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Tomasz Michalak

3 accepted papers

2023

On Manipulating Weight Predictions in Signed Weighted Networks

AAAI 2023technical

Adversarial social network analysis studies how graphs can be rewired or otherwise manipulated to evade social network analysis tools. While there is ample literature on manipulating simple networks, more sophisticated network types are much less understood in this respect. In this paper, we focus o…

2022

Improved feature importance computation for tree models based on the Banzhaf value

UAI 2022poster

The Shapley value – a fundamental game-theoretic solution concept – has recently become one of the main tools used to explain predictions of tree ensemble models. Another well-known game-theoretic solution concept is the Banzhaf value. Although the Banzhaf value is closely related to the Shapley val…