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

2024-10-01

Abstract excerpt

<title>Abstract</title> <p>The application of Shapley values to high-dimensional, time-series-like data is computationally challenging - and sometimes impossible. For N inputs the problem is 2N hard. In image processing, clusters of pixels, referred to as superpixels, are used to streamline computations. This research presents an efficient solution for time-series-like data that adapts the idea of superpixels for...

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Literature Corpus work
ac9c2fe3-a254-5b02-a154-849093efe9e3
DOI
10.21203/rs.3.rs-5001559/v1
Open publication

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