Towards Long-term Fairness in Recommendation 摘要 之前大多数关于公平感知的推荐系统都是静态的或者一次性设置的,而且被保护的物品组也都是固定的,模型提供基于公平约束优化的一次性公平解决方案,这就无法考虑到推荐系统的动态本质,因为很多属性,譬如物品流行度都是随着推荐系统策略或者用户事务而不断改变的。因此,系统...
许多公平性研究者主要关注于物品方或者卖家方,而关于用户方很少体现(这个和Towards Long-term Fairness in Recommendation出发点一致)。但从用户角度来考虑其难点在于因为每个人对于个性化偏好是不相同的,这就相应的他们对公平需求其实也是不一样的。例如,一些用户觉得对于性别这个特征比较敏感,所以希望RS可以不要太收到...
The remarkable progress of machine learning has had a significant impact on decision-making, thus fairness is an important topic. Existing fair recommendation methods generally design a constraint framework between consumer satisfaction or item exposure in the optimization model. However, these methods ...
Recent years have seen the rapid development of fairness-aware machine learning in mitigating unfairness or discrimination in decision-making in a wide range of applications. However, much less attention has been paid to the fairness-aware multi-objective optimization, which is indeed commonly seen in...
Thus, there is great potential for e-commerce platforms to provide the best customer experience based on consumer trust by looking at the long-term future. The aim of this study was to consequently evaluate the mediating effect of trusting beliefs between various security measures and the ...
The boundary of the AI-governance has also received different attentions, depending on the extent of the use of AI-tools in the actual governance where a pure decision-aid trend, leaving the user free to complain with the AI-based recommendation or not, and a more vertical integration of AI...
Despite this recommendation, FIA President from 1975–1986, Prince Paul Metternich, was more an ambassador for FIA than someone who dealt with the nuts and bolts of the organization (Hutton, 2004: 214). In the meantime, Jean-Marie Balestre became chairman of Commission Sportive Internationale ...
Note that the 10-hero lineup used for computing upper limit Elo score does not have an overlap with the lineups for preparing teacher models during the Phase 1 of CSPL, for fairness of evaluation. In Fig. 3, we illustrate the whole training process of CSPL and the baseline. And in ...
(2015) points out, with reference to the impact of Amazon’s recommendation system on the visibility of LGBT literature, the dimension of culture also needs to be recognised in analyses of algorithms, insofar as cultural work is increasingly being offloaded onto frequently privatised algorithms and...
In the first section, the concept of procedural justice will be introduced. After a brief methodological description, the procedural fairness of social media screening will be discussed according to Leventhal’s (1980) procedural justice rules. In this step, recommendations for practitioners will be ...