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2018 International Conference on Intelligent and Innovative Computing Applications (ICONIC)最新文献

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A Framework of Bimodal Biometrics for E-assessment Authentication Systems 电子评估认证系统的双峰生物识别框架
Temitope Oluwafunmilayo Adetunji, T. Zuva, M. Appiah
The global use of the internet has improved the growth of the educational sector over the years, while electronic assessments have turn out to be one of the major tools in the development of both non-academic and academic establishments. The effective assessment of a student is mostly perceived as one of the foremost challenges that is frequently experienced during online examination in that it can be very difficult to provide accurate user authentication. The requirement to secure and authenticate a user during e-assessments owing to the high rate of misconduct has led to the proposal of this research. The purpose is to examine potential threats to student authentication during e-assessments and propose a framework which uses a bi-modal authentication approach to provide successful authentication during e-assessment. In implementing this approach, we propose a framework that provides security to improve e-assessments by introducing authentication classifiers to demonstrate its application in biometrics technologies. The proposed model was evaluated based on set of thresholds using Accuracy, FAR and FRR as performance metrics. the proposed model gave a high accuracy of 94.52%. The single-modal model of keystrokes had percentage accuracy of 92.025% and face had percentage accuracy of 92.58%. This implies that the bimodal model integrating keystrokes and face outperforms the single-modal model of keystrokes and single-modal model of face respectively. The study concludes that the proposed model contributes to existing works on e-assessment systems by integrating keystrokes and face bimodal biometric to optimally minimize fraud and impersonation thereby providing accurate authentication of a user.
多年来,互联网的全球使用促进了教育部门的发展,而电子评估已成为非学术和学术机构发展的主要工具之一。学生的有效评估通常被认为是在线考试中经常遇到的最重要的挑战之一,因为很难提供准确的用户身份验证。由于行为不端率高,在电子评估期间需要保护和认证用户,因此提出了这项研究。目的是检查电子评估期间对学生身份验证的潜在威胁,并提出一个框架,该框架使用双模式身份验证方法在电子评估期间提供成功的身份验证。在实施这种方法时,我们提出了一个框架,该框架通过引入身份验证分类器来展示其在生物识别技术中的应用,从而提供安全性以改进电子评估。采用精度、FAR和FRR作为性能指标,基于一组阈值对所提出的模型进行评估。该模型的准确率高达94.52%。单模态击键模型的准确率为92.025%,人脸模型的准确率为92.58%。这意味着整合击键和面部的双峰模型分别优于击键单峰模型和面部单峰模型。该研究的结论是,所提出的模型有助于现有的电子评估系统工作,通过集成击键和面部双峰生物识别,以最大限度地减少欺诈和冒充,从而提供准确的用户身份验证。
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引用次数: 6
Delivery of an Interactive Audio Course on Fisheries Law via Dumb Phones: Agalega Island as a Case Study for Testing a Novel Distance Education Platform - The Audio MOOC 通过哑巴电话提供渔渔法交互式音频课程:阿加莱加岛作为测试新型远程教育平台-音频MOOC的案例研究
R. Moloo, Kavi Kumar Khedo, T. Prabhakar
This work is a continuation of a larger research work which advocates that Distance Education (DE) through audio-only learning mode can be developed into a full fledge audio-MOOC. Audio MOOC framework is an innovative framework which enables learning through mere phone calls. It has been conceived to digitally include low literate population in the education process by opening up access to learning materials to the unreached and the have-nots usually hindered by barriers such as language, literacy, culture, connectivity and distance which existing MOOCs have failed to address. This work demonstrates how our proposed framework is used to connect to a remote island lost in the middle of the Indian Ocean with limited maritime and air access but which since some few years back can be connected via basic phones through voice calls. Agalega is an ideal test case scenario for our research since it characterizes remoteness, limited connectivity, semi-literate population with limited access to education which our research aims at addressing. A group of 50 Fishermen was identified from both the Agalega islands. The course was of 9 days duration from 15 to 23 September 2017. The system was conducted live over the telephony network making use of our GSM gateway. The specificity of the system was that our GSM gateway resided in Mauritius connected to a cloud server, while the course was delivered to people of Agalega 1100 Km far from Mauritius over the sea. Nevertheless, our system performed as expected and proved to be a success.
本研究是一个更大的研究工作的延续,该研究工作主张通过纯音频学习模式的远程教育可以发展成为一个成熟的音频- mooc。音频MOOC框架是一种创新的框架,可以通过电话进行学习。它的设想是以数字化的方式将低文化人口纳入教育过程,向那些通常受到语言、识字、文化、连通性和距离等障碍阻碍的未接触者和贫困者开放学习材料。这些障碍是现有mooc未能解决的。这项工作展示了我们提出的框架如何用于连接印度洋中部一个偏远的岛屿,这个岛屿的海上和空中通道有限,但从几年前开始,它可以通过语音通话通过基本电话连接。Agalega是我们研究的理想测试案例,因为它的特点是偏远,连接有限,半文盲人口,受教育机会有限,我们的研究旨在解决这些问题。在阿加莱加群岛上发现了50名渔民。课程为期9天,从2017年9月15日至23日。该系统是利用我们的GSM网关在电话网络上实时运行的。该系统的特点是,我们位于毛里求斯的GSM网关连接到云服务器,而课程则通过海上向距离毛里求斯1100公里的Agalega人民提供。然而,我们的系统如预期的那样运行,证明是成功的。
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引用次数: 2
Enhanced Search for Arabic Language Using Latent Semantic Indexing (LSI) 基于潜在语义索引(LSI)的阿拉伯语增强搜索
Fawaz S. Al-Anzi, Dia AbuZeina
The Vector Space Model (VSM) is a common document representation model that is widely used in data mining and information retrieval (IR) systems. However, this technique poses some challenges such as high dimensional space and semantic loss representation. Therefore, the latent semantic indexing (LSI) is proposed to reduce the feature dimensions and to generate semantic rich features that represent conceptual term-document associations. In particular, LSI has been successfully implemented in search engines and text classification tasks. In this paper, we propose a novel approach to enhance the quality of the retrieved documents in search engines for Arabic language. That is, we propose to use a new extension of the LSI technique instead of just using the standard LSI technique. The LSI method proposed is based on employing the word co-occurrences to form a term-by-document matrix. The proposed method is to be based on the documents evaluating cosine similarity measures for term-by-document matrix. We will empirically evaluate the performance using an Arabic data collection that contains no less than 500 documents with no less than 30,000 unique words. A testing set contains keywords from a specific domain will be used to evaluate the quality of the top 20-30 retrieved documents using different singular values (i.e. different number of dimensions). The results will be judged on the performance of the proposed method as it is compared to the standard LSI.
向量空间模型(VSM)是一种常用的文档表示模型,广泛应用于数据挖掘和信息检索系统中。然而,该技术面临着高维空间和语义损失表示等挑战。因此,提出了潜在语义索引(LSI)来降低特征维数,并生成语义丰富的特征来表示概念术语与文档之间的关联。特别是LSI在搜索引擎和文本分类任务中得到了成功的实现。在本文中,我们提出了一种新的方法来提高阿拉伯语搜索引擎中检索文档的质量。也就是说,我们建议使用LSI技术的新扩展,而不是仅仅使用标准的LSI技术。所提出的LSI方法是基于使用单词共现来形成逐文档的术语矩阵。所提出的方法是基于文档评估余弦相似性度量的术语-文档矩阵。我们将使用包含不少于500个文档和不少于30,000个唯一单词的阿拉伯语数据集对性能进行实证评估。包含特定领域关键字的测试集将用于使用不同的奇异值(即不同的维数)评估前20-30个检索文档的质量。结果将根据所提出的方法的性能来判断,因为它与标准LSI进行了比较。
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引用次数: 4
The Presence of Twitter Bots and Cyborgs in the #FeesMustFall Campaign 推特机器人和电子人的存在在#费用必须下降运动
Yaseen Khan, S. Thakur
Internet platforms such as Twitter allow cause-related campaigning as well as analysis through the opportunistic classification and aggregation capability provided by the hashtag (#). South African students leveraged Twitter to launch and sustain a campaign now known as the #FeesMustFall campaign. This campaign aimed to lobby government to provide free university education to disadvantaged students. This study examines the #FeesMustFall campaign to determine if automated software robots played a role. The research question was "Did bots and cyborgs play a role in the #FeesMustFall campaign?" 576 823 tweets were harvested, and the data was cleaned by removing duplicate entries. The remaining 490 449 tweets and 90 783 unique users were used to analyze tweet behavior in terms of frequency, volume, content and tweet source. The results show that bots and cyborgs did indeed play a role. This is a significant finding as #FeesMustFall is the first major South African campaign to leverage bots and cyborgs. An important additional finding was the DeBot API revealed 4 bots not found in our harvested tweets while other trait-driven techniques used identified suspicious accounts which revealed two bot or cyborg accounts ranked 1st and 2nd amongst the highest tweeters. This demonstrated a presence of bots during the campaign that assisted in the amplification of the #FeesMustFall hashtag on Twitter.
像Twitter这样的互联网平台允许与事业相关的竞选活动,以及通过标签(#)提供的机会分类和聚合功能进行分析。南非学生利用Twitter发起并维持了一项运动,现在被称为#学费必须下降运动。这项运动旨在游说政府为贫困学生提供免费大学教育。本研究考察了#FeesMustFall运动,以确定自动化软件机器人是否发挥了作用。研究的问题是“机器人和半机器人在#学费必须下降运动中发挥了作用吗?”收集了576 823条tweet,并通过删除重复条目来清理数据。剩余的490449条推文和90783个独立用户从频率、数量、内容和推文来源等方面分析推文行为。结果表明,机器人和半机械人确实发挥了作用。这是一个重要的发现,因为# fee must fall是南非第一个利用机器人和电子人的大型运动。另一个重要的发现是,DeBot API发现了我们收集的推文中没有发现的4个机器人,而使用的其他特征驱动技术发现了可疑账户,其中两个机器人或半机械人账户在推特用户中排名第一和第二。这表明在竞选期间机器人的存在,帮助扩大了推特上的#FeesMustFall标签。
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引用次数: 1
Improving the Energy Efficiency of an Autonomous Power System with Renewable Sources 提高可再生能源自主电力系统的能源效率
I. Zicmane, K. Berzina, T. Lomane, Konstantins Kasperjuks
Creating decentralized energy supply systems, there arises the task of providing consumers with electric energy, the parameters of which satisfy the necessary requirements. This problem is especially acute when developing systems based on non-traditional sources using the mechanical energy of renewable natural resources. Taking into account the probabilistic nature of their changes, as well as the significant interaction with each other, the choice of operating modes, types and parameters of energy storage devices for such systems becomes quite a complex and ambiguous task of innovative technologies. The article is devoted to the solution of the problem of developing technical solutions for conjugation of various renewable energy sources ensuring guaranteed electricity supply to autonomous consumers and increasing the energy efficiency of such a system as a whole.
建立分散的能源供应系统,就产生了向消费者提供参数满足必要要求的电能的任务。在利用可再生自然资源的机械能开发基于非传统能源的系统时,这个问题尤其严重。考虑到它们变化的概率性质,以及彼此之间的重要相互作用,这类系统的运行模式、类型和参数的选择成为一项相当复杂和模糊的创新技术任务。本文致力于解决开发各种可再生能源共轭技术解决方案的问题,确保有保障的电力供应给自主消费者,并提高整个系统的能源效率。
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引用次数: 4
Preprocessed Faster RCNN for Vehicle Detection 预处理更快的RCNN车辆检测
Mduduzi Manana, Chunling Tu, P. Owolawi
This paper presents a pre-processed faster region convolution neural network (faster RCNN) for the purpose of on-road vehicle detection. The system introduces a preprocessing pipeline on faster RCNN. The preprocessing method is for the improvement on training and detection speed of Faster RCNN. A preprocessing lane detection pipeline based on the Sobel edge operator and Hough Transform is used to detect lanes. A Rectangular region is then extracted from lane coordinates which is a reduced region of interest (ROI). Results show that the proposed method improves the training speed of faster RCNN when compared to faster RCNN without preprocessing.
本文提出了一种用于道路车辆检测的预处理快速区域卷积神经网络(faster RCNN)。该系统在高速RCNN上引入了预处理流水线。预处理方法是为了提高Faster RCNN的训练和检测速度。采用基于Sobel边缘算子和Hough变换的预处理车道检测流水线进行车道检测。然后从车道坐标中提取一个矩形区域,这是一个减少感兴趣区域(ROI)。结果表明,与未经预处理的快速RCNN相比,该方法提高了快速RCNN的训练速度。
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引用次数: 17
Renewable Energy Sources and Grid Integration in Ghana: Issues, Challenges and Solutions 加纳的可再生能源和电网整合:问题、挑战和解决方案
K. Akom, M. Joseph, T. Shongwe
Due to the high cost of fuel and as unfavourable weather conditions which have affected power generation in Ghana, the country has experienced power crises for the past seven years. Renewable Energy Resources (RES) like wind and solar are being considered by many countries as alternatives for the energy requirements of the country. Ghana’s Energy Commission’s (EC) report in October, 2017 indicated that, RE contributes 2MW of power to the country’s energy mix, representing about 1.73% of the total installed capacity. However, the current EC’s energy policy has projected 600MW power through RE in 2030. 340 MW from solar and 260 MW from wind energies. The then Ministry of Energy through the Energy Commission started the rooftop PV programme implementation in early 2016 in some government institutions. The main aim of the rooftop programme was to produce about 200 MW maximum load respite on the national grid as a medium term programme through PV solar technology. However, RE and grid integration has various issues and challenges, large scale RE power generation are mainly connected to the transmission systems and small-scale generation are mostly linked with the distribution system. Direct integration these systems poses a lot of challenges and issues. This paper examines the main issues and proposes some probable solutions for future RE generations and integration.
由于燃料成本高和不利的天气条件影响了加纳的发电,该国在过去七年中经历了电力危机。风能和太阳能等可再生能源正被许多国家视为满足本国能源需求的替代能源。加纳能源委员会(EC) 2017年10月的报告显示,可再生能源为该国的能源结构贡献了2兆瓦的电力,约占总装机容量的1.73%。然而,目前欧盟的能源政策预计到2030年可再生能源的发电量将达到600兆瓦。太阳能340兆瓦,风能260兆瓦。2016年初,当时的能源部通过能源委员会开始在一些政府机构实施屋顶光伏项目。屋顶项目的主要目标是通过光伏太阳能技术在国家电网上产生约200兆瓦的最大负荷。然而,可再生能源与电网的整合存在各种问题和挑战,大规模可再生能源发电主要与输电系统相连,而小规模可再生能源发电大多与配电系统相连。这些系统的直接集成带来了许多挑战和问题。本文探讨了主要问题,并提出了未来可再生能源发电和集成的一些可能的解决方案。
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引用次数: 3
Challenges and Opportunities of Artificial Intelligence in the Fashion World 人工智能在时尚界的挑战与机遇
Mariapaola Saponaro, Diane Le Gal, Manjiao Gao, Matthieu Guisiano, I. Manière
This article is depicting the Strengths and weaknesses of Artificial Intelligence related to the improvement of customer online and offline experience, and the possible methods in order to measure them. These methods include both researches non-based and based on interviews. The presence of AI in the retail industry is becoming a key component of the customer experience. Through a deep analysis of existing tools to extract information, we try to explain ways to interpret them, in order for companies to create a real usage out of them, either on online or offline retail experience. Hence, with this research, we also want to provide an insight on how this experience could be improved in the future, and how it will most likely be inherent to our daily customer experience.
这篇文章描述了人工智能在改善客户线上和线下体验方面的优势和劣势,以及衡量它们的可能方法。这些方法包括非基于研究和基于访谈的研究。人工智能在零售行业的出现正成为客户体验的关键组成部分。通过对现有信息提取工具的深入分析,我们试图解释解释这些工具的方法,以便公司在线上或线下的零售体验中创造出真正的用途。因此,通过这项研究,我们还希望提供一种见解,即如何在未来改进这种体验,以及它如何最有可能成为我们日常客户体验的固有内容。
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引用次数: 9
The Factors Influencing Customers to Conduct Online Shopping: South African Perspective 影响顾客进行网上购物的因素:南非的视角
Fhatuwani Vivian Mapande, M. Appiah
E-commerce has many advantages reflected in our life, as it makes the daily life of people convenient. This paper aims to investigate the factors influencing customers to conduct online shopping. The paper used the quantitative approach where questionnaires were used to gather information in the format of a survey. For e-commerce adoption factors, Diffusion of Innovation (DOI) model was used to assess participants’ perspectives when it comes to the adoption of e-commerce. More specifically, the paper proposed the framework for South African customers. The proposed framework was tested on a sample of South African residents. The final sample consisted of 235 respondents. The reliability of the questionnaire was thoroughly examined. Empirical data were analyzed using the linear regression. The results of the research revealed that privacy & security, customer trust, perceived service quality, IT knowledge and Relative advantage are significant factors in influencing customers to adopt e-commerce. On the other hand, privacy was found not to be the statistically significant impact on the adoption of e-commerce.
电子商务有很多优点反映在我们的生活中,因为它使人们的日常生活方便。本文旨在调查影响顾客进行网上购物的因素。本文采用了定量的方法,其中使用问卷调查的形式来收集信息。对于电子商务采用因素,采用创新扩散(DOI)模型来评估参与者对电子商务采用的看法。更具体地说,该文件为南非客户提出了框架。提议的框架在南非居民样本中进行了测试。最终样本包括235名受访者。调查表的可靠性已经过彻底检查。实证数据采用线性回归分析。研究结果显示,隐私与安全、客户信任、感知服务质量、IT知识和相对优势是影响客户采用电子商务的重要因素。另一方面,我们发现隐私对电子商务的采用并没有统计学上的显著影响。
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引用次数: 4
Asymptotic Analysis of A Fuzzy Based Intrusion Detection System For Zigbee 基于模糊的Zigbee入侵检测系统的渐近分析
Tsítso Maphatsoe, M. Masinde
The prospects of achieving a trillion connected internet of things (IoT) devices by 2020 has created the urgency for effective intrusion detection systems (IDS) for these devices. Although it has been argued that the most effective technique used in such systems is anomaly detection, there exist no mechanisms to determine their performance in real-life deployment. In this paper, we report the results of applying asymptotic analysis to evaluate the performance of an anomaly detection algorithm which is designed using logic reasoning through fuzzy logic methodologies. In order to achieve this, the IDS was included as part of intrusion detection software for ZigBee Wireless Sensor Networks (WSNs). In particular, the solution is targeted to address the ZigBee protocol’s vulnerability to flood attacks during node discovery and association to the network. The intrusion detection software is hosted external to the WSNs in pursue of a light solution mindful of resource preservation in sensor nodes.
到2020年,连接的物联网(IoT)设备将达到一万亿,因此迫切需要针对这些设备建立有效的入侵检测系统(IDS)。尽管有人认为,在此类系统中使用的最有效的技术是异常检测,但目前还没有机制来确定它们在实际部署中的性能。在本文中,我们报告了应用渐近分析来评估通过模糊逻辑方法设计的逻辑推理异常检测算法的性能的结果。为了实现这一目标,IDS被包含在ZigBee无线传感器网络(wsn)的入侵检测软件中。特别是,该解决方案旨在解决ZigBee协议在节点发现和与网络关联过程中容易受到洪水攻击的问题。入侵检测软件被托管在传感器网络外部,以追求一种轻量级的解决方案,并考虑到传感器节点的资源保护。
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引用次数: 2
期刊
2018 International Conference on Intelligent and Innovative Computing Applications (ICONIC)
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