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Unearthing historical insights: semantic organization and application of historical newspapers from a fine-grained knowledge element perspective 挖掘历史洞见:细粒度知识元素视角下历史报纸的语义组织与应用
Pub Date : 2023-11-14 DOI: 10.1108/ajim-05-2023-0180
Shaodan Sun, Jun Deng, Xugong Qin
Purpose This paper aims to amplify the retrieval and utilization of historical newspapers through the application of semantic organization, all from the vantage point of a fine-grained knowledge element perspective. This endeavor seeks to unlock the latent value embedded within newspaper contents while simultaneously furnishing invaluable guidance within methodological paradigms for research in the humanities domain. Design/methodology/approach According to the semantic organization process and knowledge element concept, this study proposes a holistic framework, including four pivotal stages: knowledge element description, extraction, association and application. Initially, a semantic description model dedicated to knowledge elements is devised. Subsequently, harnessing the advanced deep learning techniques, the study delves into the realm of entity recognition and relationship extraction. These techniques are instrumental in identifying entities within the historical newspaper contents and capturing the interdependencies that exist among them. Finally, an online platform based on Flask is developed to enable the recognition of entities and relationships within historical newspapers. Findings This article utilized the Shengjing Times·Changchun Compilation as the datasets for describing, extracting, associating and applying newspapers contents. Regarding knowledge element extraction, the BERT + BS consistently outperforms Bi-LSTM, CRF++ and even BERT in terms of Recall and F1 scores, making it a favorable choice for entity recognition in this context. Particularly noteworthy is the Bi-LSTM-Pro model, which stands out with the highest scores across all metrics, notably achieving an exceptional F1 score in knowledge element relationship recognition. Originality/value Historical newspapers transcend their status as mere artifacts, evolving into invaluable reservoirs safeguarding the societal and historical memory. Through semantic organization from a fine-grained knowledge element perspective, it can facilitate semantic retrieval, semantic association, information visualization and knowledge discovery services for historical newspapers. In practice, it can empower researchers to unearth profound insights within the historical and cultural context, broadening the landscape of digital humanities research and practical applications.
本文旨在从细粒度知识元素的角度出发,通过语义组织的应用,扩大历史报纸的检索和利用。这一努力旨在释放报纸内容的潜在价值,同时为人文领域的研究提供宝贵的方法论范式指导。根据语义组织过程和知识元素概念,本文提出了一个整体框架,包括知识元素描述、提取、关联和应用四个关键阶段。首先,设计了一个专门针对知识元素的语义描述模型。随后,利用先进的深度学习技术,深入研究实体识别和关系提取领域。这些技术有助于识别历史报纸内容中的实体,并捕获它们之间存在的相互依赖关系。最后,开发了一个基于Flask的在线平台,实现了历史报纸中实体和关系的识别。本文以《盛京时报·长春汇编》为数据集,对报纸内容进行描述、提取、关联和应用。在知识元素提取方面,BERT + BS在Recall和F1得分方面始终优于Bi-LSTM、crf++甚至BERT,是这种情况下实体识别的有利选择。特别值得注意的是Bi-LSTM-Pro模型,它在所有指标中都获得了最高分,特别是在知识元素关系识别方面取得了优异的F1分。原创性/价值历史报纸超越了其仅仅作为文物的地位,演变成保护社会和历史记忆的宝贵宝库。通过从细粒度知识元素的角度进行语义组织,为历史报纸的语义检索、语义关联、信息可视化和知识发现服务提供便利。在实践中,它可以使研究人员在历史和文化背景下挖掘深刻的见解,拓宽数字人文研究和实际应用的景观。
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引用次数: 0
Investigating the consumption behavior of young adults using online food delivery platforms during the COVID-19 pandemic 调查2019冠状病毒病疫情期间使用在线外卖平台的年轻人的消费行为
Pub Date : 2023-11-09 DOI: 10.1108/ajim-05-2023-0177
Yi Lok Leung, Ron L.H. Chan, Dickson K.W. Chiu, Tian Ruwen
Purpose Online food delivery has been prevalent in recent years worldwide, especially during the COVID-19 pandemic, and people's consumption behaviors have changed significantly. This study aims to investigate the consumption behavior of young adults using online food delivery platforms during the COVID-19 pandemic and focuses on the dominant factors influencing their decision to use online food delivery platforms. Design/methodology/approach Semi-structured interviews including 14 young adults aged 18–25 living in Hong Kong were conducted to collect data about their perspectives on online food delivery platforms in five areas. This research adopted the stimulus-organism-response model (S-O-R model) to analyze how the factors influence young adult users' loyalty and satisfaction with online food delivery platforms. Findings Thematic analyses revealed that young adults were attracted to online food delivery platforms for their numerous benefits. They had a high frequency of usage and significant spending. Usability, usefulness, satisfaction and loyalty influenced young adults' behaviors on online food delivery platforms. Participants were overall satisfied with their experiences, but platforms still had room for improvement. Originality/value Few prior studies investigated the factors affecting the consumer experience and behavioral intention of online food delivery for young adults in Asia. This study contributes to understanding young adults' experiences and problems with online food delivery platforms. It provides practical insights for system engineers and designers to improve the current services and for the governments to enhance the existing regulatory loopholes.
近年来,特别是在新冠肺炎疫情期间,全球范围内的在线外卖十分流行,人们的消费行为发生了显著变化。本研究旨在调查新冠肺炎疫情期间使用在线外卖平台的年轻人的消费行为,并重点研究影响他们使用在线外卖平台决策的主要因素。设计/方法/方法对14名年龄在18-25岁的香港年轻人进行了半结构化访谈,以收集他们对在线外卖平台在五个方面的看法。本研究采用刺激-有机体-反应模型(S-O-R模型)分析影响年轻成人用户在线外卖平台忠诚度和满意度的因素。专题分析显示,年轻人被在线外卖平台所吸引,因为它们有很多好处。他们的使用频率很高,花费也很大。可用性、有用性、满意度和忠诚度影响在线外卖平台上年轻人的行为。参与者总体上对他们的体验感到满意,但平台仍有改进的空间。原创性/价值先前很少有研究调查影响亚洲年轻人在线外卖的消费者体验和行为意愿的因素。这项研究有助于了解年轻人在在线外卖平台上的经历和问题。它为系统工程师和设计师提供了实用的见解,以改善现有的服务,并为政府弥补现有的监管漏洞。
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引用次数: 0
Factors influencing customer satisfaction with AR shopping assistant applications in e-commerce: an empirical analysis utilizing text-mining techniques 电子商务中AR购物助理应用对顾客满意度的影响因素:基于文本挖掘技术的实证分析
Pub Date : 2023-11-01 DOI: 10.1108/ajim-03-2023-0089
Jae-Yun Ho, Gyeong Ju, Seoeui Hong, Jaeyoung An, Choong C. Lee
Purpose This study investigates the key factors that influence customer satisfaction when interacting with augmented reality shopping assistance applications (ARSAPs). ARSAPs grant consumers the capability to experience products in a virtually simulated user environment before product acquisition. With the development of mobile e-commerce due to breakthroughs in smartphone and augmented reality (AR) technologies, there is an increasing potential for these emergent AR mobile services, yet there is a need for further improvement. Design/methodology/approach This study initially explored the key satisfaction factors for ARSAPs by utilizing topic modeling of a collection of actual user reviews. These factors are subsequently revisited and complemented by existing literature, and finally verified through logistic regression analysis supported by sentiment analysis. Findings This study identified the key factors that influence customer satisfaction with ARSAPs, including visuality, sense of reality, credibility, format, completeness, understandability, relevance, flexibility, response time, reliability, availability, ease of use and privacy. In particular, two additional factors (i.e. visuality and sense of reality) were newly identified as important in the context of AR, despite their previous omissions in existing literature. Originality/value This study is the first to investigate the key factors that influence customer satisfaction with ARSAPs from users' perspectives, utilizing topic modeling of a large amount of real-world data on actual user feedback. By identifying new factors (i.e. visuality and sense of reality) that were not identified in previous literature, this study provides important academic implications for a broader understanding of AR and related technologies that are essential elements of the metaverse. This study also provides valuable insights for developers and companies in the e-commerce industry on how to optimize AR applications and develop more targeted and effective marketing strategies in this field.
目的研究增强现实购物辅助应用(ARSAPs)交互过程中影响顾客满意度的关键因素。arsap允许消费者在购买产品之前在虚拟模拟的用户环境中体验产品。随着智能手机和增强现实(AR)技术的突破,移动电子商务的发展,这些新兴的AR移动服务的潜力越来越大,但还需要进一步改进。设计/方法/方法本研究通过对实际用户评论的集合进行主题建模,初步探索了arsap的关键满意度因素。随后通过现有文献对这些因素进行重新审视和补充,最后通过情感分析支持的逻辑回归分析进行验证。本研究确定了影响arsap客户满意度的关键因素,包括可视性、真实感、可信度、格式、完整性、可理解性、相关性、灵活性、响应时间、可靠性、可用性、易用性和隐私性。特别是,两个额外的因素(即可视性和真实感)在AR的背景下被新确定为重要的,尽管它们之前在现有文献中被遗漏。原创性/价值本研究首次从用户的角度出发,利用对大量真实用户反馈数据的主题建模,探讨了影响arsap客户满意度的关键因素。通过识别先前文献中未发现的新因素(即视觉性和真实感),本研究为更广泛地理解AR和相关技术提供了重要的学术意义,这些技术是虚拟世界的基本要素。本研究也为电子商务行业的开发者和公司提供了有价值的见解,帮助他们优化AR应用,并在该领域制定更有针对性和有效的营销策略。
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引用次数: 0
The role of positive online reviews in risk-based consumer behaviours: an information processing perspective 积极的在线评论在基于风险的消费者行为中的作用:一个信息处理的视角
Pub Date : 2023-10-31 DOI: 10.1108/ajim-03-2023-0102
Tri Lam, Jon Heales, Nicole Hartley
Purpose The continuing development of digital technologies creates expanding opportunities for information transparency. Consumers use social media to provide online reviews that are focused on changing levels of consumer trust. This study examines the effect of perceived risk that prompts consumers to search for online reviews in the context of food safety. Design/methodology/approach Commitment-trust theory forms the theoretical lens to model changes in consumer trust resulting from online reviews. Consumer-based questionnaire surveys collected data to test the structural model, using structural equation modelling (SEM). Findings The findings show when consumers perceive high levels of risk, they use social media to obtain additional product-related information. The objective, unanimous, evidential and noticeable online reviews are perceived as informative to consumers. Perceived informativeness of positive online reviews is found to increase consumers trust and, in turn, increase their purchase intentions. Originality/value The findings contribute to the knowledge of online review-based trust literature and provide far-reaching implications for information system (IS)-practitioners in business.
数字技术的持续发展为信息透明创造了越来越多的机会。消费者使用社交媒体提供在线评论,这些评论关注的是消费者信任水平的变化。本研究考察了感知风险的影响,促使消费者在食品安全的背景下搜索在线评论。设计/方法/方法承诺-信任理论形成了一个理论视角来模拟由在线评论引起的消费者信任的变化。基于消费者的问卷调查收集数据来检验结构模型,使用结构方程模型(SEM)。研究结果表明,当消费者意识到高风险时,他们会使用社交媒体获取更多与产品相关的信息。客观的、一致的、有证据的和引人注目的在线评论对消费者来说是有信息的。研究发现,积极在线评论的感知信息性增加了消费者的信任,进而增加了他们的购买意愿。原创性/价值研究结果有助于了解基于在线评论的信任文献,并为商业信息系统(IS)从业者提供深远的启示。
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引用次数: 0
Assessing the informational credibility of conspiracy theories: online discussion about the Nord Stream damage 评估阴谋论的信息可信度:关于北溪天然气管道损害的在线讨论
Pub Date : 2023-10-06 DOI: 10.1108/ajim-01-2023-0032
Reijo Savolainen
Purpose To elaborate the picture of credibility assessment by examining how participants of online discussion evaluate the informational credibility of conspiracy theories. Design/methodology/approach Descriptive quantitative analysis and qualitative content analysis of 2,663 posts submitted to seven Reddit threads discussing a conspiracy operation, that is, the damage of the Nord Stream gas pipelines in September 2022. It was examined how the participants of online discussion assess the credibility of information constitutive of conspiracy theories speculating about (1) suspected actors responsible for the damage, (2) their motives and (3) the ways in which the damage was made. The credibility assessments focussed on diverse sources offering information about the above three factors. Findings The participants assessed the credibility of information by drawing on four main criteria: plausibility of arguments, honesty in argumentation, similarity to one's beliefs and provision of evidence. Most assessments were negative and indicated doubt about the informational believability of conspiracy theories about the damage. Of the information sources referred to in the discussion, the posts submitted by fellow participants, television programmes and statements provided by governmental organizations were judged most critically, due to implausible argumentation and advocacy of biased views. Research limitations/implications As the study focuses on a sample of posts dealing with conspiracy theories about a particular event, the findings cannot be generalized to concern the informational credibility conspiracy narratives. Originality/value The study pioneers by providing an in-depth analysis of the nature of credibility assessments by focussing on information constitutive of conspiracy theories.
目的通过研究在线讨论的参与者如何评估阴谋论的信息可信度,阐述可信度评估的图景。设计/方法/方法对提交给Reddit 7个线程的2663个帖子进行描述性定量分析和定性内容分析,这些帖子讨论了一个阴谋行动,即2022年9月北溪天然气管道的破坏。它检查了在线讨论的参与者如何评估构成阴谋论的信息的可信度,这些阴谋论推测:(1)对损害负责的嫌疑人,(2)他们的动机,(3)造成损害的方式。可信度评估侧重于提供上述三个因素信息的各种来源。研究结果:参与者通过四个主要标准来评估信息的可信度:论点的合理性、论证的诚实性、与个人信仰的相似性以及证据的提供。大多数评估都是负面的,并对有关损害的阴谋论的信息可信度表示怀疑。在讨论中提到的资料来源中,其他与会者提交的帖子、电视节目和政府组织提供的发言受到了最严厉的批评,因为它们的论点不可信,主张有偏见的观点。研究局限/启示由于研究集中在处理关于特定事件的阴谋论的帖子样本上,研究结果不能推广到关于信息可信度的阴谋叙述。原创性/价值该研究的先驱者通过关注阴谋论的信息构成,对可信度评估的本质进行了深入分析。
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引用次数: 0
Technology assisted research assessment: algorithmic bias and transparency issues 技术辅助研究评估:算法偏差和透明度问题
Pub Date : 2023-10-02 DOI: 10.1108/ajim-04-2023-0119
Mike Thelwall, Kayvan Kousha
Purpose Technology is sometimes used to support assessments of academic research in the form of automatically generated bibliometrics for reviewers to consult during their evaluations or by replacing some or all human judgements. With artificial intelligence (AI), there is increasing scope to use technology to assist research assessment processes in new ways. Since transparency and fairness are widely considered important for research assessment and AI introduces new issues, this review investigates their implications. Design/methodology/approach This article reviews and briefly summarises transparency and fairness concerns in general terms and through the issues that they raise for various types of Technology Assisted Research Assessment (TARA). Findings Whilst TARA can have varying levels of problems with both transparency and bias, in most contexts it is unclear whether it worsens the transparency and bias problems that are inherent in peer review. Originality/value This is the first analysis that focuses on algorithmic bias and transparency issues for technology assisted research assessment.
技术有时被用于支持学术研究的评估,其形式是自动生成的文献计量学,供审稿人在评估期间参考,或者通过取代部分或全部的人类判断。随着人工智能(AI)的发展,利用技术以新的方式协助研究评估过程的范围越来越大。由于透明度和公平性在研究评估中被广泛认为是重要的,而人工智能引入了新的问题,本综述探讨了它们的含义。本文回顾并简要总结了一般意义上的透明度和公平性问题,以及它们为各种类型的技术辅助研究评估(TARA)提出的问题。虽然TARA在透明度和偏见方面可能存在不同程度的问题,但在大多数情况下,尚不清楚它是否会加剧同行评议中固有的透明度和偏见问题。原创性/价值这是第一个专注于算法偏见和技术辅助研究评估透明度问题的分析。
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引用次数: 0
Social contagion of online physician choice: the infection and immunity mechanism 网络医生选择的社会传染:感染与免疫机制
Pub Date : 2023-09-22 DOI: 10.1108/ajim-02-2023-0067
Jia Li, Shengkang Ma, David C. Yen, Ling Ma
Purpose In the digital age, the spread of online behavior and real-world information leads to social contagion. This study aims to investigate the contagion phenomenon of online physician choice and then discuss its potential influence on the sub-specialization process in the healthcare service industry. In specific, this study aims to propose the basic mechanism of infection and immunity as follows – exposure to antigen may lead to an immune response, and the success of the immune response may depend on the provision of appropriate immune signaling. Design/methodology/approach Data collected from haodf.com including 4 disease types and 247 physicians from 2008 to 2015 were used to test the proposed hypotheses. Panel vector autoregression method was utilized to analyze the panel data. Findings The obtained result shows that social contagion of physician choice over disease type is salient on e-consultation platforms, indicating that physicians associated with/on haodf.com are concentrating on an even narrower type of disease. Disclosing more simple signals (physician history orders) results in more disease concentration for that physician in the future. In contrast, disclosing more detailed signals (physician-contributed knowledge or physician reviews) leads to less disease concentration. Originality/value This finding implies that physician-contributed knowledge and physician reviews may act as immune signal which will tend to trigger a success immune response. This study not only suggests managers should be careful about the double-edged sword effect of online physician choice contagion but also provides the useful approaches to promote or restrain such a contagion in a flexible way.
在数字时代,网络行为和现实世界信息的传播导致了社会传染。本研究旨在探讨网络医生选择的传染现象,并探讨其对医疗服务行业亚专业化进程的潜在影响。具体而言,本研究旨在提出感染和免疫的基本机制:暴露于抗原可能导致免疫应答,而免疫应答的成功可能取决于提供适当的免疫信号。设计/方法/方法采用2008 - 2015年从haof.com收集的4种疾病类型和247名医生的数据来检验提出的假设。采用面板向量自回归方法对面板数据进行分析。所获得的结果表明,医生选择疾病类型的社会传染在电子会诊平台上是显著的,这表明与好医网相关的医生专注于更狭窄的疾病类型。披露更简单的信号(医生病史单)会导致该医生在未来更关注疾病。相比之下,披露更详细的信号(医生提供的知识或医生的评论)会导致更少的疾病集中。原创性/价值这一发现意味着,医生提供的知识和医生的评论可能作为免疫信号,将倾向于触发成功的免疫反应。本研究不仅提示管理者应警惕网络医生选择传染的双刃剑效应,而且还提供了以灵活的方式促进或抑制这种传染的有用方法。
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引用次数: 0
Determining multi-dimensional motivations driving e-WOM intention and purchase intention on WeChat: the significant role of active participation 决定微信网络口碑意愿和微信购买意愿的多维动机:积极参与的显著作用
Pub Date : 2023-09-14 DOI: 10.1108/ajim-02-2023-0052
Hua Pang, Jingying Wang
Purpose Building upon uses and gratifications (UG) theory and social exchange theory, the current study establishes a theoretical model to examine the underlying relationship between customer motivations, active participation and electronic word-of-mouth (e-WOM) and purchase intentions on WeChat. Design/methodology/approach The data were gathered in a web-based survey of 301 WeChat users in mainland China. To empirically verify the proposed hypotheses, confirmatory factor analysis (CFA) and structural equation modeling (SEM) were employed using online data. Findings Path analysis outcomes demonstrate that functional, hedonic and social motivations positively affect WeChat users' active participation. In addition, active participation significantly influences e-WOM intention while showing no correlation with purchase intention. Research limitations/implications Theoretically, this article can enrich the extant system of relevant theories and offer a fresh perspective for further research on the generation of consumers' e-WOM intention and purchase intention in the WeChat context. Practically, the research outcomes provide insight for companies on how to motivate customers to participate in online activities, which subsequently improve WeChat users' willingness in conducting e-WOM communication and making purchase decisions. Originality/value Although mobile social media could serve as an influential marketing vehicle for individuals' engagement in social and commercial activities in today's mobile-matured environment, the substantial impact of active engagement on the relationship between customer motivation and purchase intention remains insufficiently explored. The outcomes not only contribute to the current body of knowledge, but also offer several managerial guidance for companies that pay attention to mobile social media marketing in a contemporary mobile media-saturated society.
本研究在使用与满足(UG)理论和社会交换理论的基础上,建立了一个理论模型来检验b微信上顾客动机、积极参与和电子口碑(e-WOM)与购买意愿之间的潜在关系。设计/方法/方法数据是通过对中国大陆301亿用户的网络调查收集的。为了实证验证提出的假设,验证性因子分析(CFA)和结构方程模型(SEM)使用在线数据。路径分析结果表明,功能动机、享乐动机和社会动机正向影响b微信用户的积极参与。此外,积极参与显著影响e-WOM意向,而与购买意向不相关。从理论上讲,本文可以丰富现有的相关理论体系,为b微信背景下消费者e-口碑意愿和购买意愿的产生的进一步研究提供新的视角。在实践上,研究成果为企业提供了如何激励客户参与在线活动的见解,从而提高b微信用户进行e-口碑交流和做出购买决策的意愿。虽然移动社交媒体可以作为一种有影响力的营销工具,在当今移动成熟的环境中,个人参与社交和商业活动,但积极参与对客户动机和购买意愿之间关系的实质性影响仍未得到充分探讨。研究结果不仅为当前的知识体系做出了贡献,而且为在当今移动媒体饱和的社会中关注移动社交媒体营销的公司提供了一些管理指导。
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引用次数: 1
Ability first or opportunity first in the m-health era? A hybrid SEM-ANN approach 移动医疗时代,能力优先还是机会优先?一种混合SEM-ANN方法
Pub Date : 2023-09-12 DOI: 10.1108/ajim-11-2022-0497
Ping Li
Purpose The purpose of this study is to propose and test a model to explain users’ intention to adopt m-health devices and divide the importance of antecedents for users to adopt m-health devices based on the stimulus-organism-response (S-O-R) framework. Design/methodology/approach This research conducted an online survey with m-health app users and collected 562 valid responses. A hybrid SEM-ANN approach was employed to evaluate the research model and hypotheses. Findings The results show that motivation (M), opportunity (O), and ability (A) affect users’ flow experience and loyalty and further affect their adoption intention of m-health technology. Opportunity plays a more critical role in m-health adoption intention than ability. Originality/value This study comprehensively examined the factors that affect users’ deep engagement and m-health adoption from the perspective of MOA. It used the hybrid SEM-ANN method to divide the critical role of motivation, opportunity and ability, providing a new analysis approach for studying information technology (IT) behavior.
本研究的目的是基于刺激-有机体-反应(S-O-R)框架,提出并检验一个模型来解释用户采用移动医疗设备的意向,并划分用户采用移动医疗设备的前因的重要性。设计/方法/方法本研究对移动健康应用程序用户进行了在线调查,收集了562份有效回复。采用SEM-ANN混合方法对研究模型和假设进行评估。研究结果表明,动机(M)、机会(O)和能力(A)影响用户的流动体验和忠诚度,进而影响用户对移动健康技术的采用意愿。机会对移动医疗采用意愿的影响比能力更大。原创性/价值本研究从MOA的角度全面考察了影响用户深度参与和移动健康采用的因素。采用SEM-ANN混合方法对动机、机会和能力的关键作用进行了划分,为研究信息技术行为提供了一种新的分析方法。
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引用次数: 0
Web structure and influence of the Arab universities of the MENA zone (Middle East and North Africa): Visualization and analysis 中东和北非地区阿拉伯大学的网络结构和影响:可视化和分析
Pub Date : 2013-11-25 DOI: 10.1108/AP-10-2012-0082
Benjamín Vargas-Quesada, K. M. Al-Dwairi, Cristina Faba Pérez, F. M. Anegón
Purpose – This article aims to display the structure and reveal the web influence of institutions in the MENA zone, in geographic terms (country) and academic terms (universities), by means of their links. Design/methodology/approach – Using search engines and webcrawlers designed to gather information about web links, in conjunction with visualization techniques and degree indicators based on social network analysis, the authors achieved their objective and found responses to a series of pertinent research questions. Findings – There is no direct relationship between the number of university websites and the number of inlinks. Linking between countries in the MENA zone obeys patterns of vicinity and geopolitics. Arab universities are interlinked following trends governed by territorial proximity. There is a strong endogamic tendency, with universities from a single country citing each other, particularly in the case of Saudi Arabia. The authors present the first ranking of web influence in the MENA zone ...
目的-本文旨在通过链接展示中东和北非地区机构的结构,并揭示其在地理(国家)和学术(大学)方面的网络影响力。设计/方法论/方法-使用搜索引擎和网络爬虫来收集有关网络链接的信息,结合可视化技术和基于社会网络分析的程度指标,作者实现了他们的目标,并找到了一系列相关研究问题的答案。研究发现:大学网站的数量和链接的数量之间没有直接的关系。中东和北非地区国家之间的联系遵循邻近模式和地缘政治模式。阿拉伯的大学是相互联系的,遵循着由地域邻近决定的趋势。有一种强烈的内生趋势,来自一个国家的大学相互引用,尤其是在沙特阿拉伯。作者提出了中东和北非地区网络影响力的第一个排名。
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引用次数: 6
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Aslib Proceedings
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