• Added max tries to avoid neighborhood getting stuck

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  4864d30

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• Merge branch 'main' into flore

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  b985d33

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• Fixed lint issues

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  af8c476

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• Clean up sampling neighborhood

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  5f5d802

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• Changed bare exception in _lore_neighborhood

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  e43dcea

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• Clean up FDT explainer

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• Clean up FBDT explainer (experimental)

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  51e3d90

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• Clean up and write comments for _counterfactual

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  5974660

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• Added docs for base datasets

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  2715d17

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• Removed unnecessary parameter from FBDT explainer

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  de0c5d0

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• Removed spaces from sign in function declaration and unused code

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• Added comments and docs

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• Extended docs for tree simplification

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• Merge pull request #1 from Kaysera/flore

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• Added datasets to installation

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  e2592d3

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• Skipped LoreNeighborhood tests to deprecate it

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• Merge pull request #2 from Kaysera/flore

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• Added FLARE to readme

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