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Using Twitter sentiment and emotions analysis of Google Trends for decisions making 使用Twitter情绪和谷歌趋势的情绪分析进行决策
Q Social Sciences Pub Date : 2017-09-13 DOI: 10.1108/PROG-02-2016-0015
E. D’Avanzo, G. Pilato, Miltiadis Demetrios Lytras
An ever-growing body of knowledge demonstrates the correlation among real-world phenomena and search query data issued on Google, as showed in the literature survey introduced in the following. The purpose of this paper is to introduce a pipeline, implemented as a web service, which, starting with recent Google Trends, allows a decision maker to monitor Twitter’s sentiment regarding these trends, enabling users to choose geographic areas for their monitors. In addition to the positive/negative sentiments about Google Trends, the pipeline offers the ability to view, on the same dashboard, the emotions that Google Trends triggers in the Twitter population. Such a set of tools, allows, as a whole, monitoring real-time on Twitter the feelings about Google Trends that would otherwise only fall into search statistics, even if useful. As a whole, the pipeline has no claim of prediction over the trends it tracks. Instead, it aims to provide a user with guidance about Google Trends, which, as the scientific literature demonstrates, is related to many real-world phenomena (e.g. epidemiology, economy, political science).,The proposed experimental framework allows the integration of Google search query data and Twitter social data. As new trends emerge in Google searches, the pipeline interrogates Twitter to track, also geographically, the feelings and emotions of Twitter users about new trends. The core of the pipeline is represented by a sentiment analysis framework that make use of a Bayesian machine learning device exploiting deep natural language processing modules to assign emotions and sentiment orientations to a collection of tweets geolocalized on the microblogging platform. The pipeline is accessible as a web service for any user authorized with credentials.,The employment of the pipeline for three different monitoring task (i.e. consumer electronics, healthcare, and politics) shows the plausibility of the proposed approach in order to measure social media sentiments and emotions concerning the trends emerged on Google searches.,The proposed approach aims to bridge the gap among Google search query data and sentiments that emerge on Twitter about these trends.
越来越多的知识证明了现实世界现象与谷歌上发布的搜索查询数据之间的相关性,如下面的文献调查所示。本文的目的是介绍一个管道,作为一个web服务实现,它从最近的谷歌趋势开始,允许决策者监控Twitter关于这些趋势的情绪,使用户能够为他们的监视器选择地理区域。除了关于谷歌趋势的积极/消极情绪之外,该管道还提供了在同一个仪表板上查看谷歌趋势在Twitter用户中引发的情绪的能力。这样的一套工具,作为一个整体,允许实时监控Twitter上对谷歌趋势的感受,否则只能属于搜索统计,即使有用。作为一个整体,管道对其追踪的趋势没有预测能力。相反,它旨在为用户提供有关谷歌趋势的指导,正如科学文献所表明的那样,谷歌趋势与许多现实世界的现象(例如流行病学,经济学,政治学)有关。提出的实验框架允许谷歌搜索查询数据和Twitter社交数据的集成。随着谷歌搜索中出现新的趋势,该管道会询问Twitter,以追踪Twitter用户对新趋势的感受和情绪,也包括地理位置。该管道的核心是一个情感分析框架,该框架利用贝叶斯机器学习设备,利用深度自然语言处理模块,将情感和情感取向分配给微博平台上地理定位的推文集合。管道可以作为web服务访问,任何用户都可以使用凭据进行授权。在三个不同的监测任务(即消费电子,医疗保健和政治)中使用管道显示了拟议方法的可行性,以衡量社交媒体对谷歌搜索中出现的趋势的看法和情绪。提出的方法旨在弥合谷歌搜索查询数据和Twitter上出现的关于这些趋势的情绪之间的差距。
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引用次数: 33
Why do players purchase in mobile social network games? An examination of customer engagement and of uses and gratifications theory 为何玩家会在手机社交游戏中花钱?顾客参与和使用与满足理论的检验
Q Social Sciences Pub Date : 2017-09-13 DOI: 10.1108/PROG-12-2016-0078
Taozhen Huang, Zheshi Bao, Yan Li
Purpose The purpose of this paper is to explore the purchase intention in mobile social network games (M-SNGs) through a new perspective and discuss how to effectively promote players’ payment. Design/methodology/approach The author proposed a research model by integrating customer engagement (CE) and uses and gratification theory (U&G). Three dimensions of CE and three types of U&G were analyzed, respectively to explore the direct and indirect effects on purchase intention in M-SNGs. Online questionnaires were adopted to collect data, and 354 valid samples were analyzed by structural equation modeling approach. Findings The findings show that hedonic gratification (entertainment) and social gratification (self-presentation) have significant indirect effects on players’ purchase intention in M-SNGs through the mediation effects of CE, whereas this mechanism is not fully applied to utilitarian gratification (flexibility). Besides, three dimensions of CE are not independent, because absorption can indirectly affect vigor through dedication. Research limitations/implications The findings suggest that hedonic gratification (entertainment) and social gratification (self-presentation) can trigger three dimensions of CE to stimulate purchase intentions in M-SNGs, and utilitarian gratification (flexibility) can also promote players’ payment through absorption which is one dimension of CE. Some other theoretical and practical implications are also provided. Originality/value This study is novel in exploring players’ purchase intentions in M-SNGs by integrating CE and U&G. Meanwhile, the author also intends to reveal the relationships among the three dimensions of CE which are related to in-game purchase intention.
本文的目的是通过一个新的视角来探索移动社交网络游戏(m - sng)中的购买意愿,并探讨如何有效地促进玩家的付费行为。设计/方法/方法作者提出了一个整合顾客参与(CE)和使用与满足理论(U&G)的研究模型。分析了三个维度的CE和三种类型的U&G,分别探讨了对m - sng购买意愿的直接和间接影响。采用在线问卷收集数据,采用结构方程建模方法对354份有效样本进行分析。研究发现,享乐满足(娱乐)和社交满足(自我呈现)通过CE的中介作用对m - sng玩家的购买意愿产生了显著的间接影响,而功利满足(灵活性)的中介作用机制并不完全适用。此外,CE的三个维度不是独立的,因为吸收可以通过奉献间接影响活力。研究发现,享乐满足(娱乐)和社交满足(自我呈现)可以触发用户体验的三个维度,从而刺激m - sng玩家的购买意愿;功利满足(灵活性)也可以通过吸收促进玩家的消费,这是用户体验的一个维度。本文还提供了其他一些理论和实践意义。独创性/价值本研究将CE与U&G相结合,探索m - sng中玩家的购买意愿,具有创新性。同时,作者也试图揭示与游戏内购买意愿相关的消费绩效三个维度之间的关系。
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引用次数: 32
Wearable expert system development: definitions, models and challenges for the future 可穿戴专家系统开发:未来的定义、模型和挑战
Q Social Sciences Pub Date : 2017-09-13 DOI: 10.1108/PROG-09-2016-0061
F. Sartori, R. Melen
Purpose A wearable expert system (WES) is an expert system designed and implemented to obtain input from and give outputs to wearable devices. Among its distinguishing features are the direct cooperation between domain experts and users, and the interaction with a knowledge maintenance system devoted to dynamically update the knowledge base taking care of the evolving scenario. The paper aims to discuss these issues. Design/methodology/approach The WES development method is based on the Knowledge Acquisition Framework based on Knowledge Artifact (KAFKA) framework. KAFKA employs multiple knowledge artifacts, each devoted to the acquisition and management of a specific kind of knowledge. The KAFKA framework is introduced from both the conceptual and computational points of view. An example is given which demonstrates the interaction, within this framework, of taxonomies, Bayesian networks and rule-based systems. An experimental assessment of the framework usability is also given. Findings The most interesting characteristic of WESs is their capability to evolve over time, due both to the measurement of new values for input variables and to the detection of new input events, that can be used to modify, extend and maintain knowledge bases and to represent domains characterized by variability over time. Originality/value WES is a new and challenging concept, dealing with the possibility for a user to develop his/her own decision support systems and update them according to new events when they arise from the environment. The system fully supports domain experts and users with no particular skills in knowledge engineering methodologies, to create, maintain and exploit their expert systems, everywhere and when necessary.
目的可穿戴专家系统(WES)是一种设计和实现的专家系统,用于从可穿戴设备获取输入并向其提供输出。其显著特征包括领域专家和用户之间的直接合作,以及与专门用于动态更新知识库的知识维护系统的交互,以照顾不断发展的场景。本文旨在讨论这些问题。设计/方法论/方法WES开发方法基于基于知识工件的知识获取框架(KAFKA)框架。KAFKA采用了多个知识工件,每个工件都致力于获取和管理特定类型的知识。KAFKA框架是从概念和计算两个角度介绍的。给出了一个例子,展示了在这个框架内分类法、贝叶斯网络和基于规则的系统的相互作用。还对框架的可用性进行了实验评估。研究结果WES最有趣的特征是其随着时间的推移而进化的能力,这是由于测量输入变量的新值和检测新的输入事件,可用于修改、扩展和维护知识库,并表示以随时间变化为特征的领域。独创性/价值WES是一个新的、具有挑战性的概念,涉及用户开发自己的决策支持系统的可能性,并在环境中出现新事件时根据新事件进行更新。该系统完全支持领域专家和在知识工程方法方面没有特殊技能的用户在任何地方和必要时创建、维护和利用他们的专家系统。
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引用次数: 15
Integrating IR with CRIS - a novel researcher-centric approach 以研究人员为中心的新方法——集成IR与CRIS
Q Social Sciences Pub Date : 2017-09-13 DOI: 10.1108/PROG-04-2017-0026
H. Rybinski, L. Skonieczny, Jakub Koperwas, Waclaw Struk, J. Stepniak, Weronika Kubrak
Purpose The purpose of this paper is to present a solution for building an institutional information system (IIS) for the university, so that it combines the functionality of institutional repository (IR) with the functionality of current research information system (CRIS). The paper presents functionality of a system that has been implemented at Warsaw University of Technology (WUT), which solves the requirements of both system types. In addition, applied AI technologies aiming at providing features attractive for the system beneficiaries are presented. Design/methodology/approach The authors have reviewed various approaches to IIS, analyzed the problems observed by researchers in combining CRIS with IR, and have shown how the problems can be solved within a system that integrates various functionalities. Based on this analysis, the authors have implemented software Ω-ΨR (OMEGA-PSIR) for an academic IIS, which integrates requirements of both system types, and then deployed it at WUT. Findings It is shown that although a classical repository is an important part of the CRIS/IR system, the essential value of the solution is in providing analytical tools for “research management.” Based on the example of OMEGA-PSIR, the authors have also presented how the researcher-centric approach influences the acceptance rate of the academic community. It is also shown how the researcher-centric approach can take advantage from integrating the conflicting functionalities of IR and CRIS. Practical implications The paper bridges the gap between theory and practice in the area of IIS for academic institutions. It constructively discusses the role of institutional IR and it provides guides how to develop a system combining functionalities of CRIS and IR, as well as how to make IIS more attractive for the users by making the system researcher centric. Originality/value The survey of various approaches to IIS is unique. The research-centric approach and its implementation within OMEGA-PSIR system are original. Lessons learned from deploying the software at the WUT are of great value for institutions planning to install IR/CRIS solutions. A survey research concerning the system usability is provided, showing practical usefulness of the proposed approach.
目的本文的目的是为大学提供一个构建机构信息系统(IIS)的解决方案,使其将机构知识库(IR)的功能与当前研究信息系统(CRIS)的功能相结合。本文介绍了华沙理工大学(WUT)实现的一个系统的功能,该系统解决了这两种系统类型的要求。此外,还介绍了旨在提供对系统受益者有吸引力的功能的应用人工智能技术。设计/方法论/方法作者回顾了IIS的各种方法,分析了研究人员在将CRIS与IR相结合时观察到的问题,并展示了如何在集成各种功能的系统中解决这些问题。在此基础上,作者为一个学术IIS实现了Ω-ΨR(OMEGA-PSIR)软件,该软件集成了两种系统类型的需求,并将其部署在WUT上。研究结果表明,尽管经典知识库是CRIS/IR系统的重要组成部分,但该解决方案的基本价值在于为“研究管理”提供分析工具。基于OMEGA-PSIR的例子,作者还介绍了以研究人员为中心的方法如何影响学术界的接受率。它还展示了以研究人员为中心的方法如何从整合IR和CRIS的冲突功能中获得优势。实践意义本文弥合了学术机构IIS领域理论与实践之间的差距。它建设性地讨论了机构IR的作用,并指导如何开发一个结合CRIS和IR功能的系统,以及如何通过使系统研究人员为中心来提高IIS对用户的吸引力。独创性/价值对IIS的各种方法的调查是独一无二的。以研究为中心的方法及其在OMEGA-PSIR系统中的实现是独创的。在WUT部署该软件的经验教训对计划安装IR/CRIS解决方案的机构具有重要价值。对系统可用性进行了调查研究,表明了该方法的实用性。
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引用次数: 15
MFS-LDA: a multi-feature space tag recommendation model for cold start problem MFS-LDA:冷启动问题的多特征空间标签推荐模型
Q Social Sciences Pub Date : 2017-09-05 DOI: 10.1108/PROG-01-2017-0002
Muhammad Ali Masood, R. Abbasi, O. Maqbool, M. Mushtaq, Naif R. Aljohani, Ali Daud, M. Aslam, Jalal S. Alowibdi
Tags are used to annotate resources on social media platforms. Most tag recommendation methods use popular tags, but in the case of new resources that are as yet untagged (the cold start problem), popularity-based tag recommendation methods fail to work. The purpose of this paper is to propose a novel model for tag recommendation called multi-feature space latent Dirichlet allocation (MFS-LDA) for cold start problem.,MFS-LDA is a novel latent Dirichlet allocation (LDA)-based model which exploits multiple feature spaces (title, contents, and tags) for recommending tags. Exploiting multiple feature spaces allows MFS-LDA to recommend tags even if data from a feature space is missing (the cold start problem).,Evaluation of a publicly available data set consisting of around 20,000 Wikipedia articles that are tagged on a social bookmarking website shows a significant improvement over existing LDA-based tag recommendation methods.,The originality of MFS-LDA lies in segregation of features for removing bias toward dominant features and in synchronization of multiple feature space for tag recommendation.
标签用于注释社交媒体平台上的资源。大多数标签推荐方法使用流行标签,但在新资源尚未标记的情况下(冷启动问题),基于流行度的标签推荐方法无法工作。本文的目的是为冷启动问题提出一种新的标签推荐模型,称为多特征空间潜在狄利克雷分配(MFS-LDA)。,MFS-LDA是一种新的基于潜在狄利克雷分配(LDA)的模型,它利用多个特征空间(标题、内容和标签)来推荐标签。利用多个特征空间允许MFS-LDA推荐标签,即使来自特征空间的数据丢失(冷启动问题)。,对一个由大约20000篇维基百科文章组成的公开可用数据集的评估显示,与现有的基于LDA的标签推荐方法相比,该数据集有了显著的改进。,MFS-LDA的独创性在于分离特征以消除对主要特征的偏见,以及同步多个特征空间以进行标签推荐。
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引用次数: 6
Social Media for Creative Libraries 创意图书馆的社交媒体
Q Social Sciences Pub Date : 2017-05-19 DOI: 10.1108/PROG-03-2016-0033
Alireza Isfandyari-Moghaddam
Purpose It is a book review paper. Design/methodology/approach It is a book review paper. Findings It is a book review paper. Originality/value It is a book review paper.
目的这是一篇书评。设计/方法论/方法这是一篇书评。调查结果这是一篇书评。这是一篇书评。
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引用次数: 4
Social question and answer sites: the story so far 社交问答网站:迄今为止的故事
Q Social Sciences Pub Date : 2017-05-19 DOI: 10.1108/PROG-11-2015-0073
Shah Khusro, A. Alam, S. Khalid
Purpose Social question and answer (SQA) site is one of the factors that boosted up and popularized the vision of social web. It enables community members to post highly valued answers to globally asked questions and information seekers to grab intellectual information in a contextual, concise, and meaningful format at the cost of investing a few minutes. The purpose of this paper is to present a common architecture, history, and a comprehensive review of such sites. Design/methodology/approach A critical and analytical investigation of the state-of-the-art SQA sites and relevant literature has been carried out with the intention to explore the noticeable features of such sites. Findings By studying relevant literature, and analysing a number of existing systems, a number of research challenges are identified and a generic architecture of SQA sites is contributed. Practical implications The review contributes a comprehensive knowledge about SQA systems and aims to be helpful to new researchers who want to get a broad picture of SQA systems on a single platform. The domain is in its infancy and requires tremendous efforts from the research community to explore its salient aspects with respect to the human world. Originality/value The study inspects SQA sites on a large scale and makes an original contribution by presenting a comprehensive review, future research challenges, and a generic architecture of SQA sites.
目的社交问答网站是提升和普及社交网络视野的因素之一。它使社区成员能够发布对全球问题的高度重视的答案,并使信息寻求者能够以上下文、简洁和有意义的形式获取智力信息,而只需花费几分钟的时间。本文的目的是介绍一个共同的建筑,历史,并对这些遗址进行全面的回顾。设计/方法/方法对最先进的SQA场地和相关文献进行了批判性和分析性调查,旨在探索这些场地的显著特征。研究结果通过研究相关文献和分析一些现有系统,确定了一些研究挑战,并为SQA站点的通用架构做出了贡献。实际意义该综述提供了关于SQA系统的全面知识,旨在帮助希望在单个平台上全面了解SQA系统。该领域尚处于起步阶段,需要研究界做出巨大努力来探索其与人类世界相关的突出方面。独创性/价值该研究对SQA站点进行了大规模检查,并通过提出全面的综述、未来的研究挑战和SQA站点的通用架构做出了独创性贡献。
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引用次数: 7
Information asymmetry leads to underpricing: validation through SEM for Indian IPOs 信息不对称导致定价过低:通过SEM对印度ipo进行验证
Q Social Sciences Pub Date : 2017-05-19 DOI: 10.1108/PROG-01-2016-0009
Sheena Chhabra, R. Kiran, A. N. Sah
Purpose The purpose of this paper is to examine the relevance of information, transparency and information efficiency in short-run performance of new issues. The current research evaluates the short-run performance of IPOs during 2005-2012, which even includes the recessionary period. The present study evaluates the impact of informational variables on first-day returns. Design/methodology/approach The short-run performance of the IPOs is measured through market adjusted excess return. A structural equation model (SEM) has been designed to identify how information influences the short-run performance of IPOs. Findings The results of structural model reveal that the sale of promoters’ stake and underwriters’ reputation are the major contributors towards information and are found to be highly significant statistically. The model also shows that the issue size (a component of information) is statistically insignificant at 5 per cent. The model suggests that the availability of information has negative impact on the first day returns indicating that the issuer which disclose maximum information to the public get lower returns on the listing day and hence, their issues are less underpriced. Originality/value The present study has a contribution in investment decisions for global investors, as the participation of international investors is common in IPOs of emerging markets. The findings of the study are expected to be useful to the practitioners in predicting the pricing of IPOs based on the informational variables influencing their performance.
本文的目的是考察信息、透明度和信息效率在新股短期绩效中的相关性。目前的研究评估了2005-2012年ipo的短期表现,其中甚至包括经济衰退时期。本研究评估信息变量对首日收益的影响。设计/方法/方法ipo的短期表现是通过市场调整后的超额回报来衡量的。本文设计了一个结构方程模型(SEM)来确定信息如何影响ipo的短期绩效。结构模型的结果显示,发起人股权的出售和承销商的声誉是信息的主要贡献者,并且具有高度显著的统计学意义。该模型还显示,发行规模(信息的一个组成部分)在统计学上不显著,为5%。该模型表明,信息的可获得性对首日回报有负面影响,这表明向公众披露最多信息的发行人在上市当天获得的回报较低,因此,它们的发行价格被低估的程度较低。本研究对全球投资者的投资决策有一定的贡献,因为国际投资者的参与在新兴市场的ipo中很常见。本文的研究结果有望对从业者基于影响其业绩的信息变量来预测ipo定价有所帮助。
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引用次数: 15
Pakistani LIS scholars' altmetrics in ResearchGate 巴基斯坦LIS学者在ResearchGate的altmetrics
Q Social Sciences Pub Date : 2017-05-19 DOI: 10.1108/PROG-07-2016-0052
M. Ali, Joanna Richardson
Purpose The purpose of this paper is to analyse the research performance of Pakistani library and information science (LIS) scholars, using the altmetrics provided by ResearchGate (RG). Design/methodology/approach Purposive sampling was used to collect profiles between 15 January 2015 and 30 April 2016 of all members of RG who had self-identified as being an LIS scholar of Pakistani nationality. Additional demographic data were obtained through a small survey administered via Google Docs. Resultant data were analysed in SPSS Version 21. Findings Study results were broadly consistent in terms of demographical data with previous studies of this cohort. There was a positive correlation between publications, reads, and citations for scholars who had recorded at least one publication. The majority of publications had not been published in a high impact factor journal. Academic networking site profiles create the potential for collaboration, building connections, and exchanging information. Research limitations/implications Some scholars eliminated from this study may have published at least one output but neglected to upload details to RG. It is a purposive, exploratory study that provides insights into future research. Practical implications The paper produces findings of relevance to researchers in other countries and/or disciplines who may wish to conduct a similar study of a defined cohort. Originality/value There have been no previous published research studies on altmetrics associated with Pakistani LIS scholars.
目的利用ResearchGate(RG)提供的altmetrics,分析巴基斯坦图书馆和信息科学(LIS)学者的研究绩效。设计/方法/方法采用目的性抽样法收集2015年1月15日至2016年4月30日期间RG所有成员的档案,这些成员自称为巴基斯坦国籍的LIS学者。其他人口统计数据是通过谷歌文档进行的一项小型调查获得的。结果数据在SPSS Version 21中进行分析。研究结果在人口学数据方面,研究结果与该队列先前的研究大致一致。至少记录过一份出版物的学者的出版物、阅读和引用之间存在正相关。大多数出版物都没有在影响系数高的期刊上发表。学术网站简介创造了合作、建立联系和交换信息的潜力。研究局限性/影响本研究中被排除的一些学者可能至少发表了一篇文章,但忽略了将详细信息上传到RG。这是一项有目的的探索性研究,为未来的研究提供了见解。实际意义该论文的研究结果与其他国家和/或学科的研究人员有关,他们可能希望对特定的队列进行类似的研究。原创性/价值以前没有发表过与巴基斯坦LIS学者有关的altmetrics的研究。
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引用次数: 22
The CENDARI infrastructure in GIS-based historical research 基于GIS的历史研究中的CENDARI基础设施
Q Social Sciences Pub Date : 2017-05-19 DOI: 10.1108/PROG-09-2015-0058
A. Mościcka
Purpose The purpose of this paper is to propose a way of using already existing archival resources in the geographic information system (GIS). Design/methodology/approach The essence of the methodology used was to identify semantic relations of archival documents with geographical space and develop their metadata into spatially related metadata, ready to use in GIS and to join geographical names occurring in these metadata with exact places to which they were related to. Research was based on two digital collections from the Library of Contemporary History in Stuttgart on-line service. These collections were related to the First World War and they included metadata prepared in MAB standard. Findings As the results of the research, two sample metadata sets related to posters and ration coupons were developed. Thesauruses of coordinates of places and regions mentioned in documents metadata in different semantic context were also created. To complete the methodology, the assumptions of the GIS structure and concept of applying metadata in them, have been proposed. Research limitations/implications The research also presents limitations in effective implementation of the proposed solutions, which lie mainly in lack of rules and consequences in recording geographical names in metadata. Originality/value The value of the proposed solution is easy way of using already existing data in GIS and possibilities of gathering, managing, presenting and analyzing archives with one parameter more than in traditional databases – with spatial information. The added value and an effective use of already collected data lies in the strong recommendation of defining and implementation of rules for recording geographical names in archival documents metadata. This will help in a wide use of collected data in any spatial-based solutions as well as in automation of process of joining archives with geographical space, and finally in dissemination of collected resources.
目的本文的目的是提出一种在地理信息系统中利用现有档案资源的方法。设计/方法论/方法论所使用的方法论的本质是确定档案文件与地理空间的语义关系,并将其元数据发展成空间相关的元数据,以便在地理信息系统中使用,并将这些元数据中出现的地名与它们相关的确切地点联系起来。这项研究基于斯图加特当代历史图书馆的两个数字藏品在线服务。这些藏品与第一次世界大战有关,其中包括MAB标准中编制的元数据。研究结果作为研究的结果,开发了两个与海报和配给券有关的元数据样本集。还创建了不同语义背景下文档元数据中提到的地点和区域坐标的同义词库。为了完成该方法,提出了GIS结构的假设和在其中应用元数据的概念。研究局限性/影响研究还提出了有效实施拟议解决方案的局限性,主要在于缺乏在元数据中记录地名的规则和后果。独创性/价值所提出的解决方案的价值是在地理信息系统中使用现有数据的简单方法,以及收集、管理、呈现和分析档案的可能性,这些档案比传统数据库中多了一个参数——空间信息。对已经收集的数据的附加值和有效利用在于强烈建议定义和执行在档案文件元数据中记录地名的规则。这将有助于在任何基于空间的解决方案中广泛使用收集的数据,并有助于将档案与地理空间连接的过程自动化,最终有助于传播收集的资源。
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引用次数: 4
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Program-Electronic Library and Information Systems
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