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Influence of semantic similarity measures on ontology cross-language mappings 语义相似度量对本体跨语言映射的影响
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019836
J. M. Destro, Júlio Cesar dos Reis, Ariadne Carvalho, I. Ricarte
Cross-language mappings establish relations between ontology concepts defined in different languages. Similarity measures calculate the degree of relatedness between concepts to support matching between two distinct ontologies. Cross-language matching remains an open research issue due to the difficulties in taking advantage of similarity computation. This article investigates the effects of different semantic similarity measures on the identification of cross-language mappings. We carry out experiments exploring real-world biomedical ontology mappings to comprehend the behaviour of computed similarity values. The obtained results indicate the relevance of the domain-related background knowledge in the effectiveness of semantic measures for ontology cross-language alignment.
跨语言映射建立了用不同语言定义的本体概念之间的关系。相似性度量计算概念之间的关联度,以支持两个不同本体之间的匹配。由于难以利用相似度计算的优势,跨语言匹配一直是一个有待研究的问题。本文研究了不同的语义相似度度量对跨语言映射识别的影响。我们开展实验探索现实世界的生物医学本体映射,以理解计算的相似值的行为。所得结果表明,领域相关背景知识与本体跨语言对齐语义度量的有效性存在相关性。
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引用次数: 5
Design and implementation of a message-service oriented middleware for fog of things platforms 为物雾平台设计和实现面向消息服务的中间件
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019820
Cássio V. S. Prazeres, Jurandir Barbosa, L. Andrade, M. Serrano
Fog of Things (FoT) is a new paradigm for design and implementation of Fog Computing platforms for the Internet of Things (IoT). The FoT proposal goes further than the Fog Computing in some directions: i) by using all the processing capacity of the network edge through performing data processing and service delivery on devices, gateways (very small servers) and small local servers; ii) by defining profiles for gateways and servers at the edge of the network, in order to define and implement IoT Services to be delivered in a distributed way; iii) by distributing these IoT Services also at the network edge through a message-service oriented middleware. In this paper, we propose FoT-MSOM, which is a message-service oriented middleware for the FoT paradigm, and we show how this middleware can be deployed on a Self-Organizing FoT-based platform (SOFT-IoT platform).
物雾(FoT)是物联网(IoT)雾计算平台设计和实现的新范式。FoT提案在某些方面比雾计算更进一步:i)通过在设备、网关(非常小的服务器)和小型本地服务器上执行数据处理和服务交付,利用网络边缘的所有处理能力;ii)通过定义网络边缘的网关和服务器配置文件,以定义和实现以分布式方式交付的物联网服务;iii)通过面向消息服务的中间件将这些物联网服务也分布在网络边缘。在本文中,我们提出了FoT- msom,这是一个面向消息服务的FoT范例中间件,我们展示了如何将该中间件部署在基于自组织FoT的平台(软物联网平台)上。
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引用次数: 17
A semantic-enabled platform for supporting healthy lifestyles 一个支持健康生活方式的语义支持平台
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019835
M. Dragoni, Tania Bailoni, C. Eccher, Marco Guerini, Rosa Maimone
Healthy lifestyle is not only a today trend fostered by the availability of low-cost monitoring devices, but may significantly contribute to the prevention of chronic diseases as consequence of a combination of incorrect diet and lack of physical activity. In this paper, we present the use of semantic web technologies to build an architecture for supporting the monitoring of people and for persuading them to follow healthy lifestyles. Semantic technologies are used for modeling all relevant information and for fostering reasoning activities by combining user-generated data and domain knowledge. Here, we give an overview of the whole platform and highlight the structure and the role of the ontology, how it is exploited for supporting the activities of domain experts for designing monitoring rules and how the reasoning task is performed. Finally, we provide some insights about how the reasoner's output can be used for generating persuasive messages. The scenario of promoting healthy diets has been chosen for demonstrating how the platform works in a real-world environment.
健康的生活方式不仅是低成本监测设备的可用性所促进的当今趋势,而且可能大大有助于预防由于不正确的饮食和缺乏体育活动而导致的慢性病。在本文中,我们提出使用语义web技术来构建一个架构,以支持对人们的监控并说服他们遵循健康的生活方式。语义技术用于对所有相关信息进行建模,并通过结合用户生成的数据和领域知识来促进推理活动。在这里,我们给出了整个平台的概述,并强调了本体的结构和作用,如何利用本体来支持领域专家设计监视规则的活动,以及如何执行推理任务。最后,我们提供了一些关于如何使用推理器的输出来生成有说服力的信息的见解。选择促进健康饮食的场景是为了演示该平台如何在现实环境中工作。
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引用次数: 17
Session details: SONAMA - social network and media analysis track 会议细节:SONAMA -社会网络和媒体分析轨道
Pub Date : 2017-04-03 DOI: 10.1145/3243962
With the advent of social network services such as Twitter, Facebook, Tumbler, and Google+, the research on social network and media analysis has been greatly advanced. In recent years, the interactions among people, sharing of knowledge and experiences, community activities in social network services increase greatly, which would make the research on social networks more important. Furthermore, as social media contents within social network services are rapidly being produced and consumed, the social media contents now account for the majority of content published on the world wide web. Social media is differentiated from traditional media in many aspects such as its frequency, quality, usability, immediacy, and permanence, which leads to significant potential to the social media analysis research. The ACM SAC has been an important venue for the past 31 years, attracting computer scientists, computer engineers, software engineers, and application developers from around the world. The Social Network and Media Analysis (SONAMA) track of ACM SAC will provide a forum that brings together researchers and practitioners for exploring technologies, issues, experiences, and applications with a specific focus on the recent research trends and industrial needs in the related fields. Since social network and media analysis encompasses a variety of highly cross-disciplinary research issues, the SONAMA will foster collaborations and exchange of ideas and experiences among researchers working in various fields such as computer science, linguistics, statistics, sociology, geography, economics, and business.
随着Twitter、Facebook、Tumbler、Google+等社交网络服务的出现,社交网络和媒体分析的研究得到了很大的发展。近年来,社交网络服务中人与人之间的互动、知识和经验的分享、社区活动的增多,使得对社交网络的研究变得更加重要。此外,随着社交网络服务中的社交媒体内容被迅速生产和消费,社交媒体内容现在占了万维网上发布内容的大部分。社交媒体在频率、质量、可用性、即时性、持久性等诸多方面与传统媒体存在差异,这为社交媒体分析研究带来了巨大的潜力。在过去的31年里,ACM SAC一直是一个重要的场所,吸引了来自世界各地的计算机科学家、计算机工程师、软件工程师和应用程序开发人员。ACM SAC的社会网络和媒体分析(SONAMA)轨道将提供一个论坛,汇集研究人员和从业者探索技术,问题,经验和应用,特别关注相关领域的最新研究趋势和工业需求。由于社会网络和媒体分析包含各种高度跨学科的研究问题,SONAMA将促进在计算机科学、语言学、统计学、社会学、地理学、经济学和商业等各个领域工作的研究人员之间的合作和交流思想和经验。
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引用次数: 0
How item discovery enabled by diversity leads to increased recommendation list attractiveness 多样性所带来的项目发现如何增加推荐列表的吸引力
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019899
B. Ferwerda, Mark P. Graus, Andreu Vall, M. Tkalcic, M. Schedl
Applying diversity to a recommendation list has been shown to positively influence the user experience. A higher perceived diversity is argued to have a positive effect on the attractiveness of the recommendation list and a negative effect on the difficulty to make a choice. In a user study we presented 100 participants with several personalized lists of recommended music artists varying in levels of diversity. Participants were asked to assess these lists on perceived diversity and attractiveness, the experienced choice difficulty and discovery (i.e., the extent the list enriches their taste). We found that recommendation list attractiveness is influenced by two effects: 1) by diversity mediated through discovery; diverse recommendation lists are perceived to be more attractive if they enrich the user's taste or 2) by the list familiarity; a higher list familiarity contributes to a higher list attractiveness. We additionally revealed how individual differences (i.e., familiarity) moderate the effects found. Our results have implications on the composition of diversified recommendation lists. Specifically recommended items should contribute in extending and/or deepening the user's taste for the diversification to be effective.
将多样性应用于推荐列表已被证明对用户体验有积极影响。较高的感知多样性被认为对推荐列表的吸引力有积极影响,对做出选择的难度有消极影响。在一项用户研究中,我们向100名参与者提供了几个个性化的推荐音乐艺术家列表,这些列表的多样性程度各不相同。参与者被要求根据感知到的多样性和吸引力、体验到的选择难度和发现程度(即列表丰富他们品味的程度)来评估这些列表。研究发现,推荐列表吸引力受两种效应的影响:1)发现介导的多样性效应;如果多样化的推荐列表丰富了用户的口味,那么它们会被认为更具吸引力;更高的列表熟悉度有助于更高的列表吸引力。我们还揭示了个体差异(即熟悉程度)如何缓和所发现的影响。我们的研究结果对多元化推荐列表的构成具有启示意义。特别推荐的项目应该有助于扩展和/或加深用户的口味,以使多样化有效。
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引用次数: 17
Variational non rigid registration with bregman divergences 具有bregman散度的变分非刚性配准
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019646
Daniela Portes L. Ferreira, Eraldo Ribeiro, C. Barcelos
In this paper, we propose a new energy functional that generalizes the variational method for non-rigid image registration. Our new functional uses the Bregman divergence as a similarity measure. The registration method presented by Fisher and Modersitzki in [5] is an special case in our approach. We show that the variational registration method can be applied to arbitrary Bregman divergences. This result is relevant because these divergences include a large number of useful similarity functions, such as the square of the Euclidean distance, the divergence KL, Logistic loss, the Mahalanobis distance, Itakura-Saito divergence and the Generalized I-divergence. The Euler-Lagrange and the flow equations for the proposed functional were deduced and used to minimize it. Our experiments show that the new functional can determine the deformation field for the images registration obtained from different scans or modalities. The image registration under the Bregman divergences performed better than when using the Euclidean distance as the similarity measure.
本文提出了一种新的能量泛函,推广了非刚性图像配准的变分方法。我们的新函数使用Bregman散度作为相似性度量。Fisher和Modersitzki在[5]中提出的配准方法是我们方法中的一个特例。我们证明了变分配准方法可以应用于任意Bregman散度。这个结果是相关的,因为这些散度包括大量有用的相似函数,如欧几里得距离的平方,散度KL, Logistic损失,Mahalanobis距离,Itakura-Saito散度和广义i散度。推导了该泛函的欧拉-拉格朗日方程和流动方程,并对其进行了最小化。实验表明,该函数可以确定不同扫描或模态图像配准的变形场。布雷格曼散度下的图像配准效果优于欧氏距离下的配准。
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引用次数: 0
Generating test cases and procedures from use cases in dynamic software product lines 从动态软件产品线中的用例中生成测试用例和过程
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019790
I. Araújo, I. Santos, J. B. P. Filho, Rossana Andrade, P. Neto
Software engineering is systematically evolving to address the production of families of systems instead of single products. This evolution comes at a price, it is now essential to deal with variability at both design and execution time. Developing test cases and procedures for a whole family of systems considering this dynamicity (variability at runtime) can be challenging. We propose a method to generate tests from use case specifications expressed in a controlled natural language, yet considering the variability and dynamicity in those specifications. We evaluate our method against use case specifications of a family of mobile and context-aware systems. Experimenting our method, we could measure that developing test cases and procedures becomes around 40+ faster when using our approach, opposed to manual development of tests under the same conditions.
软件工程正在系统地发展,以解决系统家族的生产,而不是单个产品。这种演变是有代价的,现在必须在设计和执行时处理可变性。为考虑这种动态性(运行时的可变性)的整个系统系列开发测试用例和过程是具有挑战性的。我们提出了一种方法,从用受控的自然语言表达的用例规范中生成测试,同时考虑到这些规范中的可变性和动态性。我们根据一系列移动和上下文感知系统的用例规范评估我们的方法。通过实验我们的方法,我们可以测量出,当使用我们的方法时,开发测试用例和过程的速度比在相同条件下手动开发测试快40%以上。
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引用次数: 6
Learning hierarchical category influence on both users and items for effective recommendation 学习层次分类对用户和商品的影响,进行有效推荐
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019763
Zhu Sun, G. Guo, Jie Zhang
Item category has proven to be useful additional information to address the data sparsity and cold start problems in recommender systems. Although categories have been well studied in which they are independent and structured in a flat form, in many real applications, item category is often organized in a richer knowledge structure - category hierarchy, to reflect the inherent correlations among different categories. In this paper, we propose a novel latent factor model by exploiting category hierarchy from the perspectives of both users and items for effective recommendation. Specifically, a user can be influenced by her preferred categories in the hierarchy. Similarly, an item can be characterized by the associated categories in the hierarchy. We incorporate the influence that different categories have towards a user and an item in the hierarchical structure. Experimental results on two real-world data sets demonstrate that our method consistently outperforms the state-of-the-art category-aware recommendation algorithms.
项目类别已被证明是解决推荐系统中数据稀疏和冷启动问题的有用附加信息。尽管人们已经对类别进行了很好的研究,在这些类别中,它们是独立的,并以扁平的形式组织起来,但在许多实际应用中,项目类别往往被组织成一个更丰富的知识结构——类别层次结构,以反映不同类别之间的内在相关性。在本文中,我们提出了一种新的潜在因素模型,从用户和物品的角度出发,利用类别层次进行有效推荐。具体来说,用户可能会受到其在层次结构中喜欢的类别的影响。类似地,一个项目可以通过层次结构中的相关类别来表征。我们在层次结构中结合了不同类别对用户和项目的影响。在两个真实数据集上的实验结果表明,我们的方法始终优于最先进的类别感知推荐算法。
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引用次数: 3
Signal strength as support to mobility detection on failure detectors 信号强度作为故障检测器移动检测的支持
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019903
A. Vit, C. Marcon, Raul Ceretta Nunes
A Failure Detector (FD) is an essential building block to develop reliable applications on Mobile Ad-hoc NETworks (MANETs). To detect faulty nodes correctly the node mobility and disconnections are challenges that must be circumvented by an FD. This paper presents an FD algorithm that detects faulty nodes efficiently in MANETs. This approach explores the signal power intensity on the receiving messages to detect node mobility and improve the failure detector knowledge. The experimental results have shown improvements in the Quality of Service (QoS) when compared with other similar FDs.
故障检测器(FD)是在移动自组织网络(manet)上开发可靠应用程序的重要组成部分。为了正确检测故障节点,节点移动和断开是FD必须规避的挑战。本文提出了一种有效检测故障节点的FD算法。该方法利用接收消息上的信号功率强度来检测节点的移动性,提高故障检测器的知识水平。实验结果表明,与其他类似fd相比,该方法在服务质量(QoS)方面有所提高。
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引用次数: 1
Reasoning and discovering novel treatments in linked social health records 在相关的社会健康记录中推理和发现新的治疗方法
Pub Date : 2017-04-03 DOI: 10.1145/3019612.3019839
P. Cappellari, Soon Ae Chun, Dennis Shpitz
Discovering novel, alternative treatment options that may have the same efficacy and patient safety as existing drugs is a challenging task for clinicians. Through research and observations, clinicians can form a hypothesis about a possible compatible option, but it is difficult to support or refute it. In this study, we present an approach that utilizes the Semantically Linked Data of different Social Health Records (SHR), which contain patient-generated, health-related contents. The SHRs can provide information about the crowd of online patients' health practices that is lacking within specific Electronic Health Records (EHR) systems. We present the Linked Data framework for building an SHR knowledge base, and describe methods for reasoning and discovering potential novel alternative treatment options, as well as an approach for gathering support that an alternative treatment can indeed be substituted for standard treatment options.
对于临床医生来说,发现可能与现有药物具有相同疗效和患者安全性的新颖替代治疗方案是一项具有挑战性的任务。通过研究和观察,临床医生可以对可能的兼容选择形成假设,但很难支持或反驳它。在本研究中,我们提出了一种利用不同社会健康记录(SHR)的语义关联数据的方法,其中包含患者生成的与健康相关的内容。SHRs可以提供特定电子健康记录(EHR)系统所缺乏的关于大量在线患者健康实践的信息。我们提出了用于构建SHR知识库的关联数据框架,并描述了推理和发现潜在的新颖替代治疗方案的方法,以及收集支持替代治疗方案确实可以替代标准治疗方案的方法。
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引用次数: 0
期刊
Proceedings of the Symposium on Applied Computing
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