2024
DOI: 10.1007/s40747-024-01547-4
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A counterfactual explanation method based on modified group influence function for recommendation

Yupu Guo,
Fei Cai,
Zhiqiang Pan
et al.

Abstract: In recent years, recommendation explanation methods have received widespread attention due to their potentials to enhance user experience and streamline transactions. In scenarios where auxiliary information such as text and attributes are lacking, counterfactual explanation has emerged as a crucial technique for explaining recommendations. However, existing counterfactual explanation methods encounter two primary challenges. First, a substantial bias indeed exists in the calculation of the group impact functi… Show more

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