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Feature Models Preconfiguration Based on User Profiling 基于用户分析的特征模型预配置
Pub Date : 2019-01-22 DOI: 10.5539/cis.v12n1p59
Ikram Dehmouch, B. E. Asri, Maryem Rhanoui, Mina Elmaallam
Feature modeling is used to express commonality and variability among a family of software products called the software product line. To offer customized products to their customers, organizations need to build packages of features taking into consideration customer needs and preferences. This paper presents a platform named SPLP (Software Product Line Profiling) which allows pre-configuring feature models through the restriction of the configuration space to meet the requirements of a specific market segment. Considering that concerns and preferences of this latter are a key criteria to achieve a tailored pre-configuration, authors propose the integration of user profiling in the SPLP platform through the definition of a user profile model describing information about the user and the products he is used to consume. This information is then exploited by the SPLP platform to perform an automated pre-configuration according to each user profile requirements and preferences.
特征建模用于表示称为软件产品线的一系列软件产品之间的共性和可变性。为了向客户提供定制的产品,组织需要考虑客户的需求和偏好来构建功能包。本文提出了一个名为SPLP(软件产品线分析)的平台,该平台允许通过限制配置空间来预先配置特征模型,以满足特定细分市场的需求。考虑到后者的关注点和偏好是实现定制预配置的关键标准,作者建议通过定义用户配置模型来描述用户及其使用的产品的信息,从而在SPLP平台中集成用户配置。然后,SPLP平台利用这些信息,根据每个用户配置文件的需求和首选项执行自动预配置。
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引用次数: 1
Factor That Influence To Acceptance M-Learning among Jordanian Students 约旦学生接受移动学习的影响因素
Pub Date : 2019-01-18 DOI: 10.5539/cis.v12n1p53
S. Zoubi, A. A. Zoubi, MohmmadIssa Al Zoubi
The research aims to examine critical factors that influence the acceptance and use of M-learning among Jordanian student. This study integrates technology acceptance model (TAM) with service quality factor. The primary data were collected from 487 valid questionnaires, which were distributed, to random Jordanian students in four cities. The analyses of the gathered data employed the (SPSS). The validity of the final overall model was evaluated using the statistics and acceptable fit of the measurement model to the data has been demonstrated. Based on the outcomes, the factors with the highest direct effect on Intention to use M-learning appeared to be Attitude toward using M-learning, while the factor with the highest indirect effect on Intention to use M-learning appeared to be Compatibility. The main findings of the study are: trust factor has a significant stronger impact on PEOU and PU. PEOU and PU have the stronger impact on customers' attitude, which in turn influences students’ intention to use M - learning services.
本研究旨在探讨影响约旦学生接受和使用移动学习的关键因素。本研究将技术接受模型(TAM)与服务品质因子相结合。主要数据收集自487份有效问卷,随机发放给四个城市的约旦学生。收集数据的分析采用SPSS软件。利用统计数据对最终整体模型的有效性进行了评估,并证明了测量模型与数据的可接受拟合。从结果来看,对移动学习意向直接影响最大的因素是使用移动学习的态度,而对移动学习意向间接影响最大的因素是兼容性。研究的主要发现是:信任因素对PEOU和PU的影响显著增强。PEOU和PU对顾客态度的影响更强,顾客态度进而影响学生使用M学习服务的意愿。
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引用次数: 0
Measuring the Performance of Hospitals in Lebanese qadas Using PCA- DEA Model 用PCA- DEA模型衡量黎巴嫩qadas医院绩效
Pub Date : 2019-01-18 DOI: 10.5539/cis.v12n1p23
A. Nasser
We study in this paper the performance of Hospitals in Lebanon. Using the nonparametric method Data Envelopment Analysis (DEA), we are able to measures relative efficiency of Hospitals in Lebanon. DEA is a technique that uses linear programming and it measures the relative efficiency of similar type of organizations termed as Decision Making Units (DMUs). In this study, due to the lack of individual data on hospital level, each DMU refers to a qada in Lebanon where the used data represent the aggregation of input and outputs of different hospitals within the qada. In DEA, the inclusion of more number of inputs and /or outputs results in getting a more number of efficient units. Therefore, selecting the appropriate inputs and outputs is a major factor of DEA results. Therefore, we use here the Principal Component Analysis (PCA) in order to reduce the data structure into certain principal components which are essential for identifying efficient DMUs. It is important to note that we have used the basic BCC-input model for the entire analysis. We considered 24 DMUs for the study, using DEA on original data; we got 17 DMUs out of 24 DMUs as efficient. Then we considered 1 PC for inputs and 1 PC for output with almost 80 percent variances, resulting in 3 DMUs as efficient and 21 as inefficient. Using 1 PC for input and 2 PCs for output with 90 percent variance for both input and output, we got 9 DMUs as efficient and 15 DMUs as inefficient. Finally, we have attempted to identify the efficient units with 2 PCs and for 2 PCs for input and outputs with variance more than 95 percent, resulting in 10 efficient DMUs and 14 inefficient DMUs. In Principal Component analysis, if the variance lies between 80 percent to-90 percent it is judged as a meaningful one. It is concluded that Principal Component Analysis plays an important role in the reduction of input output variables and helps in identifying the efficient DMUs and improves the discriminating power of DEA.
本文对黎巴嫩医院的绩效进行了研究。使用非参数方法数据包络分析(DEA),我们能够衡量黎巴嫩医院的相对效率。DEA是一种使用线性规划的技术,它测量被称为决策单元(dmu)的类似类型组织的相对效率。在本研究中,由于缺乏医院层面的个体数据,每个DMU代表黎巴嫩的一个qada,其中使用的数据代表该qada内不同医院的输入和输出的总和。在DEA中,包含更多数量的输入和/或输出导致获得更多数量的有效单位。因此,选择合适的投入产出是影响DEA结果的主要因素。因此,我们在这里使用主成分分析(PCA),以便将数据结构减少到某些主成分,这些主成分对于识别有效的dmu至关重要。值得注意的是,我们在整个分析中使用了基本的bcc输入模型。我们考虑了24个dmu进行研究,对原始数据使用DEA;24个dmu中有17个是有效的。然后我们考虑1个PC作为输入,1个PC作为输出,差异几乎为80%,结果是3个dmu是高效的,21个是低效的。使用1台PC作为输入,2台PC作为输出,输入和输出的方差为90%,我们得到9个dmu为高效,15个dmu为低效。最后,我们试图确定具有2台pc和2台pc的有效单元,用于输入和输出的方差超过95%,从而产生10个有效的dmu和14个低效的dmu。在主成分分析中,如果方差介于80%到90%之间,则判断为有意义的方差。结果表明,主成分分析在减少投入产出变量和识别有效决策单元方面具有重要作用,提高了DEA的判别能力。
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引用次数: 2
Research and Improvement Method Based on k-mean Clustering Algorithm 基于k-均值聚类算法的研究与改进方法
Pub Date : 2019-01-18 DOI: 10.5539/cis.v12n1p49
Guohua Zhang, Kangting Zhao, Yi Li
In view of the sensitivity of the traditional mean algorithm to outliers and noise points, an improved mean algorithm is proposed in this paper, which is based on the density of the distribution of objects in space. In the measurement of density, the sensitivity of clustering effect to initial parameters is reduced. The improved algorithm can filter the "noise" data and discover the clustering of arbitrary shapes, which is obviously superior to the standard mean algorithm.
针对传统均值算法对离群点和噪声点的敏感性,本文提出了一种基于物体在空间中分布密度的改进均值算法。在密度测量中,降低了聚类效应对初始参数的敏感性。改进算法可以过滤“噪声”数据,发现任意形状的聚类,明显优于标准均值算法。
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引用次数: 1
A Review on Personalized Academic Paper Recommendation 个性化学术论文推荐研究综述
Pub Date : 2019-01-18 DOI: 10.5539/cis.v12n1p33
Zhi Li, Xiaozhu Zou
With the advent of the era of big data, it has become extremely easy for scientific users to have to access academic papers, which has enhanced their efficiency and capacity to search or browse papers. However, it also faces some problems such as the explosion of the literature or information overwhelming. Many researchers focus on academic paper recommendation service, hoping to help scientific users to find documents more efficiently and recommend interested or potentially interested papers which could assist academic users doing research. Through literature review, this paper make a comprehensive summary of the research on personalized academic papers recommendation, presenting the state-of-art of academic paper recommendation methodologies, pointing out its pros and cons and indicating primary evaluation metrics and popular datasets. Finnaly, we outlook the research trend of personalized academic paper recommendation as a reference for interested researchers.
随着大数据时代的到来,科学用户获取学术论文变得非常容易,这提高了他们搜索或浏览论文的效率和能力。然而,它也面临着一些问题,如文献爆炸或信息铺天盖地。许多研究者关注学术论文推荐服务,希望能够帮助科学用户更高效地找到文献,并推荐感兴趣或潜在感兴趣的论文,帮助学术用户进行研究。通过文献综述,对个性化学术论文推荐的研究进行了全面总结,介绍了学术论文推荐方法的研究现状,指出了其优缺点,并指出了主要的评价指标和流行的数据集。最后,展望了个性化学术论文推荐的研究趋势,供有兴趣的研究者参考。
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引用次数: 9
Developing Mobile Tracking Applications for Patient Treatment 为患者治疗开发移动跟踪应用程序
Pub Date : 2019-01-18 DOI: 10.5539/cis.v12n1p12
H. Abu-Dalbouh
Much of the adjunct technology developed for using among medical environments is targeted towards computers. Because the hospitals face increasing demands to participate in a very big selection of quality improvement activities, the role and influence of using mobile applications in these efforts is additionally increasing. The professionals of Healthcare pay abundant of their time wandering between offices and patients, whereas the validator technology stays stationary. This paper presents a study performed using the mobile application for storing and following up patients status. Therefore, mobile application for tracking patient progress is proposed to minimize such challenges and demands, by allowing physicians and nurses to trace the patients’ conditions a lot of expeditiously and simply. The experimental results conclude that the working environment would be improved by supporting the mobile workers with mobile technology.
许多用于医疗环境的辅助技术都是针对计算机开发的。由于医院面临越来越多的参与质量改进活动的需求,使用移动应用程序在这些努力中的作用和影响也在增加。医疗保健专业人员花费了大量的时间在办公室和病人之间徘徊,而验证技术却停滞不前。本文介绍了一项使用移动应用程序存储和跟踪患者状态的研究。因此,为了最大限度地减少这些挑战和需求,我们提出了一款跟踪患者进展的移动应用程序,让医生和护士能够快速、简单地跟踪患者的病情。实验结果表明,利用移动技术支持移动工作者的工作环境将得到改善。
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引用次数: 6
Research on an Economic Localization Approach 一种经济本土化方法研究
Pub Date : 2019-01-18 DOI: 10.5539/cis.v12n1p44
F. Yin, Jun Yin
With the development of wireless network and the wide application of pervasive computing technology, the location-based service (LBS) needs more and more location information for mobile users. At present, the outdoor positioning system based on satellite signals has been very mature, but it can not be applied in the complex indoor environment. Therefore, indoor positioning technology has rapidly become a research hotspot. At the same time, the rapid development of wireless network technology, because of its fast communication speed, easy deployment and other characteristics, WiFi-based indoor positioning technology has been widely concerned and studied. Therefore, this paper takes an economic WiFi-based indoor positioning method as the research foundation, and studies the corresponding improved algorithm aiming at the existing problems.
随着无线网络的发展和普适计算技术的广泛应用,基于位置的服务(LBS)对移动用户的位置信息需求越来越大。目前,基于卫星信号的室外定位系统已经非常成熟,但还不能应用于复杂的室内环境。因此,室内定位技术迅速成为研究热点。同时,无线网络技术的飞速发展,由于其通信速度快、部署方便等特点,基于wifi的室内定位技术得到了广泛的关注和研究。因此,本文以一种经济的基于wifi的室内定位方法为研究基础,针对存在的问题,研究相应的改进算法。
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引用次数: 0
Theoretical and Pragmatic Cases of a Rich-Variant Approach for a User-Aware Multi-Tenant SaaS Applications 用户感知多租户SaaS应用程序的多变体方法的理论和实用案例
Pub Date : 2019-01-03 DOI: 10.5539/cis.v12n1p1
Houda Kriouile, B. E. Asri
Software as a Service cloud computing model favorites the Multi-Tenancy as a key factor to exploit economies of scale. However Multi-Tenancy present several disadvantages. Therein, our approach comes to optimize instances assigned to multi-tenants with a solution using rich-variant components while ensuring more economies of scale and avoiding tenants hesitation to share resources. The paper present the theoretical and pragmatic cases of a user-aware multi-tenancy SaaS approach focused on graph-based algorithms. The theoretical case consists in having a set of tenants while the pragmatic case consists in adding a new tenants to a set of tenants.
软件即服务云计算模型偏爱多租户作为开发规模经济的关键因素。然而,多租户存在几个缺点。在这里,我们的方法是通过使用富变体组件的解决方案来优化分配给多租户的实例,同时确保更多的规模经济并避免租户在共享资源时犹豫不决。本文介绍了基于图的算法的用户感知多租户SaaS方法的理论和实用案例。理论案例包括拥有一组租户,而实用案例包括在一组租户中添加新租户。
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引用次数: 0
Topic Modelling in Bangla Language: An LDA Approach to Optimize Topics and News Classification 孟加拉语的主题建模:一种优化主题和新闻分类的LDA方法
Pub Date : 2018-10-31 DOI: 10.5539/cis.v11n4p77
Malek Mouhoub, M. A. Helal
Topic modeling is a powerful technique for unsupervised analysis of large document collections. Topic models have a wide range of applications including tag recommendation, text categorization, keyword extraction and similarity search in the text mining, information retrieval and statistical language modeling. The research on topic modeling is gaining popularity day by day. There are various efficient topic modeling techniques available for the English language as it is one of the most spoken languages in the whole world but not for the other spoken languages. Bangla being the seventh most spoken native language in the world by population, it needs automation in different aspects. This paper deals with finding the core topics of Bangla news corpus and classifying news with similarity measures. The document models are built using LDA (Latent Dirichlet Allocation) with bigram.
主题建模是对大型文档集合进行无监督分析的强大技术。主题模型在文本挖掘、信息检索和统计语言建模中有着广泛的应用,包括标签推荐、文本分类、关键词提取和相似度搜索。主题建模的研究日益受到重视。有各种有效的主题建模技术可用于英语,因为它是世界上使用最多的语言之一,但不适用于其他口语。孟加拉语是世界上人口第七大母语,它需要在不同方面实现自动化。本文研究了寻找孟加拉语新闻语料库的核心主题,并用相似度度量对新闻进行分类。使用双元图的LDA (Latent Dirichlet Allocation)方法建立文档模型。
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引用次数: 13
Software Effort Estimation Risk Management over Projects Portfolio 项目组合的软件工作评估和风险管理
Pub Date : 2018-10-31 DOI: 10.5539/cis.v11n4p45
Salma El Koutbi, A. Idri
Over the last decades, software development effort estimation has integrated new approaches dealing with uncertainty. However, effort estimates are still plagued with errors limiting their reliability. Thus, estimates error management at an organization level provides a promising alternative to the classical approaches dealing with single projects as a portfolio can afford more flexibility and opportunities in terms of risk management. The most widely used approaches in risk management were mainly based on the Gaussian approximation that shows its limits facing “ruin” risk associated to unusual events. The aim of this paper is to propose a Multi-Projects Error Modeling framework to characterize error at a portfolio level using bootstrapping, mixture of Gaussians and power law to emphasize the tail behavior respectively.
在过去的几十年里,软件开发工作量评估已经集成了处理不确定性的新方法。然而,工作量估计仍然受到限制其可靠性的错误的困扰。因此,组织级别的估计错误管理为处理单个项目的经典方法提供了一个有希望的替代方案,因为组合可以在风险管理方面提供更多的灵活性和机会。风险管理中最广泛使用的方法主要是基于高斯近似,它显示了它面对与异常事件相关的“破产”风险的局限性。本文的目的是提出一个多项目误差建模框架,在投资组合水平上分别使用自举、混合高斯和幂律来表征误差,以强调尾部行为。
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引用次数: 3
期刊
J. Chem. Inf. Comput. Sci.
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