10 items found

Groups: sobigdata-eu Social Impact of AI and explainable ML

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  • Method

    Debiaser for Multiple Variables (DEMV)

    DEMV is a Debiaser for Multiple Variables that aims to increase Fairness in any given dataset, both binary and categorical, with one or more sensitive variables, while keeping...
    • ipynb
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  • Dataset

    GiveMeSomeCreditSC

    The GiveMeSomeCredit dataset - https://www.kaggle.com/c/GiveMeSomeCredit - contains different features of borrowers. The task is predicting the financial distress of a...
    • ZIP
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  • Dataset

    Frank Experiments

    Dataset with experimental results for the "Frank" hybrid decision-making system, with simulated users. Features: - CA. Co-evolutionary Accuracy. Accuracy reached by the user...
    • JSON
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  • Dataset

    HANSEN: Spoken Text Authorship Analysis

    HANSEN encom- passes meticulous curation of existing speech datasets accompanied by transcripts, along- side the creation of novel AI-generated spo- ken text datasets....
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  • Dataset

    Medical Dataset

    The medical dataset contains a corpus of fully anonymized clinical text. Each document in the corpus is associated with a set of ICD-9 codes which represents the diagnosis...
    • ZIP
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  • Dataset

    Churn Dataset

    • CSV
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  • Dataset

    German Credit

    In the german credit dataset each one of the 1,000 persons is classified as a good or bad creditor according to attributes like age, sex, checking_account, credit_amount,...
    • CSV
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  • Dataset

    Compas

    The compas dataset contains the features used by the COMPAS algorithm for scoring defendants and their risk (Low, Medium and High), for over $4,000$ individuals. We considered...
    • CSV
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  • Dataset

    Dataset Adult

    The adult dataset includes $48,842$ instances with demographic information like age, workclass, marital-status, race, capital-loss, capital-gain etc. The income attribute...
    • CSV
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  • Experiment

    Minimizing Hitting Time between Disparate Groups with Shortcut Edges

    Experiments on real-world datasets to evaluate the effectiveness of the algorithms proposed in paper...
    • Github
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