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Algorithmic methods to explore the automation of the appraisal of structured and unstructured digital data 探索结构化和非结构化数字数据评估自动化的算法方法
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-07-03 DOI: 10.1108/rmj-09-2019-0049
Basma Makhlouf Shabou, Julien Tièche, J. Knafou, A. Gaudinat
PurposeThis paper aims to describe an interdisciplinary and innovative research conducted in Switzerland, at the Geneva School of Business Administration HES-SO and supported by the State Archives of Neuchâtel (Office des archives de l'État de Neuchâtel, OAEN). The problem to be addressed is one of the most classical ones: how to extract and discriminate relevant data in a huge amount of diversified and complex data record formats and contents. The goal of this study is to provide a framework and a proof of concept for a software that helps taking defensible decisions on the retention and disposal of records and data proposed to the OAEN. For this purpose, the authors designed two axes: the archival axis, to propose archival metrics for the appraisal of structured and unstructured data, and the data mining axis to propose algorithmic methods as complementary or/and additional metrics for the appraisal process.Design/methodology/approachBased on two axes, this exploratory study designs and tests the feasibility of archival metrics that are paired to data mining metrics, to advance, as much as possible, the digital appraisal process in a systematic or even automatic way. Under Axis 1, the authors have initiated three steps: first, the design of a conceptual framework to records data appraisal with a detailed three-dimensional approach (trustworthiness, exploitability, representativeness). In addition, the authors defined the main principles and postulates to guide the operationalization of the conceptual dimensions. Second, the operationalization proposed metrics expressed in terms of variables supported by a quantitative method for their measurement and scoring. Third, the authors shared this conceptual framework proposing the dimensions and operationalized variables (metrics) with experienced professionals to validate them. The expert’s feedback finally gave the authors an idea on: the relevance and the feasibility of these metrics. Those two aspects may demonstrate the acceptability of such method in a real-life archival practice. In parallel, Axis 2 proposes functionalities to cover not only macro analysis for data but also the algorithmic methods to enable the computation of digital archival and data mining metrics. Based on that, three use cases were proposed to imagine plausible and illustrative scenarios for the application of such a solution.FindingsThe main results demonstrate the feasibility of measuring the value of data and records with a reproducible method. More specifically, for Axis 1, the authors applied the metrics in a flexible and modular way. The authors defined also the main principles needed to enable computational scoring method. The results obtained through the expert’s consultation on the relevance of 42 metrics indicate an acceptance rate above 80%. In addition, the results show that 60% of all metrics can be automated. Regarding Axis 2, 33 functionalities were developed and proposed under six main types: macro
目的本文旨在描述在瑞士日内瓦工商管理学院HES-SO进行的一项跨学科创新研究,该研究得到了诺伊沙特尔国家档案馆(OAEN诺伊沙泰尔档案馆)的支持。需要解决的问题是最经典的问题之一:如何在大量多样化和复杂的数据记录格式和内容中提取和区分相关数据。本研究的目标是为一个软件提供一个框架和概念验证,该软件有助于就向OAEN提出的记录和数据的保留和处置做出合理的决定。为此,作者设计了两个轴:档案轴,提出用于评估结构化和非结构化数据的档案度量;数据挖掘轴,提出算法方法,作为评估过程的补充或/和附加度量。设计/方法论/方法基于两个轴,这项探索性研究设计并测试了与数据挖掘指标配对的档案指标的可行性,以尽可能系统甚至自动地推进数字评估过程。在Axis 1下,作者启动了三个步骤:首先,设计一个概念框架,以详细的三维方法(可信度、可利用性、代表性)记录数据评估。此外,作者还定义了指导概念维度操作的主要原则和假设。其次,操作化提出了用变量表示的指标,并用定量方法对其进行测量和评分。第三,作者与经验丰富的专业人士分享了这一概念框架,提出了维度和可操作变量(指标),以验证它们。专家的反馈最终给了作者一个想法:这些指标的相关性和可行性。这两个方面可以证明这种方法在现实档案实践中的可接受性。与此同时,Axis 2提出的功能不仅涵盖数据的宏观分析,还涵盖算法方法,以实现数字档案和数据挖掘指标的计算。在此基础上,提出了三个用例来想象应用这种解决方案的合理和说明性场景。主要结果证明了用可重复的方法测量数据和记录价值的可行性。更具体地说,对于Axis 1,作者以灵活和模块化的方式应用了度量。作者还定义了实现计算评分方法所需的主要原则。通过专家对42个指标相关性的咨询获得的结果表明,接受率超过80%。此外,结果表明,60%的指标可以实现自动化。关于Axis 2,在六种主要类型下开发和提出了33种功能:宏观分析、微观分析、统计、检索、管理,最后是决策建模和机器学习。度量和函数的相关性基于其方法的理论有效性和计算特性。这些结果在很大程度上是令人满意和有希望的。原创性/价值本研究为提高档案评估过程和决策的有效性和绩效提供了宝贵的帮助。对于其他类型的数据,可以考虑这些档案和数据挖掘指标的可传输性和适用性。这种方法及其指标的适应性可以在研究数据、医疗数据或银行数据上进行测试。
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引用次数: 11
From tree to network: reordering an archival catalogue 从树到网络:重新排序档案目录
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-06-26 DOI: 10.1108/rmj-09-2019-0051
M. Bell
This paper presents the results of a number of experiments performed at the National Archives, all related to the theme of linking collections of records. This paper aims to present a methodology for translating a hierarchy into a network structure using a number of methods for deriving statistical distributions from records metadata or content and then aggregating them. Simple similarity metrics are then used to compare and link, collections of records with similar characteristics.,The approach taken is to consider a record at any level of the catalogue hierarchy as a summary of its children. A distribution for each child record is created (e.g. word counts and date distribution) and averaged/summed with the other children. This process is repeated up the hierarchy to find a representative distribution of the whole series. By doing this the authors can compare record series together and create a similarity network.,The summarising method was found to be applicable not only to a hierarchical catalogue but also to web archive data, which is by nature stored in a hierarchical folder structure. The case studies raised many questions worthy of further exploration such as how to present distributions and uncertainty to users and how to compare methods, which produce similarity scores on different scales.,Although the techniques used to create distributions such as topic modelling and word frequency counts, are not new and have been used to compare documents, to the best of the knowledge applying the averaging approach to the archival catalogue is new. This provides an interesting method for zooming in and out of a collection, creating networks at different levels of granularity according to user needs.
本文介绍了在国家档案馆进行的一系列实验的结果,所有这些实验都与连接记录收藏的主题有关。本文旨在介绍一种将层次结构转换为网络结构的方法,该方法使用多种方法从记录元数据或内容中获得统计分布,然后将其聚合。然后使用简单的相似性度量来比较和链接具有相似特征的记录集合。所采取的方法是将目录层次结构的任何级别的记录视为其子记录的摘要。为每个子记录创建一个分布(例如单词计数和日期分布),并与其他子记录求平均值/求和。这个过程在层次结构中重复,以找到整个系列的代表性分布。通过这样做,作者可以比较记录系列并创建一个相似网络。摘要方法不仅适用于分层目录,也适用于本质上存储在分层文件夹结构中的web归档数据。案例研究提出了许多值得进一步探索的问题,例如如何向用户呈现分布和不确定性,以及如何比较不同尺度上产生相似分数的方法。虽然用于创建分布(如主题建模和词频计数)的技术并不新鲜,并且已被用于比较文件,但据我所知,将平均方法应用于档案目录是新的。这提供了一种有趣的方法来放大和缩小集合,根据用户需要创建不同粒度级别的网络。
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引用次数: 8
Ethics by design: a code of ethics for the digital age 设计伦理:数字时代的伦理准则
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-06-10 DOI: 10.1108/rmj-08-2019-0044
Bernice Ibiricu, Marja Leena van der Made
PurposeThis paper aims to provide a framework for a code of ethics related to digital and leading edge technologies.Design/methodology/approachThe proposed ethical framework is anchored in data protection legislation, and results from a combination of case studies, observed user behaviour and decision-making processes.FindingsA concise and user-friendly ethical framework ensures the embedded code of conduct is respected and observed by all employees concerned.Originality/valueAn ethical framework aligned with EU data protection legislation is required.
目的本文旨在为与数字和前沿技术相关的道德准则提供一个框架。设计/方法/方法拟议的道德框架以数据保护立法为基础,是案例研究、观察到的用户行为和决策过程相结合的结果。发现简洁、用户友好的道德框架确保嵌入的行为准则得到所有相关员工的尊重和遵守。独创性/价值需要符合欧盟数据保护立法的道德框架。
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引用次数: 8
Archiving experience: an exploration of the challenges of preserving virtual reality 存档经验:探索保存虚拟现实的挑战
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-05-20 DOI: 10.1108/rmj-09-2019-0054
Zack Lischer-Katz
This paper aims to explore the opportunities and challenges that immersive virtual reality (VR) technologies pose for archival theory and practice.,This conceptual paper reviews research on VR adoption in information institutions and the preservation challenges of VR to identify ways in which VR has the potential to disrupt existing archival theory and practice.,Existing archival approaches are found to be disrupted by the multi-layered structural characteristics of VR, the part–whole relationships between the technological elements of VR environments and the three-dimensional content they contain and the immersive, experiential nature of VR experiences. This paper argues that drawing on perspectives from phenomenology and digital materiality is helpful for addressing the preservation challenges of VR.,The findings extend conceptualizations of preservation by identifying gaps in existing preservation approaches to VR and stressing the importance of “experience” as a central element of archival practice and by emphasizing the embodied dimensions of interpreting archival records and the multiple scales of materiality that archival researchers and practitioners should consider to preserve VR.,These findings provide guidance for digital curators and preservationists by outlining the current thinking on VR preservation and the impact of VR on digital preservation strategies.,This paper gives new insight into VR as an emerging area of concern to digital curation and preservation and expands archival thinking with new conceptualizations that disrupt existing paradigms.
本文旨在探讨沉浸式虚拟现实(VR)技术为档案理论和实践带来的机遇和挑战。这篇概念性论文回顾了信息机构采用虚拟现实的研究以及虚拟现实的保存挑战,以确定虚拟现实有可能颠覆现有档案理论和实践的方式。现有的档案方法被VR的多层结构特征、VR环境的技术元素与其所包含的三维内容之间的部分整体关系以及VR体验的沉浸式、体验性所打破。本文认为,借鉴现象学和数字物质性的观点有助于解决虚拟现实的保存挑战。通过识别现有虚拟现实保存方法的差距,强调“体验”作为档案实践的核心要素的重要性,并通过强调解释档案记录的具体维度以及档案研究人员和从业人员在保存虚拟现实时应考虑的多重物质尺度,研究结果扩展了保存的概念。这些发现通过概述当前对VR保护的思考以及VR对数字保护策略的影响,为数字策展人和保护主义者提供了指导。本文对虚拟现实作为数字策展和保存的新兴领域提出了新的见解,并以颠覆现有范式的新概念扩展了档案思维。
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引用次数: 2
Natural language processing and machine learning as practical toolsets for archival processing 自然语言处理和机器学习作为档案处理的实用工具集
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-05-16 DOI: 10.1108/rmj-09-2019-0055
T. Hutchinson
PurposeThis study aims to provide an overview of recent efforts relating to natural language processing (NLP) and machine learning applied to archival processing, particularly appraisal and sensitivity reviews, and propose functional requirements and workflow considerations for transitioning from experimental to operational use of these tools.Design/methodology/approachThe paper has four main sections. 1) A short overview of the NLP and machine learning concepts referenced in the paper. 2) A review of the literature reporting on NLP and machine learning applied to archival processes. 3) An overview and commentary on key existing and developing tools that use NLP or machine learning techniques for archives. 4) This review and analysis will inform a discussion of functional requirements and workflow considerations for NLP and machine learning tools for archival processing.FindingsApplications for processing e-mail have received the most attention so far, although most initiatives have been experimental or project based. It now seems feasible to branch out to develop more generalized tools for born-digital, unstructured records. Effective NLP and machine learning tools for archival processing should be usable, interoperable, flexible, iterative and configurable.Originality/valueMost implementations of NLP for archives have been experimental or project based. The main exception that has moved into production is ePADD, which includes robust NLP features through its named entity recognition module. This paper takes a broader view, assessing the prospects and possible directions for integrating NLP tools and techniques into archival workflows.
本研究旨在概述与应用于档案处理的自然语言处理(NLP)和机器学习相关的最新工作,特别是评估和敏感性审查,并提出这些工具从实验过渡到操作使用的功能需求和工作流程考虑。设计/方法/方法本文主要有四个部分。1)论文中提到的NLP和机器学习概念的简要概述。2)对NLP和机器学习应用于档案处理的文献报道进行综述。3)概述和评论现有的和正在开发的使用NLP或机器学习技术的档案工具。4)本综述和分析将讨论用于档案处理的NLP和机器学习工具的功能需求和工作流程考虑。到目前为止,处理电子邮件的应用程序受到了最多的关注,尽管大多数计划都是实验性的或基于项目的。现在看来,扩展到开发更通用的工具来处理原生的数字、非结构化记录似乎是可行的。有效的档案处理NLP和机器学习工具应该是可用的、可互操作的、灵活的、迭代的和可配置的。大多数档案的NLP实现都是实验性的或基于项目的。已经投入生产的主要例外是ePADD,它通过其命名的实体识别模块包含了强大的NLP功能。本文采取了更广泛的观点,评估了将NLP工具和技术集成到档案工作流程中的前景和可能的方向。
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引用次数: 17
Record linking in the EHRI portal EHRI门户中的记录链接
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-04-29 DOI: 10.1108/rmj-08-2019-0045
Sigal Arie Erez, Tobias Blanke, Michael Bryant, K. Rodríguez, R. Speck, Veerle Vanden Daelen
PurposeThis paper aims to describe the European Holocaust Research Infrastructure (EHRI) project's ongoing efforts to virtually integrate trans-national archival sources via the reconstruction of collection provenance as it relates to copy collections (material copied from one archive to another) and the co-referencing of subject and authority terms across material held by distinct institutions.Design/methodology/approachThis paper is a case study of approximately 6,000 words length. The authors describe the scope of the problem of archival fragmentation from both cultural and technical perspectives, with particular focus on Holocaust-related material, and describe, with graph-based visualisations, two ways in which EHRI seeks to better integrate information about fragmented material.FindingsAs a case study, the principal contributions of this paper include reports on our experience with extracting provenance-based connections between archival descriptions from encoded finding aids and the challenges of co-referencing access points in the absence of domain-specific controlled vocabularies.Originality/valueRecord linking in general is an important technique in computational approaches to humanities research and one that has rightly received significant attention from scholars. In the context of historical archives, however, the material itself is in most cases not digitised, meaning that computational attempts at linking must rely on finding aids which constitute much fewer rich data sources. The EHRI project’s work in this area is therefore quite pioneering and has implications for archival integration on a larger scale, where the disruptive potential of Linked Open Data is most obvious.
本文旨在描述欧洲大屠杀研究基础设施(EHRI)项目正在进行的努力,通过重建收藏来源来虚拟整合跨国档案来源,因为它涉及副本收藏(从一个档案复制到另一个档案的材料)以及不同机构持有的材料的主题和权威术语的共同参考。设计/方法/方法这篇论文是一个大约6000字的案例研究。作者从文化和技术的角度描述了档案碎片化问题的范围,特别关注与大屠杀相关的材料,并通过基于图形的可视化描述了EHRI寻求更好地整合碎片化材料信息的两种方式。作为一个案例研究,本文的主要贡献包括报告我们从编码查找辅助工具中提取档案描述之间基于出处的联系的经验,以及在缺乏特定领域控制词汇表的情况下共同引用接入点的挑战。一般来说,原创性/价值记录链接是人文学科研究计算方法中的一项重要技术,也得到了学者们的广泛关注。然而,在历史档案的背景下,材料本身在大多数情况下没有数字化,这意味着连接的计算尝试必须依赖于查找辅助工具,而这些辅助工具构成的丰富数据源要少得多。因此,EHRI项目在这一领域的工作非常具有开创性,并对更大规模的档案整合产生影响,其中关联开放数据的颠覆性潜力最为明显。
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引用次数: 0
Publishing and using record-keeping structural information in a blockchain 在bbb中发布和使用保存记录的结构信息
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-04-20 DOI: 10.1108/rmj-09-2019-0056
Thomas Sødring, Petter Reinholdtsen, Svein Ølnes
This paper aims to examine the role blockchain can play for record-keeping by exploring what information from a record-keeping system it is possible to publish to a blockchain. A credible approach is presented, followed by a discussion on both benefits and limitations.,The approach is a combination of theorised possibilities verified with practical software implementation. The basis for the work is relevant record-keeping and blockchain literature.,The results show that it is possible to separate the formal record keeping structure from content, and this opens for new possibilities when integrating record keeping and block chain technologies. However, the approach does come with some limitations.,The approach is beneficial where there is a record-keeping standard that has a clearly defined metadata model, and that also makes use of globally unique identifiers. Privacy legislation, for example, GDPR, may limit the scope of an implementation of the approach.,The originality lies in presenting an approach whereby a record-keeping standard is analysed, separating structural and content information to publish structural information to a blockchain.
本文旨在通过探索记录保存系统中的哪些信息可以发布到区块链,来检查区块链在记录保存中可以发挥的作用。提出了一种可靠的方法,然后讨论了其优点和局限性。该方法是理论可能性与实际软件实现验证的结合。工作的基础是相关的记录和bbb文献。结果表明,将正式的记录保存结构与内容分离是可能的,这为将记录保存和区块链技术集成提供了新的可能性。然而,这种方法也有一些局限性。在存在具有明确定义的元数据模型的记录保存标准,并且还使用全局唯一标识符的情况下,这种方法是有益的。隐私立法,例如GDPR,可能会限制该方法的实施范围。创新之处在于提出了一种方法,通过分析记录保存标准,将结构信息和内容信息分开,将结构信息发布到bbb。
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引用次数: 1
Caught in the middle? 夹在中间?
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-04-15 DOI: 10.1108/rmj-09-2019-0048
V. Lemieux, Chris Rowell, M. Seidel, C. Woo
PurposeDistributed trust technologies, such as blockchain, propose to permit peer-to-peer transactions without trusted third parties. Yet not all implementations of such technologies fully decentralize. Information professionals make strategic choices about the level of decentralization when implementing such solutions, and many organizations are taking a hybrid (i.e. partially decentralized) approach to the implementation of distributed trust technologies. This paper conjectures that while hybrid approaches may resolve some challenges of decentralizing information governance, they also introduce others. To better understand these challenges, this paper aims first to elaborate a framework that conceptualizes a centralized–decentralized information governance continuum along three distinct dimensions: custody, ownership and right to access data. This paper then applies this framework to two illustrative blockchain case studies – a pilot Brazilian land transfer recording solution and a Canadian health data consent sharing project – to exemplify how the current transition state of blockchain pilots straddles both the old (centralized) and new (decentralized) worlds. Finally, this paper outlines the novel challenges that hybrid approaches introduce for information governance and what information professionals should do to navigate this thorny transition period. Counterintuitively, it may be much better for information professionals to embrace decentralization when implementing distributed trust technologies, as hybrid models could offer the worst of both the centralized and future decentralized worlds when consideration is given to the balance between information governance risks and new strategic business opportunities.Design/methodology/approachThis paper illustrates how blockchain is transforming organizations and societies by highlighting new strategic information governance challenges using our original analytic framework in two detailed blockchain case studies – a pilot solution in Brazil to record land transfers (Flores et al., 2018) and another in Canada to handle health data sharing consent (Hofman et al., 2018). The two case studies represent research output of the first phase of an ongoing multidisciplinary research project focused on gaining an understanding of how blockchain technology generates organizational, societal and data transformations and challenges. The analytic framework was developed inductively from a thematic synthesis of the findings of the case studies conducted under the auspices of this research project. Each case discussed in detail in this paper was chosen from among the project's case studies, as it represents a desire to move away from the old centralized world of information governance to a new decentralized one. However, each case study also represents and embodies a transition state between the old and new worlds and highlights many of the associated strategic information governance challenges.Findings
目的分布式信任技术,如区块链,提议允许在没有可信第三方的情况下进行对等交易。然而,并不是所有此类技术的实现都完全去中心化。信息专业人员在实施此类解决方案时,会对权力下放的程度做出战略选择,许多组织正在采取混合(即部分权力下放)方法来实施分布式信任技术。本文推测,虽然混合方法可以解决分散信息治理的一些挑战,但它们也会引入其他挑战。为了更好地理解这些挑战,本文首先旨在阐述一个框架,该框架将集中-分散的信息治理连续体概念化为三个不同的维度:托管、所有权和数据访问权。然后,本文将该框架应用于两个说明性的区块链案例研究——一个试点的巴西土地转让记录解决方案和一个加拿大健康数据同意共享项目——以举例说明区块链试点的当前过渡状态如何跨越旧的(集中式)和新的(去中心化)世界。最后,本文概述了混合方法为信息治理带来的新挑战,以及信息专业人员应该做些什么来度过这一棘手的过渡期。与直觉相反,信息专业人员在实施分布式信任技术时接受去中心化可能要好得多,因为当考虑到信息治理风险和新的战略商业机会之间的平衡时,混合模型可能会提供集中式和未来去中心化世界中最糟糕的一个。设计/方法论/方法本文通过在两个详细的区块链案例研究中使用我们的原始分析框架,强调新的战略信息治理挑战,说明了区块链是如何改变组织和社会的——巴西的一个记录土地转让的试点解决方案(Flores et al.,2018)和加拿大的另一个处理健康数据共享同意(Hofman等人,2018)。这两个案例研究代表了一个正在进行的多学科研究项目第一阶段的研究成果,该项目旨在了解区块链技术如何产生组织、社会和数据转型和挑战。该分析框架是根据在该研究项目主持下进行的案例研究结果的专题综合归纳而成的。本文中详细讨论的每一个案例都是从该项目的案例研究中选择的,因为它代表了一种从旧的信息治理中心化世界转向新的去中心化世界的愿望。然而,每个案例研究也代表和体现了新旧世界之间的过渡状态,并强调了许多相关的战略信息治理挑战。发现权力下放继续扰乱组织和社会。区块链等新兴的分布式信任技术打破了组织的信任和权限结构以及记录和数据的创建、管理和使用方式方面的旧规则。尽管世界各地的政府和企业都清楚地看到了这项技术的价值,它可以提高商业效率,开辟新的市场机会,创造新的价值形式,但这些优势并非没有挑战。对于信息主管来说,问题不在于他们是否会受到干扰,而在于如何受到干扰。理解本文将要讨论的内容,可以让企业知道如何在被另一个组织超越之前,利用去中心化信托技术实现的令人难以置信的创新和转型。这需要改变心态,将一个组织视为更广泛生态系统的一部分,对于那些成功做到这一点的人来说,本文认为,这是负责战略信息治理的人设计未来而不是被其打乱的战略机遇。研究局限性/含义本文为战略信息治理挑战提供了一个新的分析框架,以应对我们从传统的集中记录和信息管理世界过渡到新的去中心化的世界。本文沿着三个轨迹分析了这些转变及其对战略信息治理的影响:保管、所有权和访问记录和数据的权利,并参考我们的案例研究进行了说明。实际含义本文预测,大量组织将错过新的去中心化信任世界的机会,导致组织的大规模动荡,因为那些成功参与构建新模型的组织将胜过那些陷入旧世界或极有问题的混合过渡状态的组织。
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引用次数: 5
Working in contexts for which transparency is important 在透明度很重要的环境中工作
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-04-13 DOI: 10.1108/rmj-08-2019-0038
J. Bunn
This paper aims to introduce the topic of explainable artificial intelligence (XAI) and reports on the outcomes of an interdisciplinary workshop exploring it. It reflects on XAI through the frame and concerns of the recordkeeping profession.,This paper takes a reflective approach. The origins of XAI are outlined as a way of exploring how it can be viewed and how it is currently taking shape. The workshop and its outcomes are briefly described and reflections on the process of investigating and taking part in conversations about XAI are offered.,The article reinforces the value of undertaking interdisciplinary and exploratory conversations with others. It offers new perspectives on XAI and suggests ways in which recordkeeping can productively engage with it, as both a disruptive force on its thinking and a set of newly emerging record forms to be created and managed.,The value of this paper comes from the way in which the introduction it provides will allow recordkeepers to gain a sense of what XAI is and the different ways in which they are both already engaging and can continue to engage with it.
本文旨在介绍可解释人工智能(XAI)的主题,并报告一个跨学科研讨会的成果。它通过记录保存行业的框架和关注点来反思XAI。,本文采用了反思的方法。XAI的起源被概述为一种探索如何看待它以及它目前是如何形成的方式。简要介绍了研讨会及其成果,并对调查和参与XAI对话的过程进行了思考。,这篇文章强调了与他人进行跨学科和探索性对话的价值。它为XAI提供了新的视角,并提出了记录保存可以有效地参与其中的方法,这既是对其思维的破坏性力量,也是一组需要创建和管理的新兴记录形式。,这篇论文的价值来自于它所提供的介绍将使记录管理员了解XAI是什么,以及他们已经参与并可以继续参与的不同方式。
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引用次数: 18
A record-keeping approach to managing IoT-data for government agencies 为政府机构管理物联网数据的记录保存方法
IF 1.4 Q3 INFORMATION SCIENCE & LIBRARY SCIENCE Pub Date : 2020-04-09 DOI: 10.1108/rmj-09-2019-0050
Thomas Sødring, Petter Reinholdtsen, David Massey
PurposeParticular attention to the issue of information management will be required to meet the expected growth in IoT-devices and the data they generate. As government agencies start collecting and using such information, they must also deal with the issue of privacy, to comply with laws and regulations. The approach discussed here shows that record-keeping principles may form part of a solution to the issue of managing IoT-data for government agencies.Design/methodology/approachThis study uses the generally accepted record-keeping principles as a basis for a high-level discussion on how IoT-data can be managed. This is followed by a presentation and discussion on how the Norwegian record-keeping standard, Noark, can be extended to highlight practical issues.FindingsRecord keeping has principles that are relevant to the management of IoT-data. Further an implementation of the chosen use-cases is possible based on an existing record keeping standard. Record keeping is one of many information science approaches that can manage IoT-data.Research limitations/implicationsThe main limitations are that the discussion cannot cover all types of IoT-devices, nor can all issues be captured with a limited choice of examples. The results should be seen within the context of the types of devices discussed and limited to the chosen use-cases. However, the level of abstraction used means the results may be applicable to similar scenarios.Originality/valueThe approach shows that record-keeping principles may be used as an approach to manage IoT-data. This discussion is useful when compared with other information science approaches, e.g. big-data or semantic Web approaches. The practicalities of a record-keeping approach are also discussed and relevant strengths and weaknesses are showed.
目的需要特别关注信息管理问题,以满足物联网设备及其生成的数据的预期增长。随着政府机构开始收集和使用此类信息,他们还必须处理隐私问题,以遵守法律法规。这里讨论的方法表明,记录保存原则可能是政府机构物联网数据管理问题解决方案的一部分。设计/方法论/方法本研究使用公认的记录保存原则作为基础,就如何管理物联网数据进行高层讨论。随后介绍和讨论了如何扩展挪威记录保存标准Noark,以突出实际问题。Findings记录保存具有与物联网数据管理相关的原则。此外,基于现有的记录保存标准可以实现所选择的用例。记录保存是可以管理物联网数据的许多信息科学方法之一。研究局限性/含义主要局限性在于,讨论无法涵盖所有类型的物联网设备,也无法通过有限的示例选择来捕捉所有问题。结果应在所讨论的设备类型的上下文中查看,并仅限于所选择的用例。然而,所使用的抽象级别意味着结果可能适用于类似的场景。独创性/价值该方法表明,记录保存原则可以作为管理物联网数据的一种方法。与其他信息科学方法(如大数据或语义Web方法)相比,这种讨论是有用的。还讨论了记录保存方法的实用性,并展示了相关的优势和劣势。
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引用次数: 8
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Records Management Journal
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