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Towards an Integrated Clickstream Data Analysis Framework for Understanding Web Users’ Information Behavior

机译:迈向用于了解Web用户信息行为的集成Clickstream数据分析框架

摘要

Clickstream data offers an unobtrusive data source for understanding web users’ information behavior beyond searching. However, it remains underutilized due to the lack of structured analysis procedures. This paper provides an integrated framework for information scientists to employ in their exploitation of clickstream data, which could contribute to more comprehensive research on users’information behavior. Our proposed framework consists of two major components, i.e., data preparation and data investigation. Data preparation is the process of collecting, cleaning, parsing, and coding data, whereas data investigation includes examining data at three different granularity levels, namely, footprint, movement, and pathway. To clearly present our data analysis process with the analysis framework, we draw examples from an empirical analysis of clickstream data of OPAC users’ behavior. Overall, this integrated analysis framework is designed to be independent of any specific research settings so that it can be easily adopted by future researchers for their own clickstream datasets and research questions.
机译:点击流数据为了解网络用户除搜索外的信息行为提供了一个方便的数据源。但是,由于缺乏结构化分析程序,因此未得到充分利用。本文为信息科学家提供了一个集成的框架,以供他们利用点击流数据进行开发,这可能有助于对用户的信息行为进行更全面的研究。我们提出的框架由两个主要部分组成,即数据准备和数据调查。数据准备是收集,清理,解析和编码数据的过程,而数据调查包括以三种不同的粒度级别(即足迹,移动和路径)检查数据。为了清楚地说明使用分析框架进行数据分析的过程,我们以对OPAC用户行为的点击流数据进行实证分析为例。总体而言,此集成分析框架旨在独立于任何特定的研究设置,以便将来的研究人员可以轻松地将其用于自己的点击流数据集和研究问题。

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