
Fostering the Retrieval of Suitable Web Resources in Response to Children's Educational Search Tasks
Author(s) -
Oghenemaro Anuyah
Publication year - 2022
Language(s) - English
Resource type - Dissertations/theses
DOI - 10.18122/td/1423/boisestate
Subject(s) - resource (disambiguation) , filter (signal processing) , context (archaeology) , computer science , perspective (graphical) , reading (process) , ranking (information retrieval) , world wide web , psychology , information retrieval , artificial intelligence , political science , computer network , paleontology , law , computer vision , biology
Children regularly turn to search engines (SEs) to locate school-related materials. Unfortunately, research has shown that when utilizing SEs, children do not always access resources that specifically target them. To support children, popular and child-oriented SEs make available a safe search filter, which is meant to eliminate inappropriate resources. Safe search is, however, not always the perfect deterrent as pornographic and hate-based resources may slip through the filter, while resources relevant to an educational search context may be misconstrued and filtered out. Moreover, filtering inappropriate resources in response to children searches is just one perspective to consider in offering them the right resources, as aspects that are key for this audience are overlooked, including reading level, resource subjectivity, or the context of the search (i.e., educational setting). To verify impediments of existing SEs in response to children searches conducted at school, we conduct an empirical study on well known SEs: Google, Bing, their safe search counterparts, Kidrex and Kidzsearch. Based on our findings, we present K i S u RF , a novel filtering and ranking strategy that not only eliminates inappropriate resources while retaining education-relevant ones, but also simultaneously examines multiple qualitative aspects of online resources in order to offer suitable ones. Empirical studies conducted using diverse datasets, including one comprised of children search sessions in the school setting, showcase (i) the usefulness of simultaneously integrating evidences from multiple perspectives in order to inform resource suitability detection, and (ii) the correctness and effectiveness of K i S u RF in prioritizing child-suitable resources.