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A Framework for Assessing and Refining the Quality of R2RML mappings 评估和改进R2RML映射质量的框架
Alex Randles, Ademar Crotti Junior, D. O’Sullivan
"Uplift" mapping execution applies a set of mapping definitions to transform non-RDF data sources to RDF. During the uplift mapping process, mapping definitions are iteratively refined until they conform with the user's expressed requirements. The W3C standard R2RML is one language which allows for specifying the mappings needed to generate RDF datasets from relational databases. Many approaches have been proposed to assess the quality of the generated RDF datasets, even though the root cause of several of those quality violations are found in mappings. In this paper, we present a framework for assessing and refining the quality of the definitions used to transform non-RDF data to RDF. This paper also provides an overview of an implementation of the proposed quality assessment framework for the R2RML mapping language, which uses the W3C standard Shapes Constraint Language (SHACL). We also provide a demonstration of the proposed framework and its implementation through a walkthrough use case.
“提升”映射执行应用一组映射定义来将非RDF数据源转换为RDF。在提升映射过程中,映射定义被迭代地细化,直到它们符合用户表达的需求。W3C标准R2RML是一种语言,它允许指定从关系数据库生成RDF数据集所需的映射。已经提出了许多方法来评估生成的RDF数据集的质量,尽管其中一些质量违规的根本原因是在映射中发现的。在本文中,我们提出了一个框架,用于评估和改进用于将非RDF数据转换为RDF的定义的质量。本文还概述了建议的R2RML映射语言质量评估框架的实现,该框架使用W3C标准形状约束语言(SHACL)。我们还通过一个演练用例提供了所建议的框架及其实现的演示。
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引用次数: 4
Non-native Techniques for Storing JSON Documents into Relational Tables 将JSON文档存储到关系表中的非本机技术
D. Petković
The natural way, how JSON documents can be queried and modified is to store them first in relational environment. In such a case, the features of relational DBMSs such as transaction processing, can be used. In this paper we compare two different mapping techniques: Adjacency List and the Single-Table Data Mapping (STDM) algorithm, which can be used, among other techniques, to store JSON documents in relational tables. The reason to choose and compare these two techniques is due to their origin: both are representatives of two different non-native storing techniques. The former is a general technique, which can be applied to any data presented in hierarchical form, while the latter is a representative of the family of XML-to-Relational storage algorithms, which can be used for JSON, too. Our results show that using the STDM algorithm the size of resulting relational table is approximately 70% of the size of the corresponding table generated with Adjacency List. Additionally, the STDM algorithm significantly outperforms Adjacency List concerning time.
查询和修改JSON文档的自然方式是首先将它们存储在关系环境中。在这种情况下,可以使用关系dbms的特性,如事务处理。在本文中,我们比较了两种不同的映射技术:邻接表和单表数据映射(STDM)算法,在其他技术中,它可以用于在关系表中存储JSON文档。选择和比较这两种技术的原因在于它们的起源:它们都是两种不同的非本机存储技术的代表。前者是一种通用技术,可应用于以分层形式呈现的任何数据,而后者是XML-to-Relational存储算法家族的代表,也可用于JSON。我们的结果表明,使用STDM算法生成的关系表的大小大约是邻接表生成的相应表大小的70%。此外,STDM算法在时间上明显优于邻接表算法。
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引用次数: 3
Gamification as an enabler of quality distant education: The need for guiding ethical principles towards an education for a global society leaving no one behind 游戏化作为高质量远程教育的推动者:指导全球社会教育的道德原则的必要性,不让任何人掉队
A. Tjoa, Flora Poecze
Quality distant education has received growing scientific attention in the recent decades, which is accelerated in present times as a result of the COVID-19 pandemic; traditional in-class teaching methods needed a rapid transformation to be effective in a distant educational context as well, to reduce the existing and deepening digital divide. Convinced by the "FAIR-principles" and the "CARE" Standard, the present paper searches for gamified applicational examples in forecasting and business studies. Through the discussion of the presently existing literature reviews in this domain, the article sheds light upon the development and current scientific standing of this research area. During the search for ethical implications, the present paper aims to formulate future considerations, believing in the idea that gamification, holding the possibility of successful individual outcomes for learners in knowledge acquisition and also in the form of psychological benefits, could serve as a tool for humanity to reach a global society where no one is left behind.
近几十年来,优质远程教育受到了越来越多的科学关注,目前由于COVID-19大流行,这种关注得到了加速;传统的课堂教学方法也需要快速转变,以便在远程教育环境中有效,以减少现有的和不断加深的数字鸿沟。在“公平原则”和“关心”标准的指导下,本文在预测和商业研究中寻找游戏化的应用实例。本文通过对该领域现有文献综述的讨论,揭示了该研究领域的发展现状和科学地位。在寻找伦理影响的过程中,本文旨在制定未来的考虑,相信游戏化,在知识获取方面为学习者提供成功的个人结果的可能性,也以心理利益的形式,可以作为人类达到一个没有人掉队的全球社会的工具。
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引用次数: 1
Interoperability of Semantically-Enabled Web Services on the WoT: Challenges and Prospects WoT中语义支持的Web服务的互操作性:挑战与前景
Mahdi Bennara, Antoine Zimmermann, Maxime Lefrançois, Nurten Messalti
The advent of the Web of Things as an application layer for the Internet of Things has led to the proliferation of Web services exposing data and functionality of the networked objects. Since resource-oriented architectures align well with the WoT architectures, RESTful services have been the go-to interface to expose the connected devices on the Web. However, the heterogeneity of descriptions of devices and services as well as underlying IoT-level protocols has led to a number of interoperability issues. Recently, the growing popularity of semantically-enabled services has led to the emergence of services described with and exchanging RDF. In this position paper, we attempt to frame the challenges encountered in enabling semantic interoperability of heterogeneous WoT services, with the help of a real world production line scenario. We also propose preliminary solutions to the main issues hampering the establishment of true semantic interoperability on the WoT.
物联网作为物联网的应用层的出现,导致了暴露联网对象的数据和功能的Web服务的激增。由于面向资源的体系结构与WoT体系结构很好地结合在一起,RESTful服务已经成为在Web上公开连接设备的首选接口。然而,设备和服务描述的异构性以及底层物联网级协议导致了许多互操作性问题。最近,支持语义的服务的日益流行导致了用RDF描述和交换RDF的服务的出现。在这篇意见书中,我们试图在一个真实世界的生产线场景的帮助下,描述在实现异构WoT服务的语义互操作性时遇到的挑战。我们还针对阻碍在WoT中建立真正的语义互操作性的主要问题提出了初步的解决方案。
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引用次数: 3
Unsupervised Evaluation of Data Integration Processes 数据集成过程的无监督评估
Matteo Paganelli, Francesco Del Buono, F. Guerra, N. Ferro
Evaluation of the quality of data integration processes is usually performed via manual onerous data inspections. This task is particularly heavy in real business scenarios, where the large amount of data makes checking all the tuples infeasible and the frequent updates, i.e. changes in the sources and/or new sources, impose to repeat the evaluation over and over. Our idea is to address this issue by providing the experts with an unsupervised measure, based on word frequencies, which quantifies how much a dataset is representative of another dataset, giving an indication of how good is the integration process and whether deviations are happening and a manual inspection is needed. We also conducted some preliminary experiments, using shared datasets, that show the effectiveness of the proposed measures in typical data integration scenarios.
数据集成过程的质量评估通常是通过手工繁重的数据检查来执行的。在实际业务场景中,这项任务尤其繁重,因为大量的数据使得检查所有元组变得不可行,并且频繁的更新(即源和/或新源的更改)迫使我们一遍又一遍地重复评估。我们的想法是通过为专家提供基于词频的无监督度量来解决这个问题,该度量量化了一个数据集代表另一个数据集的程度,给出了集成过程有多好以及是否发生偏差和是否需要人工检查的指示。我们还使用共享数据集进行了一些初步实验,证明了所提出的措施在典型数据集成场景中的有效性。
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引用次数: 3
Siamese Neural Network for Unstructured Data Linkage 面向非结构化数据链接的暹罗神经网络
Anna Jurek-Loughrey
Data integration is one of the key problems in the era of Big Data analytics. The key challenge of data integration is the identification of records representing the same entities (e.g. person). This task is referred to as Record Linkage. It is uncommon for different data sources to share a unique identifier hence the records must be matched by comparing their corresponding values. Most of the existing methods assume that records across different sources are structured and represented by the same set of attributes (e.g. name, date of birth). However, nowadays majority of the data comes without structure (e.g. social media sites). We propose a new approach to Record Linkage based on application of Siamese Neural Network. The model can be applied with structured, semi-structured and unstructured records and it does not assume a common format across different data sources. We demonstrate that the model performs on par with other approaches, which make constraining assumptions regarding the data.
数据集成是大数据分析时代的关键问题之一。数据集成的主要挑战是识别代表相同实体(例如人)的记录。这个任务称为记录联动。不同的数据源共享唯一标识符是不常见的,因此必须通过比较它们对应的值来匹配记录。大多数现有的方法都假定跨不同来源的记录是结构化的,并由相同的一组属性(例如姓名、出生日期)表示。然而,现在大多数数据都没有结构(例如社交媒体网站)。提出了一种基于Siamese神经网络的记录联动新方法。该模型可以应用于结构化、半结构化和非结构化的记录,并且在不同的数据源中不采用通用格式。我们证明了该模型的性能与其他方法相当,这些方法对数据进行了限制性假设。
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引用次数: 1
Towards an Ontology Representing Characteristics of Inflammatory Bowel Disease 炎症性肠病特征本体的构建
A. Khiat, Mirette Elias, A. Foldenauer, M. Koehm, I. Blumenstein, Giulio Napolitano
Inflammatory bowel disease (IBD) is a chronic disease characterized by numerous, hard to predict periods of relapse and remission. "Digital twin" approaches, leveraging personalized predictive models, would significantly enhance therapeutic decision-making and cost-effectiveness. However, the associated computational and statistical methods require high quality data from a large population of patients. Such a comprehensive repository is very challenging to build, though, and none is available for IBD. To overcome this, a promising approach is to employ a knowledge graph, which is built from the available data and would help predicting IBD episodes and delivering more relevant personalized therapy at the lowest cost. In this research, we present a knowledge graph developed on the basis of patient records which are collected from one of the largest German gastroentologic outpatient clinic. First, we designed IBD ontology that encompasses the vocabulary, specifications and characteristics associated by physicians with IBD patients, such as disease classification schemas (e.g., Montreal Classification of IBD), status of the disease activity, and medications. Next, we defined the mappings between ontology entities and database variables. Physicians and project members participating in the Fraunhofer MED2ICIN project, validated the ontology and the knowledge graph. Furthermore, the knowledge graph has been validated against the competency questions compiled by physicians.
炎症性肠病(IBD)是一种慢性疾病,其特点是复发和缓解期多,难以预测。利用个性化预测模型的“数字孪生”方法将显著提高治疗决策和成本效益。然而,相关的计算和统计方法需要来自大量患者的高质量数据。但是,构建这样一个全面的存储库非常具有挑战性,而且没有IBD可用的存储库。为了克服这一点,一种很有前途的方法是使用知识图谱,它是根据现有数据构建的,将有助于预测IBD发作,并以最低的成本提供更相关的个性化治疗。在这项研究中,我们提出了一个知识图谱开发的病人记录的基础上,收集从德国最大的胃肠门诊诊所之一。首先,我们设计了IBD本体,该本体包含医生与IBD患者相关的词汇、规范和特征,例如疾病分类模式(例如,IBD的蒙特利尔分类)、疾病活动状态和药物。接下来,我们定义了本体实体和数据库变量之间的映射。参与Fraunhofer MED2ICIN项目的医生和项目成员验证了本体和知识图谱。此外,知识图谱与医师编制的胜任力问题进行了验证。
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引用次数: 1
Implementing and Evaluating feedback feature of Mind Monitoring Service for Elderly People at Home 居家老年人心理监测服务反馈功能的实现与评价
C. Miura, S. Saiki, Masahide Nakamura, K. Yasuda
To support sustainable in-home long-term care, it is essential to monitor mental states of elderly people at home, and to encourage their ability of self-care. However, many challenges exist in practice, including limitations of human interventions, sensor-based monitoring, the daily recording and externalization of mental states. In the previous research, we have proposed Mind Monitoring Service, which aims to monitor mental states and promote self-care of elderly people at home. In the proposed service, a chatbot asks a user specific questions to acquire his/her mental state. Based on the answers, the service assesses the mental state. In this research, we develop a new feature of weekly feedback. The feature automatically reviews answers of past one week, and sends advice to improve the current situation. We conduct an experiment to evaluate the effectiveness. Through the experiment, it was confirmed that the weekly feedback encouraged self-care consciousness and increased motivation of subjects.
为支持居家长期护理的可持续发展,监测长者在家中的精神状态,并鼓励他们自我照顾的能力是必不可少的。然而,在实践中存在许多挑战,包括人类干预的局限性、基于传感器的监测、日常记录和精神状态的外化。在之前的研究中,我们提出了Mind Monitoring Service,旨在监测老年人的心理状态,促进他们在家自理。在提议的服务中,聊天机器人向用户询问特定的问题以获取他/她的精神状态。根据答案,该服务评估心理状态。在这项研究中,我们开发了每周反馈的新功能。该功能会自动查看过去一周的答案,并发送改善当前情况的建议。我们进行了一个实验来评估其有效性。通过实验,证实了每周反馈能提高被试的自我照顾意识,提高被试的积极性。
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引用次数: 6
Managing Learning Resource Metadata for Secondary Education 中等教育学习资源元数据管理
Bernhard Göschlberger, Fabian Dopler, Christoph Brandstetter
Digital learning resources are becoming increasingly important, especially in times of COVID-19 home schooling. To align resources with educational objectives defined in school curricula, we need ways to describe and relate them. In this work, we present a new data model, a data management workflow and a prototypical information system enabling annotators to describe learning resources using the terminology and structure, while maintaining applicability in other contexts through transcription. Preliminary evaluation results with metadata curators show that our model is well-suited to efficiently model secondary education curricula. Provided that future evaluations with content creators, teachers and learners yield positive results, our model may enable curriculum specific learning analytics, search and recommendation without the need to annotate resources for each curriculum.
数字学习资源变得越来越重要,特别是在2019冠状病毒病疫情期间,家庭教育尤为重要。为了使资源与学校课程中定义的教育目标保持一致,我们需要描述和联系它们的方法。在这项工作中,我们提出了一个新的数据模型,一个数据管理工作流和一个原型信息系统,使注释者能够使用术语和结构描述学习资源,同时通过转录保持在其他上下文中的适用性。使用元数据管理员的初步评估结果表明,我们的模型非常适合有效地模拟中等教育课程。如果未来与内容创作者、教师和学习者的评估产生积极的结果,我们的模型可以实现特定课程的学习分析、搜索和推荐,而无需为每个课程注释资源。
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引用次数: 1
A Penalty-Aware Cloud Monitoring System based on Blockchains 基于区块链的处罚感知云监控系统
Christian Dienbauer, Benedikt Pittl, W. Mach, E. Schikuta
Today, traded cloud services are described by service level agreements that specify the obligations of providers such as availability or reliability. Violations of service level agreements lead to penalty payments. The recent development of prominent cloud platforms such as the re-design of Amazon's spot marketspace underpins a trend towards dynamic cloud markets where consumers migrate their services continuously to different marketspaces and providers to reach a cost-optimum. This leads to a heterogeneous IT infrastructure and consequently aggravates the monitoring of the delivered service quality. Hence, there is a need for a transparent penalty management system, which ensures that consumers automatically get penalty payments from providers in case of service violations. In the paper at hand, we present a cloud monitoring system that is able to execute penalty payments autonomously. In this regard, we revert to smart contracts hosted on blockchains. They continuously monitor cloud services and trigger penalty payments to consumers in case of service violations. We implemented the presented approach with the IBM Hyperledger Fabric framework and created a use case with Amazon's cloud services as well as Azures cloud services to illustrate the universal design of the introduced approach.
今天,交易的云服务是通过服务级别协议来描述的,该协议指定了提供商的义务,如可用性或可靠性。违反服务水平协议将导致罚款。最近一些著名云平台的发展,比如亚马逊现货市场空间的重新设计,支持了一种动态云市场的趋势,在这种趋势中,消费者不断地将他们的服务迁移到不同的市场空间和提供商,以达到成本最优。这导致了异构的IT基础设施,从而加剧了对交付的服务质量的监控。因此,有必要建立透明的罚款管理制度,确保消费者在违反服务时自动从供应商那里获得罚款。在手头的论文中,我们提出了一个能够自主执行罚款支付的云监控系统。在这方面,我们恢复到托管在区块链上的智能合约。他们持续监控云服务,并在服务违规的情况下触发对消费者的罚款。我们使用IBM Hyperledger Fabric框架实现了所提出的方法,并使用Amazon的云服务和azure云服务创建了一个用例,以说明所引入方法的通用设计。
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引用次数: 2
期刊
Proceedings of the 22nd International Conference on Information Integration and Web-based Applications & Services
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