English

Less is More: Towards Sustainability-Aware Persuasive Explanations in Recommender Systems

Information Retrieval 2024-10-01 v1

Abstract

Recommender systems play an important role in supporting the achievement of the United Nations sustainable development goals (SDGs). In recommender systems, explanations can support different goals, such as increasing a user's trust in a recommendation, persuading a user to purchase specific items, or increasing the understanding of the reasons behind a recommendation. In this paper, we discuss the concept of "sustainability-aware persuasive explanations" which we regard as a major concept to support the achievement of the mentioned SDGs. Such explanations are orthogonal to most existing explanation approaches since they focus on a "less is more" principle, which per se is not included in existing e-commerce platforms. Based on a user study in three item domains, we analyze the potential impacts of sustainability-aware persuasive explanations. The study results are promising regarding user acceptance and the potential impacts of such explanations.

Keywords

Cite

@article{arxiv.2409.18690,
  title  = {Less is More: Towards Sustainability-Aware Persuasive Explanations in Recommender Systems},
  author = {Thi Ngoc Trang Tran and Seda Polat Erdeniz and Alexander Felfernig and Sebastian Lubos and Merfat El-Mansi and Viet-Man Le},
  journal= {arXiv preprint arXiv:2409.18690},
  year   = {2024}
}

Comments

The paper was accepted for publication and will be presented in the LBR track of RecSys 2024, 14.- 18. October 2024, Bari, Italy