超过其成员的总和:对群体推荐系统的挑战

A. Jameson
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引用次数: 279

摘要

向两个或更多用户推荐商品的系统提出了许多具有挑战性的问题,这些问题到目前为止只被部分理解。本文确定了其中的四个问题,并指出它们在目前开发的群体推荐系统中只得到了有限的处理。在小组成员明确说明他们的偏好以及他们无法进行面对面互动的情况下,这些问题尤为重要。我们以旅游决策论坛原型为例说明了讨论的一些解决方案。这些问题涉及(a)设计合适的偏好引出和聚合方法,特别是不可操纵的聚合机制;(b)使成员了解彼此的偏好和动机取向的方法,例如使用小组成员的动画代表。
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More than the sum of its members: challenges for group recommender systems
Systems that recommend items to a group of two or more users raise a number of challenging issues that are so far only partly understood. This paper identifies four of these issues and points out that they have been dealt with to only a limited extent in the group recommender systems that have been developed so far. The issues are especially important in settings where group members specify their preferences explicitly and where they are not able to engage in face-to-face interaction. We illustrate some of the solutions discussed with reference to the TRAVEL DECISION FORUM prototype. The issues concern (a) the design of suitable preference elicitation and aggregation methods, in particular nonmanipulable aggregation mechanisms; and (b) ways of making members aware of each other's preferences and motivational orientations, such as the use of animated representatives of group members.
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