Recommender systems remain underutilized in humanities and historical research, despite their potential to enhance the discovery of cultural records. This paper offers an initial value identification of the multiple stakeholders that might be impacted by recommendations in Monasterium.net, a digital archive for historical legal documents. Specifically, we discuss the diverse values and objectives of its stakeholders, such as editors, aggregators, platform owners, researchers, publishers, and funding agencies. These in-depth insights into the potentially conflicting values of stakeholder groups allow designing and adapting recommender systems to enhance their usefulness for humanities and historical research. Additionally, our findings will support deeper engagement with additional stakeholders to refine value models and evaluation metrics for recommender systems in the given domains. Our conclusions are embedded in and applicable to other digital archives and a broader cultural heritage context.
翻译:尽管推荐系统在促进文化记录发现方面具有潜力,其在人文与历史研究领域的应用仍显不足。本文以历史法律文献数字档案馆Monasterium.net为例,首次对可能受推荐系统影响的多元利益相关者进行价值识别。具体而言,我们探讨了编辑者、数据聚合方、平台所有者、研究人员、出版商及资助机构等不同利益相关者的多元价值诉求与目标。通过对利益相关群体潜在价值冲突的深入剖析,可为推荐系统的设计与适配提供依据,从而提升其在人文与历史研究领域的实用性。此外,本研究结论将有助于推动与其他利益相关方的深度协作,以完善特定领域推荐系统的价值模型与评估指标体系。我们的研究成果可嵌入并适用于其他数字档案馆及更广泛的文化遗产保护场景。