A novel application of Shapley values for large multidimensional time-series data: Applying explainable AI to a DNA profile classification neural network

Lauren Elborough, Duncan Taylor, Melissa Humphries

The application of Shapley values to high-dimensional, time-series-like data is computationally challenging - and sometimes impossible. For $N$ inputs the problem is $2^N$ hard. In…