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Mining and visualizing robust maximal association rules on highly variable textual data in entrepreneurship 创业中高度可变文本数据的鲁棒最大关联规则挖掘与可视化
Frédéric Simard, J. St-Pierre, Ismaïl Biskri
Searching for reliable information in textual data with highly heterogeneous vocabulary yields major difficulties. The task at hand was to study an amalgam of transcripts of think-aloud experiments conducted with entrepreneurs with different backgrounds. The many different backgrounds of the entrepreneurs are translated into the high variability of the vocabulary found in the transcripts. In an effort to reduce this variability while using the method for investigating textual databases in the form of association rules presented by Agrawal et al. [1], is exposed a novel approach based on the use of synonyms to standardize the data prior to applying association rules. Moreover, as association rules retrieval techniques produce large datasets and because those statistical objects express relationships between items, a method to analyze those discovered associations in the form of a network is further presented. This enables the use of Graph Theory/Network Science, two mature related fields whose methods can lead to interesting and nontrivial discoveries.
在具有高度异构词汇表的文本数据中搜索可靠信息产生了很大的困难。手头的任务是研究由不同背景的企业家进行的有声思考实验的综合记录。企业家的许多不同背景被翻译成文本中发现的词汇的高度可变性。在使用Agrawal等人[1]提出的以关联规则形式调查文本数据库的方法时,为了减少这种可变性,提出了一种基于使用同义词在应用关联规则之前对数据进行标准化的新方法。此外,由于关联规则检索技术产生大型数据集,并且由于这些统计对象表示项目之间的关系,因此进一步提出了一种以网络形式分析这些发现的关联的方法。这使得图论/网络科学这两个成熟的相关领域的使用成为可能,它们的方法可以导致有趣和不平凡的发现。
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引用次数: 3
Cloud-based semantic platform for dynamic management of context-aware mobile ERP applications 基于云的语义平台,用于上下文感知移动ERP应用程序的动态管理
Hamza Reffad, A. Alti, P. Roose
Mobile cloud computing (MCC) has attracted more and more attention from both Small and Medium Enterprises (SMEs). MCC provides access to cloud services for mobile devices. With the growing popularity of smart mobile devices, customers need efficient and new high quality services. In this context, mobile ERP services management and adaptation at real time are becoming a challenging task. However, it is necessary to handle in a dynamic intelligent and transparent platform various mobile cloud services provided by multiple cloud providers with several qualities. This paper presents CloudCxQERP platform, which is a cloud-based semantic platform for dynamic management of context-aware mobile ERP applications. It is based on semantic web technologies and cloud computing and provides fast ERP development process and "an ecosystem" of enterprises that ensures quality customer service. Moreover, our platform provides a middleware that offers to users more efficient services corresponding to current situations and adapts its ERP applications more quickly and cost effectively. Experiments are based on online packaging boxes services.
移动云计算(MCC)越来越受到中小企业的关注。MCC为移动设备提供对云服务的访问。随着智能移动设备的日益普及,客户需要高效、优质的新服务。在此背景下,移动ERP服务的实时管理和适应成为一项具有挑战性的任务。然而,需要在一个动态的、智能的、透明的平台上处理由多个云提供商提供的具有多种品质的各种移动云服务。本文介绍了CloudCxQERP平台,它是一个基于云的语义平台,用于动态管理上下文感知移动ERP应用程序。它基于语义web技术和云计算,提供快速的ERP开发流程和企业“生态系统”,确保优质的客户服务。此外,我们的平台提供了一个中间件,为用户提供更有效的服务,与当前的情况相对应,更快速、更经济地适应其ERP应用程序。实验是基于在线包装盒服务。
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引用次数: 3
A robust associative watermarking technique based on frequent pattern mining and texture analysis 基于频繁模式挖掘和纹理分析的鲁棒关联水印技术
Musab Ghadi, L. Laouamer, Laurent Nana, A. Pascu
Nowadays, the principle of image mining plays a vital role in various areas of our life, where numerous frameworks based on image mining are proposed for object recognition, object tracking, sensing images and medical image diagnosis. Nevertheless, the research in the image authentication based on image mining is still confined. Therefore, this paper comes to present an efficient engagement between the frequent pattern mining and digital watermarking to contribute significantly in the authentication of images transmitted via public networks. The proposed framework exploits some robust features of image to extract the frequent patterns in the image data. The maximal relevant patterns are used to discriminate between the textured and smooth blocks within the image, where the texture blocks are more appropriate to embed the secret data than smooth blocks. The experiment's result proves the efficiency of the proposed framework in terms of stabilization and robustness against different kind of attacks. The results are interesting and remarkable to preserve the image authentication.
如今,图像挖掘的原理在我们生活的各个领域发挥着至关重要的作用,在目标识别、目标跟踪、传感图像和医学图像诊断等领域提出了许多基于图像挖掘的框架。然而,基于图像挖掘的图像认证的研究仍然是有限的。因此,本文提出了频繁模式挖掘和数字水印之间的有效结合,为通过公共网络传输的图像的认证做出了重要贡献。该框架利用图像的鲁棒性特征提取图像数据中的频繁模式。利用最大相关模式来区分图像中的纹理块和光滑块,其中纹理块比光滑块更适合嵌入秘密数据。实验结果证明了该框架在稳定性和对不同攻击的鲁棒性方面的有效性。研究结果对保护图像认证具有重要意义。
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引用次数: 8
A knowledge-based approach for self-healing service-oriented applications 用于自修复面向服务的应用程序的基于知识的方法
Rafael Angarita, M. Rukoz, Maude Manouvrier, Yudith Cardinale
In the context of service-oriented applications, the self-healing property provides reliable execution in order to support failures and assist automatic recovery techniques. This paper presents a knowledge-based approach for self-healing Composite Service (CS) applications. A CS is an application composed by a set of services interacting each other and invoked on the Web. Our approach is supported by Service Agents, which are in charge of the CS fault-tolerance execution control, making decisions about the selection of recovery and proactive strategies. Service Agents decisions are based on the information they have about the whole application, about themselves, and about what it is expected and what it is really happening at run-time. Hence, application knowledge for decision making comprises off-line precomputed global and local information, user QoS preferences, and propagated actual run-time information. Our approach is evaluated experimentally using a case study.
在面向服务的应用程序上下文中,自修复属性提供可靠的执行,以支持故障和辅助自动恢复技术。本文提出了一种基于知识的自修复复合服务(CS)应用程序的方法。CS是由一组相互交互并在Web上调用的服务组成的应用程序。我们的方法得到了服务代理的支持,服务代理负责CS容错执行控制,对选择恢复和主动策略做出决策。服务代理的决策是基于它们所拥有的关于整个应用程序的信息、关于它们自己的信息、关于预期的信息以及在运行时实际发生的信息。因此,用于决策制定的应用知识包括离线预先计算的全局和局部信息、用户QoS偏好和传播的实际运行时信息。我们的方法通过一个案例研究进行了实验评估。
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引用次数: 5
Towards an automatic analyze and standardization of unstructured data in the context of big and linked data 在大数据和关联数据的背景下,实现非结构化数据的自动分析和标准化
Hammou Fadili, C. Jouis
Unstructured data refers to information that either does not have a pre-defined data model or is not organized in a pre-defined manner. Many studies confirm that around 80--90% of all produced information is in unstructured form. So this kind of content, rich and most importantly too precious, must be integrated and taken into consideration for processing and exploitation: extraction of relevant information from heterogeneous textual data. The goal of the research described here is to present an approach for automating the detection and the extraction of meaning from unstructured Web using its normalized part: Web of data & Linked Open data (LOD) such as RDF WordNet, DBpedia, etc. The process follows a "cyclical process" that consists of two phases (a) creating & generating normalized smart data by the experts or automatically, (b) exploiting the created data in (a), as "validated expert data", to analyze the Big Data and generate automatically new ones by learning from Linked Open Data (LOD). The approach is based on a range of linguistic and ontological techniques, in the context of Big Data. A software, EC3, is being implemented and at LIP6. EC3 is actually tested on very large corpuses on electronic supports, provided by the labex OBVIL (http://obvil.paris-sorbonne.fr) and the BNF (National Library of France).
非结构化数据是指没有预定义的数据模型或没有以预定义的方式组织的信息。许多研究证实,大约80% -90%的信息都是非结构化的。因此,这种内容丰富,最重要的是过于宝贵,必须整合和考虑处理和开发:从异构文本数据中提取相关信息。本文所描述的研究目标是提出一种方法,利用非结构化Web的规范化部分(Web of data & Linked Open data, LOD),如RDF WordNet、DBpedia等,从非结构化Web中自动检测和提取意义。该过程遵循一个“循环过程”,包括两个阶段(a)由专家或自动创建和生成规范化的智能数据,(b)利用(a)中创建的数据作为“经过验证的专家数据”,分析大数据并通过学习关联开放数据(LOD)自动生成新数据。该方法基于大数据背景下的一系列语言学和本体论技术。一个名为EC3的软件正在LIP6上实现。EC3实际上是在非常大的语料库上测试的,由labex OBVIL (http://obvil.paris-sorbonne.fr)和BNF(法国国家图书馆)提供电子支持。
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引用次数: 10
Collection of HerbalMedicinalProperty relation extracted from texts 从文本中提取草药属性关系的集合
C. Pechsiri, Onuma Moolwat
This research aims to collect the extracted HerbalMedicinalProperty relations from downloaded herbal-plant documents for creating the herbal-medicinal-property-network based representation. An HerbalMedicinalProperty relation is a semantic relation between one herbal-plant-component concept and several herbal-medicinal-property-concept expressions on texts and vice versa. An herbal-plant-component occurrence is a noun-phrase expression and each herbal-medicinal-property- concept occurrence is an event expression by a verb-phrase of EDU (an Elementary Discourse Unit or a simple sentence). The herbal-medicinal-property-network based representation benefits a recommendation system of solving health-problems on web-boards. The research has two main problems: 1) how to extract HerbalMedicinalProperty relations from the documents, and 2) how to collect the HerbalMedicinalProperty relations for creating the herbal-medicinal-property-network based representation. Therefore, we propose applying a co-occurrence of N-Words (or N-Word-Co) including N-Word-Co size learning on the verb phrase to identify several medicinal-property-concept EDU occurrences over the documents after the linguistic phenomena has been applied to solve the herbal-plant-component concepts. The extracted HerbalMedicinalProperty relations are then collected as a matrix of herbal-plant names, herbal-plant components, and herbal-medicinal properties for creating the herbal-medicinal-property-network based representation. The research results provide the high precision of the HerbalMedicinalProperty-relation extraction from the documents.
本研究旨在收集从下载的草药-植物文件中提取的草药-植物属性关系,以创建基于草药-植物属性网络的表示。HerbalMedicinalProperty关系是一个草药-植物成分概念和文本上几个草药-属性-概念表达式之间的语义关系,反之亦然。一个草本成分的出现是一个名词短语表达,每个草本属性概念的出现是一个事件表达,由一个基本话语单元或一个简单句子的动词短语表达。基于草药属性网络的表示有利于在网页上解决健康问题的推荐系统。该研究主要存在两个问题:1)如何从文档中提取草药属性关系;2)如何收集草药属性关系以创建基于草药属性网络的表示。因此,我们建议在将语言现象应用于解决草药-植物成分概念之后,在动词短语上应用包含N-Word-Co大小学习的N-Words共现(或N-Word-Co)来识别文档上的几个药用属性概念EDU出现。然后将提取的HerbalMedicinalProperty关系收集为草药植物名称、草药植物成分和草药属性的矩阵,用于创建基于草药属性网络的表示。研究结果表明,从文献中提取草药属性关系具有较高的精度。
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引用次数: 0
ADSEng: a model-based methodology for autonomous digital service engineering ADSEng:一种基于模型的自主数字服务工程方法
Dhaminda B. Abeywickrama, E. Ovaska
In digital service ecosystems (DSEs), business stakeholders provide the most important driving factors and managing them is a challenge. It requires systems and services to handle uncertainty. Uncertainty in DSEs can be attributed to several factors; for example, dynamic nature and the unknown deployment environment, and change and evolution of requirements. Therefore, there is a need for novel software engineering methods and tools to handle these uncertainties in DSEs. In this regard, valuable lessons can be learnt from the autonomic computing (AC) paradigm and systems that are characterized by self-* properties. This paper proposes a novel, systematic service engineering methodology called ADSEng for ecosystem-based engineering of autonomous digital services. In the current research, the means of handling uncertainty from requirements to architecture and running systems are investigated. To do this, two interrelated research problems are studied: reflexivity that is realized using AC techniques, and evolvability of the ecosystem, supported by automated transformations. Our main contributions are: (i) a modeling methodology from uncertainty specification to runtime models and (ii) quality-driven adaptation patterns embodied by digital services. The paper also presents key lessons learnt from the research experience thus far.
在数字服务生态系统(DSEs)中,业务利益相关者提供了最重要的驱动因素,管理它们是一项挑战。它需要系统和服务来处理不确定性。DSEs的不确定性可归因于几个因素;例如,动态性质和未知的部署环境,以及需求的变化和演变。因此,需要新的软件工程方法和工具来处理这些不确定性。在这方面,可以从自主计算(AC)范例和以自我属性为特征的系统中学到宝贵的经验。本文提出了一种新颖的系统服务工程方法,称为ADSEng,用于基于生态系统的自主数字服务工程。在当前的研究中,研究了从需求到体系结构和运行系统的不确定性处理方法。为此,我们研究了两个相互关联的研究问题:利用交流技术实现的自反性,以及由自动化转换支持的生态系统的可进化性。我们的主要贡献是:(i)从不确定性规范到运行时模型的建模方法和(ii)由数字服务体现的质量驱动的适应模式。本文还介绍了迄今为止从研究经验中吸取的主要教训。
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引用次数: 2
Extracting new spatial entities and relations from short messages 从短消息中提取新的空间实体和关系
Sarah Zenasni, E. Kergosien, M. Roche, M. Teisseire
In the past few years, texts have become an important spatial data resource, in addition to maps, satellite images and GPS. Electronic written texts used in mediated interactions, especially short messages (SMS, tweets, etc.), have triggered the emergence of new ways of writing. Extracting information from such short messages, which represent a rich source of information and opinion, is highly important due to the new and challenging text style. Short messages are, however, difficult to analyze because of their brief, unstructured and informal nature. The work presented in this paper is aimed at extracting spatial information from two authentic corpora of SMS and tweets in French in order to take advantage of the vast amount of geographical knowledge expressed in diverse natural language texts. We propose a process in which, firstly, we extract new spatial entities (e.g. Monpelier, Montpel are associated with the place name Montpellier). Secondly, we identify new spatial relations that precede these spatial entities (e.g. sur, par, etc.). Finally, we propose a general pattern for discovering spatial relations (e.g. SR+ Preposition). The task is very challenging and complex due to the specificity of short messages language, which is based on weakly standardized modes of writing (lexical creation, massive use of abbreviations, textual variants, etc.). The experiments that were carried out on the two corpora 88milSMS and Tweets highlight the efficiency of our proposed strategy for identifying new kinds of spatial entities and relations.
在过去的几年里,除了地图、卫星图像和GPS之外,文本已经成为一种重要的空间数据资源。用于中介互动的电子书面文本,特别是短消息(SMS, tweet等),引发了新的写作方式的出现。这些短信代表了丰富的信息和观点来源,由于新的和具有挑战性的文本风格,从这些短信中提取信息非常重要。然而,由于短信的简短、无结构和非正式的性质,它很难分析。本文提出的工作旨在从法语短信和推文两个真实语料库中提取空间信息,以利用不同自然语言文本中表达的大量地理知识。我们提出了一个过程,首先,我们提取新的空间实体(例如,蒙彼利埃,蒙佩尔与地名蒙彼利埃相关联)。其次,我们确定了在这些空间实体之前的新的空间关系(例如,sur, par等)。最后,我们提出了一种发现空间关系的一般模式(例如SR+介词)。由于短信语言的特殊性,它基于弱标准化的写作模式(词汇创造、大量使用缩写、文本变体等),因此这项任务非常具有挑战性和复杂性。在88milSMS和Tweets两个语料库上进行的实验突出了我们提出的识别新类型空间实体和关系的策略的效率。
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引用次数: 6
Prosumer centric digital energy ecosystem framework 以Prosumer为中心的数字能源生态系统框架
Kirsi Kotilainen, Matti Sommarberg, P. Järventausta, Pami Aalto
Climate change is putting pressure on governments, policy makers and international organizations to increase energy efficiency and move towards using renewable energy sources. To meet growing need for energy and at the same time comply with ecologic and economic demands, the energy market structure is slowly transitioning from a centralized system to more interactive and decentralized model based on Smart Grid technology in which also end users may play a role as prosumers i.e. as producers and consumers of energy. Different scenarios exist for the level of prosumer participation in the future flexible energy ecosystem. In this paper, we propose a framework for Prosumer centric Digital Energy Ecosystem based on Smart Grid technologies, decentralized energy production using renewable energy sources and complex network of new and incumbent actors, business models and processes.
气候变化给各国政府、政策制定者和国际组织带来了压力,要求他们提高能源效率,转向使用可再生能源。为了满足日益增长的能源需求,同时符合生态和经济需求,能源市场结构正在缓慢地从集中式系统过渡到基于智能电网技术的更具交互性和分散性的模式,在这种模式下,终端用户也可以扮演产消者的角色,即能源的生产者和消费者。在未来的柔性能源生态系统中,产消参与的水平存在不同的场景。在本文中,我们提出了一个以消费者为中心的数字能源生态系统框架,该生态系统基于智能电网技术、使用可再生能源的分散能源生产以及由新旧参与者、商业模式和流程组成的复杂网络。
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引用次数: 18
Falls detection and assessment 跌倒检测与评估
Noemi Biancone, Chiara Bicchielli, F. Ferri, P. Grifoni
The paper has the objective to define a fall detection methodology using the sensors available on smartphone. Furthermore, the paper proposes a platform that support the remote fall detection methodology modeling the emergency management by using a collaborative approach. The advantage of the proposed platform is that the fall detection doesn't need of a new specific hardware as the proposed solution is based on a device such as a smartphone already widely used by senior citizens. In past studies and proposed systems the results of sensors applied on skin or on cloths showed better results than sensors equipping the smartphone. To overcome the low performances of former approaches using the accelerometer and , in some cases, the gyroscope equipping the smartphone the proposed methodology use five sensors equipping the smartphone: accelerometer, gyroscope, proximity, microphone and GPS. The results obtained using the five sensors are comparable to those obtained with skin and wearable sensors, but with the advantage to avoid the use of dedicated hardware.
本文的目的是使用智能手机上可用的传感器来定义跌倒检测方法。此外,本文提出了一个支持远程跌倒检测方法的平台,该方法采用协作方式对应急管理建模。该平台的优点是不需要新的特定硬件,因为该解决方案基于老年人已经广泛使用的智能手机等设备。在过去的研究和提出的系统中,将传感器应用于皮肤或衣服上的结果比安装在智能手机上的传感器效果更好。为了克服以前使用加速度计的方法的低性能,在某些情况下,陀螺仪装备智能手机,提出的方法使用五种传感器装备智能手机:加速度计,陀螺仪,接近度,麦克风和GPS。使用这五种传感器获得的结果与使用皮肤和可穿戴传感器获得的结果相当,但具有避免使用专用硬件的优点。
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引用次数: 2
期刊
Proceedings of the 8th International Conference on Management of Digital EcoSystems
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