多表示原则的主观逻辑形式化,以满足信息需求

C. Lioma, Birger Larsen, Hinrich Schütze, P. Ingwersen
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引用次数: 18

摘要

交互式信息检索是指信息检索的一个分支,它将检索过程考虑到广泛的上下文,这些上下文可能会影响用户的信息检索体验。这种上下文的识别和表示一直是多表示原则的对象,多表示原则是一种理论框架,用于推理给定上下文中交互式信息检索产生的不同表示。虽然多表征原理受到了许多研究者的关注,但基于多表征原理的实证研究还不多。一个原因可能是它还没有在数学上形式化。在本文中,我们提出了一种最新的、灵活的多元表示原则的数学形式化,以满足信息需求。具体地说,我们运用主观逻辑对信息需求的不同表示进行建模,以不确定程度为标志的信念。我们使用不同的逻辑运算符组合这些信念,并针对不同的检索场景和情况讨论这些组合。介绍并讨论了一个正式模型,并举例说明了信息需求建模的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A subjective logic formalisation of the principle of polyrepresentation for information needs
Interactive Information Retrieval refers to the branch of Information Retrieval that considers the retrieval process with respect to a wide range of contexts, which may affect the user's information seeking experience. The identification and representation of such contexts has been the object of the principle of Polyrepresentation, a theoretical framework for reasoning about different representations arising from interactive information retrieval in a given context. Although the principle of Polyrepresentation has received attention from many researchers, not much empirical work has been done based on it. One reason may be that it has not yet been formalised mathematically. In this paper we propose an up-to-date and flexible mathematical formalisation of the principle of Polyrepresentation for information needs. Specifically, we apply Subjective Logic to model different representations of information needs as beliefs marked by degrees of uncertainty. We combine such beliefs using different logical operators, and we discuss these combinations with respect to different retrieval scenarios and situations. A formal model is introduced and discussed, with illustrative applications to the modelling of information needs.
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