User-oriented Fairness in Recommendation 摘要 对于一个高度数据驱动的app,推荐系统很容易被数据偏差影响,导致对不同数据组的不公平结果,同样这也是影响模型性能的重要原因。因此,如何定义并解决推荐系统场景下的不公平问题显得非常重要。 paper强调从user角度处理不公平问题,首先是按照他们活动的层次划分为优势组和劣势组...
User-item matching for recommendation fairness.Qiang DongShuang-Shuang XieWen-Jun Li
One common characteristic of research works focused on fairness evaluation (in machine learning) is that they call for some form of parity (equality) eithe
However, in every recommendation, some individuals might not be happy with the recommendation. For example, the Fairness Strategy (a social choice-based aggregation strategy) (Masthoff 2004) might recommend an item that one or more group members do not like but will recommend other items that ...
first and final. This is not a mark against them when you consider the movie is specializing in appealing to kids, kids' fears, kids' dreams, and kids' enthusiasm. Most kids' movies that attempt this are not effective because the filmmakers make the incorrect assumption that quality is not...
Existing work usually mitigates filter bubbles by incorporating objectives apart from accuracy such as diversity and fairness. However, they typically sacrifice accuracy, hurting model fidelity and user experience. Worse still, users have to passively accept the recommendation strategy and influence the ...
3 公平与可负责程度(Fairness and Responsibility), 4 创造性(Creativity), 5 丰富度(Richness) Seek Creativity Brainstorming for inspiration, innovative ideas, etc. 设计三个生鲜超市slogan我在构思经济学的课题,关于后疫情时代消费者行为变化,给我几个具体的idea如何发财 1 满足用户需求(User Satisfaction),2 ...
the best value the movie can claim mostly comes too little and too late to compensate for the preponderance of the runtime that's both unwieldy and flimsy. In fairness, I'll grant the possibility that I just wasn't in the right mindset when I sat to watch, or maybe I'm just not at...
personalization in augmented reality Group modeling and collaborative team formation Ethical issues of personalization and human-centered AI systems: Privacy, Fairness, Accountability, Transparency Creativity in User Modeling, Adaptation and Personalization Sustainability-aware methods and Sustainable Development Goa...
So in fairness I'm not far in but for once a game with actual decent voice acting and lead characters that don't make me want to kick them in the face every two minutes. The OST is fantastic. The game world looks really nice. Due to the above the whole thing feels cohesive and gi...