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Adaptive hyperparameter optimization for author name disambiguation 作者姓名消歧的自适应超参数优化
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-12 DOI: 10.1002/asi.24996
Shuo Lu, Yong Zhou

In the process of author name disambiguation (AND), varying characteristics and noise of different blocks significantly impact disambiguation performance. In this paper, we propose a block-based adaptive hyperparameter optimization method that assigns optimal hyperparameters to each block without altering the original AND model structure. Based on this, a random forest model is trained using the optimized results to fit the relationship between the block's data features and its optimal hyperparameters, thereby enabling the prediction of hyperparameters for new blocks. Empirical studies on 6 state-of-the-art AND algorithms, 11 public datasets, and a manually labeled dataset of China's information and communication technology (ICT) industry patents demonstrate that the proposed method significantly outperforms the original algorithms across multiple standard performance evaluation metrics (Cluster F1/Pairwise F1, B-Cubed F1, and K metrics). The results of the random forest regression indicate that the selected 16 features effectively predict the optimal hyperparameters. Further analysis reveals a power-law relationship between relative block size and both relative performance and relative optimized performance across all datasets and evaluation metrics, and the relative performance improvement of the adaptive hyperparameter optimization algorithm is particularly significant for smaller blocks. These findings provide theoretical support and practical guidance for the development of AND algorithms.

在作者姓名消歧(AND)过程中,不同块的特征和噪声的变化对消歧性能影响较大。在本文中,我们提出了一种基于块的自适应超参数优化方法,该方法在不改变原始AND模型结构的情况下为每个块分配最优超参数。在此基础上,利用优化结果训练随机森林模型,拟合块的数据特征与其最优超参数之间的关系,从而实现对新块的超参数预测。对6种最先进的AND算法、11个公共数据集和中国信息通信技术(ICT)行业专利的人工标记数据集进行的实证研究表明,该方法在多个标准性能评估指标(Cluster F1/Pairwise F1、b - cube F1和K指标)上显著优于原始算法。随机森林回归结果表明,选取的16个特征可以有效地预测最优超参数。进一步分析表明,在所有数据集和评估指标中,相对块大小与相对性能和相对优化性能之间存在幂律关系,自适应超参数优化算法的相对性能改进对于较小的块尤为显著。这些发现为and算法的发展提供了理论支持和实践指导。
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引用次数: 0
The iSchools landscape: Diversity, inclusiveness, and global identity isschools景观:多样性、包容性和全球认同
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-09 DOI: 10.1002/asi.24995
Di Wang, Lihong Zhou, Michael Seadle, Gobinda Chowdhury

The iSchools represent an international community of over 130 university faculties. They have a shared interest in research and teaching about information. The findings reported here provide insight into the perspectives and visions of the deans and directors of 75 iSchools. Findings show that (1) attention to people, information, and technology represents shared values; and (2) the global identity of the community blends diversity and inclusiveness. The diversity and inclusiveness of the iSchools requires balancing academic traditions with innovations. The current leaders use this balance to the community's identity as well as Information Science scholarship as a discipline.

这些学校代表了一个由130多所大学院系组成的国际社区。他们在信息研究和教学方面有着共同的兴趣。本文所报告的调查结果,让我们深入了解了75所ischool的院长和主管们的观点和愿景。研究结果表明:(1)对人、信息和技术的关注代表了共同的价值观;(2)社区的全球身份融合了多样性和包容性。商学院的多样性和包容性要求在学术传统与创新之间取得平衡。当前的领导者将这种平衡用于社区的身份以及信息科学奖学金作为一门学科。
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引用次数: 0
Individual and collective transitions: Changes in family information networks over time in life with chronic illness 个人和集体的转变:家庭信息网络随慢性病患者生活时间的变化
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-03 DOI: 10.1002/asi.24994
Lindsay K. Brown, Tiffany C. Veinot

Chronic illness represents a transition for both patients and their family members although transitions and information behavior changes have largely been explored from an individual perspective. Illness-related transitions may be undertaken individually or collectively, but little is known about how family information networks change in the face of either transition type. Therefore, we conducted a longitudinal, mixed-methods study of information networks with 28 families managing HIV or diabetes. Methods included qualitative interviews, surveys, and social network analysis. Findings revealed that transitions were common among study families, with collective transitions more common than individual ones. Network size changed more among families undergoing collective transition versus those with individual or no transitions. Collective transition families experienced slightly more tie strength increases than individual transition families. More families undergoing collective transitions had illness peers in the family network than individual or no-transition families. Reciprocal information sharing was also more common among illness peers. Findings support a distinction between individual and collective transitions and study of information network changes in each context. Future research should further characterize the drivers and dynamics of collective and individual transitions and related information behavior, while investigating how information systems and services can help.

慢性疾病代表了患者及其家庭成员的过渡,尽管过渡和信息行为的改变在很大程度上是从个人的角度来探讨的。与疾病相关的转变可以单独进行,也可以集体进行,但对于家庭信息网络在面对这两种转变类型时是如何变化的,人们知之甚少。因此,我们对28个有HIV或糖尿病病史的家庭进行了一项纵向、混合方法的信息网络研究。方法包括定性访谈、调查和社会网络分析。研究结果显示,这种转变在研究家庭中很常见,集体转变比个人转变更常见。经历集体转型的家庭与经历个人转型或没有转型的家庭相比,网络规模变化更大。集体过渡家庭的纽带强度比个体过渡家庭略高。经历集体转型的家庭在家庭网络中有患病同伴的家庭比单独或没有转型的家庭要多。互惠信息共享在患病同伴中也更为常见。研究结果支持区分个人和集体的转变,并在每种情况下研究信息网络的变化。未来的研究应该进一步描述集体和个人转变和相关信息行为的驱动因素和动力,同时调查信息系统和服务如何提供帮助。
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引用次数: 0
What's in a name? Scholarly journal title changes and the quest for international visibility (1965–2020) 名字里有什么?学术期刊名称的变化与对国际知名度的追求(1965-2020)
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-03-03 DOI: 10.1002/asi.24989
Mahdi Khelfaoui, Yves Gingras

Scholarly journals have been de-nationalizing and anglicizing their names for the past six decades in order to gain international visibility and facilitate their indexation in major international databases. Using the Web of Science, we analyzed the historical evolution of this trend and its geography, showing that it has been particularly concentrated in a few countries at different periods of time. Then, we evaluated how title changes have affected the evolution of the journals' language of publication, authorship, readership, and impact. The acceleration of the trend toward the de-nationalization and anglicization of journal titles coincided with the rise of discourses on internationalization in the 1980s and the growing use, a decade later, of quantitative indicators in research evaluation, above all the impact factor. In general, this rebranding strategy of scholarly journals resulted in a higher visibility in the global market of scientific publications, leading to a more internationalized authorship and readership, but to the detriment of the use of national languages.

在过去的六十年里,学术期刊一直在将其名称去国家化和英语化,以获得国际知名度并促进其在主要国际数据库中的索引。利用Web of Science,我们分析了这一趋势的历史演变及其地理位置,表明这一趋势在不同时期特别集中在少数几个国家。然后,我们评估了标题的变化如何影响期刊的出版语言、作者身份、读者和影响力的演变。期刊名称非国家化和英国化趋势的加速,与1980年代关于国际化的论述兴起以及十年后在研究评价中越来越多地使用定量指标,尤其是影响因子相一致。总的来说,这种学术期刊的品牌重塑策略提高了科学出版物在全球市场上的知名度,导致作者和读者更加国际化,但不利于使用国家语言。
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引用次数: 0
Prerequisite Relations Annotation Tool: Annotation and analysis of educational relations in texts 前提关系注释工具:文本中教育关系的注释和分析
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-02-22 DOI: 10.1002/asi.24992
Chiara Alzetta, Ilaria Torre

Relations between terms in texts have long been studied in linguistics and specialized knowledge domains, especially when occurring in educational materials like textbooks, where they play a crucial role in guiding instructional design and learning. Prerequisite relations (PR), which determine the sequence of presentation of domain terms, are particularly crucial for effective learning. Therefore, the authors consider them carefully when writing instructional texts. The reverse process of identifying PR within texts aims to extract the inherent knowledge structure they are based on and is a key task in the field of corpora annotation for educational knowledge modeling. Although there are tools for manual annotation, there is a need for specialized tools tailored to the unique properties of PR, enabling easy creation, analysis, and sharing of annotated datasets. In this paper, we introduce Prerequisite Relations Annotation Tool (PRAT), a novel tool designed for annotating PR based on a validated protocol. PRAT simplifies the process of capturing, analyzing, and visualizing prerequisite structures in educational texts. We outline PRAT's architecture and functionalities, emphasizing its unique features compared to existing corpora annotation tools. Through a user study involving users with diverse backgrounds, we show PRAT's effectiveness in real-world scenarios.

长期以来,语言学和专业知识领域一直在研究文本中术语之间的关系,特别是在教科书等教育材料中,它们在指导教学设计和学习方面起着至关重要的作用。前提关系(PR)决定了领域术语的表示顺序,对有效学习尤为重要。因此,作者在编写教学文本时要仔细考虑这些因素。文本内PR的反向识别过程旨在提取其所基于的内在知识结构,是教育知识建模的语料库标注领域的关键任务。虽然有手动注释的工具,但是需要针对PR的独特属性定制专门的工具,以便轻松地创建、分析和共享已注释的数据集。本文介绍了一种基于验证协议的PR标注工具——前提关系标注工具(PRAT)。PRAT简化了在教育文本中捕获、分析和可视化先决条件结构的过程。我们概述了PRAT的架构和功能,强调其与现有语料库注释工具相比的独特功能。通过一项涉及不同背景用户的用户研究,我们展示了PRAT在现实场景中的有效性。
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引用次数: 0
Connected pilgrims: A case study of the Motawif booking system on X 互联朝圣者:以X平台motawiff预订系统为例
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-02-17 DOI: 10.1002/asi.24993
Nadia Caidi, Deena Abul-Fottouh, Jie Wu, Argane Goel

Hajj is the spiritual and religious journey of a lifetime for many Muslims around the world. In June 2022, the Saudi Ministry of Hajj and Umrah decided to introduce a new travel booking system that mandated pilgrims from Europe, America, Australia, and New Zealand to reserve directly their pilgrimage travels, thus bypassing the local Hajj travel operators. Additionally, Motawif was deployed just a few weeks before the 2022 Hajj. This announcement triggered a wave of panic among would-be pilgrims and resulted in an intense social media conversation. This article examines the conversation that took place on Twitter (now X) for the period following the launch of Motawif and up until the completion of the 2022 Hajj. Using computational social science methods, we undertook several analyses of the Twitterspace to understand the perceptions of the would-be pilgrims with the Motawif system. The study illuminates how forms of community organizing in online spaces (and associated information practices and discursive strategies) have contributed to reconstituting the Hajj pilgrim's identity and agency in ways rarely seen before among this community. Our findings also point to various strategies and information practices of opposition that enable connective action through solidarity and recognition of shared grievances.

朝觐是世界各地许多穆斯林一生的精神和宗教之旅。2022年6月,沙特朝觐和朝圣部决定引入一种新的旅游预订系统,要求来自欧洲、美国、澳大利亚和新西兰的朝圣者直接预订朝圣之旅,从而绕过当地的朝觐旅行社。此外,Motawif是在2022年朝觐前几周部署的。这一消息在潜在朝圣者中引发了一波恐慌,并在社交媒体上引发了激烈的讨论。本文分析了从Motawif启动到2022年朝觐结束这段时间里,Twitter(现在是X)上的对话。使用计算社会科学方法,我们对twitter空间进行了几次分析,以了解Motawif系统对潜在朝圣者的看法。该研究阐明了在线空间中的社区组织形式(以及相关的信息实践和话语策略)如何以该社区中罕见的方式重建朝觐朝圣者的身份和代理。我们的研究结果还指出了反对派的各种策略和信息实践,这些策略和信息实践通过团结和承认共同的不满,实现了联系行动。
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引用次数: 0
Restraining the formation of filter bubbles with algorithmic affordances: Toward more balanced information consumption and decreased attitude extremity 用算法支持抑制过滤气泡的形成:迈向更平衡的信息消费和减少态度极端
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-02-13 DOI: 10.1002/asi.24988
Tingting Jiang, Zhumo Sun, Shiting Fu

In combating filter bubbles, an undesirable consequence of personalized recommendations, prior research has focused on improving algorithms to increase the diversity of the content recommended. Following a user-centered approach firmly grounded in information science, this study is dedicated to optimizing interaction patterns with algorithmic affordances, aiming to augment the diversity of the content consumed and induce favorable attitude changes. A controlled experiment was conducted on a mock personalized recommender system that provided both information and interactivity affordances, exemplified by stance labels and stance-based filters, respectively. A total of 142 participants were recruited to browse recommendations generated by the system on a specific controversial topic, and the selectivity of their information consumption behavior and the change in their attitude extremity were measured. It was found that both types of affordances were effective in reducing users' behavioral selectivity. While stance labels inhibited the consumption of pro-attitudinal information, stance-based filters facilitated the consumption of counter-attitudinal information. Furthermore, the affordances could immediately mitigate the attitude extremity of those with a higher level of algorithmic literacy. The findings not only enrich the growing body of literature on filter bubbles but also offer valuable implications for the affordance design practices of personalized recommender systems.

为了对抗个性化推荐的不良后果过滤气泡,先前的研究主要集中在改进算法以增加推荐内容的多样性。本研究遵循以用户为中心的方法,以信息科学为基础,致力于优化具有算法支持的交互模式,旨在增加所消费内容的多样性,并诱导有利的态度变化。在一个模拟个性化推荐系统上进行了一个对照实验,该系统提供了信息和交互性支持,分别以立场标签和基于立场的过滤器为例。共招募142名参与者浏览系统针对某一特定争议话题产生的推荐,并测量其信息消费行为的选择性和态度极端的变化。研究发现,这两种类型的支持都能有效降低用户的行为选择性。立场标签抑制了支持态度信息的消费,而基于立场的过滤器促进了反对态度信息的消费。此外,这些启示可以立即缓解那些具有较高算法素养的人的态度极端。这些发现不仅丰富了越来越多的关于过滤气泡的文献,而且为个性化推荐系统的功能设计实践提供了有价值的启示。
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引用次数: 0
Correction to “Sociotechnical governance of misinformation: An Annual Review of Information Science and Technology (ARIST) paper” 更正“错误信息的社会技术治理:信息科学与技术(艺术家)论文年度回顾”
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-02-06 DOI: 10.1002/asi.24987

Sanfilippo, M. R., Zhu, X. A., & Yang, S. (2025). Sociotechnical governance of misinformation: An Annual Review of Information Science and Technology (ARIST) paper. Journal of the Association for Information Science and Technology, 76(1), 289–325. https://doi.org/10.1002/asi.24953

The author's name “Shengan Yang” should be corrected to “Shengnan Yang.”

We apologize for this error.

朱晓安,朱晓安,等;杨思。(2025)。错误信息的社会技术治理:信息科学与技术(alist)论文的年度回顾。信息科学与技术学报,36(1),229 - 229。https://doi.org/10.1002/asi.24953The作者姓名“盛安杨”应更正为“盛安杨”。我们为这个错误道歉。
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引用次数: 0
Health information behavior during the life transition among people diagnosed with hypothyroidism 甲状腺功能减退患者生活转变期的健康信息行为
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-02-05 DOI: 10.1002/asi.24986
Varpu Pääaho, Aira Huttunen

Being diagnosed with a chronic illness can lead to a life transition that invokes new kinds of information behavior for an individual. This qualitative study focuses on information behavior—particularly information needs, use, and barriers—during the life transitions of people diagnosed with hypothyroidism. Ten interviews were conducted in 2022 with individuals who were diagnosed with hypothyroidism. The data were analyzed using qualitative content analysis. Based on the intermediate transitions theory by I. Ruthven, 2022 (An information behavior theory of transitions. Journal of the Association for Information Science & Technology, 73(4), 579–593), the process of transition includes phases of understanding, negotiating, and resolving, as well as processes of event, engaging, enacting, and establishing. Based on the findings, information needs, use, and barriers varied according to the stage of disease and in different stages of a life transition. Interviewees had a wide range of information needs related to disease and diagnosis, treatment balance, and disease monitoring. Information use included the promotion of personal well-being through physical activity and improvement of information-seeking skills. The most significant barriers to information acquisition included communication issues with health care providers and symptoms of hypothyroidism such as fatigue and brain fog. For information providers, the results provide important knowledge on information behavior during a life transition related to a chronic illness.

被诊断出患有慢性疾病可能会导致生活的转变,这对个人来说会引发新的信息行为。本定性研究的重点是信息行为-特别是信息的需求,使用和障碍-在诊断为甲状腺功能减退症的人的生活转变。在2022年对诊断为甲状腺功能减退的个体进行了10次访谈。采用定性内容分析法对数据进行分析。基于I. Ruthven, 2022(过渡性信息行为理论)的中间过渡理论。信息科学协会杂志;技术,73(4),579-593),过渡过程包括理解,谈判和解决的阶段,以及事件,参与,制定和建立的过程。根据调查结果,信息需求、使用和障碍因疾病阶段和生命过渡的不同阶段而异。受访者对疾病和诊断、治疗平衡和疾病监测有广泛的信息需求。信息使用包括通过体育活动和提高信息寻求技能来促进个人福祉。获取信息的最大障碍包括与卫生保健提供者的沟通问题和甲状腺功能减退的症状,如疲劳和脑雾。对于信息提供者来说,这些结果提供了与慢性疾病相关的生命转变过程中的信息行为的重要知识。
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引用次数: 0
Using linked data for data analytic literary research: Case BookSampo—Finnish fiction literature on the semantic web 使用关联数据进行数据分析文学研究:案例书桑波-芬兰小说文学在语义网络上
IF 4.3 2区 管理学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-01-31 DOI: 10.1002/asi.24984
Annastiina Ahola, Telma Peura, Eero Hyvönen

The BookSampo Linked Data portal was deployed in 2011 by the Finnish Public Libraries and has today nearly 2 million annual users. Its Linked Data covers virtually all Finnish fiction literature but the data has not been used for data analyses in Digital Humanities. This paper discusses how the Knowledge Graph can be used for literary research in two ways: First, a new BookSampo 2.0 Portal user interface is presented, based on faceted semantic search with seamlessly integrated data-analytic tools for Digital Humanities research as suggested in the Sampo Model. This application makes it possible to analyze the data without programming skills. Second, the BookSampo SPARQL endpoint API can be accessed directly by SPARQL querying and scripting, using tools such as Jupyter Notebooks. The analysis results presented suggest interesting spatial, temporal, and topical trends in how the Finnish fiction literature has evolved during the last decades. The approach and tools presented in this paper can be used for analyzing literary landscapes developments in other countries as well.

BookSampo关联数据门户网站于2011年由芬兰公共图书馆部署,目前每年有近200万用户。它的关联数据几乎涵盖了所有芬兰小说文学,但这些数据还没有被用于数字人文学科的数据分析。本文讨论了知识图谱如何以两种方式用于文学研究:首先,提出了一个新的BookSampo 2.0门户用户界面,该界面基于分面语义搜索和Sampo模型中建议的无缝集成数据分析工具,用于数字人文研究。这个应用程序可以在没有编程技能的情况下分析数据。其次,BookSampo SPARQL端点API可以通过SPARQL查询和脚本直接访问,使用Jupyter notebook等工具。分析结果提出了有趣的空间,时间和主题趋势如何芬兰小说文学在过去的几十年里演变。本文提出的方法和工具也可用于分析其他国家文学景观的发展。
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引用次数: 0
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Journal of the Association for Information Science and Technology
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