Unifying Recommender Systems and Conversational User Interfaces

A. Starke, Minha Lee
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引用次数: 1

Abstract

This paper considers unifying research on conversational user interfaces and recommender systems. Studies on conversational user interfaces (CUIs) typically examine how conversations can be facilitated (i.e., optimizing the means). Recommender systems research (RecSys) aims to retrieve and present recommendations in a user’s session (i.e., optimizing the ends). Though these aims are overlapping across both areas, they can be better examined together to target the means and ends of what people can achieve with technology as conversational recommender systems (CRSs). We discuss the intersection of conversational user interfaces, recommender systems, and conversational recommender systems. We argue how conversations and recommendations can be designed holistically, in which recommendations can also be a means to foster engaging conversational interaction, while conversations as ends can better sustain curated, long-term recommendations.
统一推荐系统和会话用户界面
本文考虑了会话用户界面和推荐系统的统一研究。对会话用户界面(gui)的研究通常考察如何促进对话(即优化手段)。推荐系统研究(RecSys)的目标是在用户会话中检索和呈现推荐(即优化终端)。虽然这些目标在这两个领域是重叠的,但它们可以更好地结合在一起,以确定人们可以通过对话推荐系统(CRSs)技术实现的手段和目的。我们讨论会话式用户界面、推荐系统和会话式推荐系统的交集。我们讨论了如何从整体上设计对话和推荐,其中推荐也可以作为促进引人入胜的对话互动的手段,而对话作为目的可以更好地维持精心策划的长期推荐。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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