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User privacy protection in pervasive social networking applications using PCO 基于PCO的普遍社交网络应用中的用户隐私保护
Pub Date : 2012-07-09 DOI: 10.1504/IJSCCPS.2012.047699
F. Rahman, Md. Endadul Hoque, F. Kawsar, Sheikh Iqbal Ahamed
Privacy is the most often-cited criticism of context awareness in pervasive environment, and may be the utmost barrier to its enduring success. However, privacy implications associated with pervasive online community-based applications depend on the level of identifiability of the information provided, its possible recipients, and its possible uses. Unfortunately, conventional privacy preservation techniques are not suitable for these types of application. This paper describes our current work in developing a novel privacy sensitive architecture for context obfuscation (PCO) for privacy preservation in pervasive online community-based applications. More specifically, PCO preserves users’ privacy by generalising request parameters as well as the context data provided to the application. To support multiple levels of granularity for the released context data, the obfuscation procedure uses an ontological description that states the granularity of object type instances. We have developed and evaluated a contextual instant messaging application (PCO application) in Android platform that incorporates level-based privacy of the user’s contextual information. We also evaluate our prototype application through user evaluation survey. The PCO architecture can be extended to be used in diverse online community-based applications.
在普遍环境中,隐私是对上下文感知最常被引用的批评,可能是其持久成功的最大障碍。然而,与普遍的基于社区的在线应用程序相关的隐私含义取决于所提供信息的可识别性水平、其可能的接收者及其可能的用途。不幸的是,传统的隐私保护技术不适合这些类型的应用程序。本文描述了我们目前在开发一种新的隐私敏感架构,用于上下文混淆(PCO),用于在普遍的在线社区应用程序中保护隐私。更具体地说,PCO通过泛化请求参数以及提供给应用程序的上下文数据来保护用户的隐私。为了支持发布的上下文数据的多个粒度级别,混淆过程使用一个本体描述来声明对象类型实例的粒度。我们开发并评估了Android平台上的上下文即时通讯应用程序(PCO应用程序),该应用程序包含基于级别的用户上下文信息隐私。我们还通过用户评价调查来评估我们的原型应用程序。PCO架构可以扩展到各种基于社区的在线应用程序中。
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引用次数: 3
q-Anon: practical anonymity for social networks q- anonymous:社交网络的实用匿名
Pub Date : 2012-07-09 DOI: 10.1504/IJSCCPS.2012.047698
Aaron Beach, Mike Gartrell, Richard O. Han
This paper discusses why many of the common assumptions made in anonymity research cannot be applied to social network data. In particular, the concepts of ‘public’ and ‘private’ cannot be used to neatly distinguish certain types of social network data from others. It is proposed that social network data should be assumed public and treated private. An alternative anonymity model, q-Anon, is presented, which reconciles the paradox of social network data’s public/private nature. Finally, the feasibility of such an approach is evaluated suggesting that a social network site such as Facebook could practically implement an anonymous API using q-Anon. The paper concludes with a practical discussion of how q-Anon may affect different types of applications.
本文讨论了为什么匿名研究中的许多常见假设不能应用于社交网络数据。特别是,“公共”和“私人”的概念不能用来区分某些类型的社交网络数据。建议将社交网络数据假设为公共数据,并将其视为私有数据。提出了另一种匿名模型q-Anon,它调和了社交网络数据的公共/私有性质的悖论。最后,对这种方法的可行性进行了评估,表明像Facebook这样的社交网站实际上可以使用q-Anon实现匿名API。本文最后对q-Anon如何影响不同类型的应用程序进行了实际讨论。
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引用次数: 2
Participatory risk management: concept and illustration 参与式风险管理:概念和例证
Pub Date : 2012-07-09 DOI: 10.1504/IJSCCPS.2012.047700
Miao Jiang, William L. McGill, Yan Cao
This paper introduces the concept of participatory risk management (PRM), the outsourcing of parts of the risk management process to a wide audience of participants, whether from communities affected by risk or netizens willing to lend a helping (analytic) hand. PRM consists of six parts that closely follows the ISO31000 risk management framework: tasking and requirements, participatory risk identification, participatory risk analysis, participatory risk evaluation, participatory risk mitigation and communication. Each phase leverages one or more modern crowdsourcing concepts, such as participatory sensing, human computation, and games with a purpose. A potential PRM gaming system for incentivising community risk management through rewarding play is presented as an example application of PRM.
本文介绍了参与式风险管理(PRM)的概念,将部分风险管理过程外包给广泛的参与者,无论是受风险影响的社区还是愿意伸出援助之手的网民。PRM由六个部分组成,密切遵循ISO31000风险管理框架:任务和要求、参与式风险识别、参与式风险分析、参与式风险评估、参与式风险缓解和沟通。每个阶段都利用一个或多个现代众包概念,如参与式感知、人类计算和有目的的游戏。一个潜在的PRM游戏系统,通过奖励游戏来激励社区风险管理,作为PRM的一个例子应用。
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引用次数: 1
Ability-aware trust for vehicular networks 车辆网络的能力感知信任
Pub Date : 2012-07-09 DOI: 10.1504/IJSCCPS.2012.047701
W. Bamberger, Josef Schlittenlacher, K. Diepold
Future vehicles will exchange much information through a wireless network in order to efficiently maintain their inner model of the environment. Before they can believe received pieces of information, they must evaluate their reliability. Trust is a mechanism to estimate this reliability based on the sender. It depends on friendship-like relations between vehicles, the social structure. Our traffic and network simulation shows that such relations indeed arise, because vehicles often drive the same route. Within this simulation, all vehicles are equipped with the proposed trust model, which continuously monitors the experiences made with others. The model focuses on these direct experiences of the individual and does not depend on a central reputation unit. It continuously evaluates the performance and reputation of other vehicles and includes a feedback loop to faster adapt to changes in the other’s behaviour. Since the performance of a vehicle depends on the abilities of its sensors, like different abilities in velocity measurement or in traffic sign detection, the proposed model develops trust depending on the sender and on the type of the information.
未来的车辆将通过无线网络交换大量信息,以有效地维持其内部环境模型。在他们能够相信收到的信息之前,他们必须评估其可靠性。信任是一种基于发送方估计可靠性的机制。这取决于交通工具之间友谊般的关系,社会结构。我们的交通和网络模拟表明,这种关系确实存在,因为车辆经常行驶在同一条路线上。在此模拟中,所有车辆都配备了所提出的信任模型,该模型持续监控与其他车辆的经验。该模型侧重于这些个人的直接经验,而不依赖于一个中央声誉单位。它不断评估其他车辆的性能和声誉,并包括一个反馈回路,以更快地适应其他车辆的行为变化。由于车辆的性能取决于其传感器的能力,例如速度测量或交通标志检测的不同能力,因此所提出的模型根据发送者和信息类型建立信任。
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引用次数: 1
Finding the semantic-level precursors on a blog network 在博客网络上查找语义级前体
Pub Date : 2011-12-12 DOI: 10.1504/IJSCCPS.2011.044170
Telmo Menezes, Camille Roth, Jean-Philippe Cointet
In this work, we study semantic-level precedence relationships between participants in a blog network. Our methodology has two steps: a process to identify units of discussion at the semantic level and a probabilistic framework to estimate temporal relationships between blogs, in terms of the order in which they arrive at those units of discussion. We propose dyadic precursor scores that can be used to construct semantic-level precedence networks. From these scores, we derive global precursor and laggard scores. Dyadic precursor scores are compared with URL linking to show that the semantic-level temporal relationships we estimate are an indicator of influence. Global scores are compared to traditional link degree and PageRank metrics, and we uncover relationships between semantic-level temporal behaviour and popularity. We show that our method reveals information about the network that could not be obtained from structural links alone.
在这项工作中,我们研究了博客网络中参与者之间的语义级优先关系。我们的方法有两个步骤:一个在语义层面上识别讨论单元的过程,以及一个概率框架,根据博客到达这些讨论单元的顺序来估计博客之间的时间关系。我们提出了可用于构建语义级优先网络的二元前驱分数。从这些分数中,我们得到了全局的前驱分数和滞后分数。将二元前驱分数与URL链接进行比较,以表明我们估计的语义级时间关系是影响的一个指标。将全局得分与传统的链接度和PageRank指标进行比较,我们揭示了语义级时间行为与受欢迎程度之间的关系。我们表明,我们的方法揭示了网络的信息,这些信息不能单独从结构链接中获得。
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引用次数: 5
Deducing evidence for social situations from dynamic geometric interaction data 从动态几何交互数据中推断社会情境的证据
Pub Date : 2011-12-12 DOI: 10.1504/IJSCCPS.2011.044174
Georg Groh, Alexander Lehmann
We discuss how time-independent and time-dependent features of human social interaction geometry on small temporal and spatial scales may be used to extract evidence for or against the existence of social situations as a simple form of social context. Aside from providing a new method for quantitative investigation of human interaction behaviour, the ultimate vision motivating this research focuses on mobile devices autonomously measuring and processing data on interaction geometries in order to derive social situation context that can be used in mobile social networking scenarios. Our method is tested via an experiment using an IR tracking method already allowing for the precise determination of interpersonal distances and relative body orientation in a conversational setting. We investigate the performance of time-independent classifiers for the prediction of the involvement of pairs of persons in a social situation using relative distance and orientation. We then discuss results of using HMMs for exploiting the time-dependency of the interaction geometry.
我们讨论了如何在小时间和空间尺度上使用人类社会互动几何的时间独立和时间依赖特征来提取支持或反对社会情境作为社会背景的简单形式存在的证据。除了提供一种定量研究人类交互行为的新方法外,推动本研究的最终愿景是关注移动设备自主测量和处理交互几何数据,以获得可用于移动社交网络场景的社交情境背景。我们的方法通过实验进行了测试,使用红外跟踪方法已经允许在会话设置中精确确定人际距离和相对身体方向。我们研究了时间独立分类器的性能,用于使用相对距离和方向预测社会情境中成对人员的参与。然后,我们讨论了使用hmm来开发相互作用几何的时间依赖性的结果。
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引用次数: 5
Overlapping communities in social networks 社交网络中的重叠社区
Pub Date : 2011-12-12 DOI: 10.1504/IJSCCPS.2011.044171
Stephen Kelley, M. Goldberg, Konstantin Mertsalov, M. Magdon-Ismail, W. Wallace
Traditionally, methods to identify community structure in networks have focused on partitioning the vertex set into a number of disjoint groups. However, recently proposed methods have included mechanisms to account for possible overlap between communities. These approaches have taken a wide variety of forms, resulting in a lack of consensus as to what characteristics overlapping communities should have. Additionally, the application of algorithms which account for community overlap are often justified via intuitive rather than empirical arguments. In this text, each of the issues mentioned above is examined. From previous literature, a minimal set of axioms which overlapping communities should satisfy is presented. Additionally, a modification of a previously published algorithm, iterative scan, is introduced to ensure that these properties are met. Finally, the overlap between communities discovered in a large, real world communication network is examined. The analysis offers empirical justification tha...
传统的识别网络群体结构的方法主要是将顶点集划分为若干不相交的组。然而,最近提出的方法包括解释社区之间可能重叠的机制。这些方法采取了各种各样的形式,导致对重叠社区应该具有什么特征缺乏共识。此外,用于解释社区重叠的算法的应用通常是通过直觉而不是经验论证来证明的。在本文中,对上面提到的每一个问题都进行了研究。从前人的文献出发,给出了重叠群落应满足的公理的最小集。此外,引入了对先前发布的算法的修改,迭代扫描,以确保满足这些属性。最后,在一个大的,真实世界的通信网络中发现的社区之间的重叠被检查。分析提供了经验证明……
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引用次数: 13
Event-driven modelling of evolving social networks 不断发展的社会网络的事件驱动模型
Pub Date : 2011-11-11 DOI: 10.1504/IJSCCPS.2011.043602
Baojun Qiu, K. Ivanova, J. Yen, Peng Liu, F. Ritter
In many social networks, the connections between actors are formed because they participate in the same event, such as a set of scholars co-authoring a paper or colleagues having a teleconference. Therefore, we propose an event-driven model to capture the growth dynamics of social networks through modelling of the social events. We also investigate the evolution of event formation and the joint effect of attachedness and locality on the selection of participants for events in real social networks. We incorporate the evolution of event formation and the joint effect of attachedness and locality into our model. The experimental results suggest that our approach can simulate important network structures, such as hierarchical communities and assortativity, and better characterise the growing process of real networks than non-event driven models.
在许多社交网络中,参与者之间的联系是由于他们参与了同一事件而形成的,例如一组学者共同撰写了一篇论文,或者同事进行了一次电话会议。因此,我们提出了一个事件驱动模型,通过对社会事件建模来捕捉社会网络的增长动态。我们还研究了现实社会网络中事件形成的演变,以及依恋性和局部性对事件参与者选择的共同影响。我们将事件形成的演变以及附属性和局部性的联合效应纳入我们的模型。实验结果表明,我们的方法可以模拟重要的网络结构,如等级社区和分类,并且比非事件驱动模型更好地表征真实网络的成长过程。
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引用次数: 6
Comparing networks using their fine structure
Pub Date : 2011-11-11 DOI: 10.1504/IJSCCPS.2011.043605
Owen Macindoe, W. Richards
We introduce a novel technique for characterising networks using the structure of their sub-graphs, which we call the network’s fine structure. To judge the similarities between networks we use the earth mover’s distance between the distributions of features of their constituent sub-graphs. This technique is an abstraction of graph edit-distance. Given these similarity measures we explore their use in hierarchical clustering on several networks derived from a variety of sources including social interaction data.
我们引入了一种新的技术,利用子图的结构来表征网络,我们称之为网络的精细结构。为了判断网络之间的相似性,我们使用了它们组成子图的特征分布之间的距离。这种技术是图形编辑距离的抽象。鉴于这些相似性度量,我们探索了它们在来自各种来源(包括社会互动数据)的几个网络上的分层聚类中的使用。
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引用次数: 10
Measuring social relations with multiple datasets 用多个数据集测量社会关系
Pub Date : 2011-11-11 DOI: 10.1504/IJSCCPS.2011.043606
Juuso Karikoski, Matti Nelimarkka
Because people have different levels of engagement with each other, measuring social relations is difficult. In this work, we propose a method of measuring social relations with multiple datasets and demonstrate the differences with empirical evidence. Our empirical findings demonstrate that people use different communication media channels differently. Therefore, we suggest that in order to understand social structures, one should use several kinds of data sources and not just depend on a single dataset. Our datasets include mobile phone data gathered with handset-based measurements and data from OtaSizzle online social media services. By means of social network analysis, we show that the online social media services have a different friendship network than the networks based on mobile phone communication. The mobile phone communication networks, however, have a very similar structure. These results are encouraging as previous research also indicates differences in the communication networks.
因为人们彼此之间的接触程度不同,衡量社会关系是很困难的。在这项工作中,我们提出了一种用多个数据集衡量社会关系的方法,并证明了与经验证据的差异。我们的实证研究结果表明,人们使用不同的传播媒介渠道是不同的。因此,我们建议,为了理解社会结构,应该使用多种数据源,而不仅仅依赖于单一的数据集。我们的数据集包括通过基于手机的测量收集的手机数据和来自OtaSizzle在线社交媒体服务的数据。通过社交网络分析,我们发现在线社交媒体服务具有与基于手机通信的网络不同的友谊网络。然而,移动电话通信网络具有非常相似的结构。这些结果令人鼓舞,因为之前的研究也表明了通信网络的差异。
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引用次数: 28
期刊
Int. J. Soc. Comput. Cyber Phys. Syst.
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