Naive Dataset-wise Attribution Methods

Naive alternatives to Integrated Gradient Correlation (IGC).

Note

For demonstration purposes only

Note

Welford’s online algorithm [Wel62] is used for the computation of mean, standard deviation, and correlation statistics (see wikipedia).

igc.naive

IntGradMeanStd(module[, dataset, ...])	Mean/std of the IG distribution over the dataset (IGms).
NaiveCorrelation(module, dataset[, ...])	Naive input/output correlation.
NaiveTTest(module, dataset[, dtld_kwargs, ...])	Naive two-sample t-tests between inputs corresponding to categories based on outputs characteristics.