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Forecasting Provincial Government Expenditures in Indonesia using Artificial Neural Network 利用人工神经网络预测印尼省级政府支出
Q2 Social Sciences Pub Date : 2022-01-28 DOI: 10.14704/web/v19i1/web19383
N. Nurwita, K. Krisnaldy, Shelby Virby, Aria Aji Priyanto, Reza Octovian, Dijan Mardiati, Hendri Prasetyo, Robbi Rahim
The purpose of this research is to analyze using artificial neural network techniques in predicting the realization of provincial government spending in Indonesia according to the type of expenditure with Back-Propagation. This research needs to be done because it can be seen from the side of realization of provincial government spending in Indonesia that there can be a surplus and a deficit. Therefore, it is necessary to make predictions as an effort to address this. The data comes from the publication by the Central Statistical Agency of the provincial government of financial statistics (BPS). Financial provincial government data was collected through local government financial surveys from provincial government agencies in Indonesia. The analysis process uses the help of Rapidminer software and is validated with K-Fold values from 2 to 10. The data is divided into training data and testing data. Training data is data from 2016-2018 and testing data is data from 2017-2019. Several architectural models were tested namely '3-2-1; 3-5-1; 3-10-1; 3-5-10-1 'to obtain an accurate prediction by considering the value of Root Mean Square Error (RMSE). The results of the back-propagation analysis state that the 3-5-1 model is the best model with an RMSE value of 0.027 at k-fold = 9 for training data and an RMSE value of 0.035 for testing data. These results confirm that the back-propagation algorithm can be implemented in this case.
本研究的目的是分析利用人工神经网络技术预测印尼省级政府支出的实现情况,并根据反向传播的支出类型进行预测。之所以需要做这项研究,是因为从印尼省级政府支出实现的角度可以看出,可以有盈余也可以有赤字。因此,有必要做出预测,作为解决这一问题的努力。这些数据来自省级金融统计政府中央统计局(BPS)的出版物。财政省级政府数据是通过印度尼西亚省级政府机构的地方政府财政调查收集的。分析过程使用Rapidminer软件,并使用K-Fold值从2到10进行验证。数据分为训练数据和测试数据。培训数据为2016-2018年的数据,测试数据为2017-2019年的数据。测试了几种建筑模型,即3-2-1;3-5-1;3-10-1;3-5-10-1’,通过考虑均方根误差(RMSE)的值来获得准确的预测。反向传播分析结果表明,3-5-1模型是最好的模型,k-fold = 9时,训练数据的RMSE值为0.027,测试数据的RMSE值为0.035。这些结果证实了反向传播算法可以在这种情况下实现。
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引用次数: 0
The Impact of the Corona Pandemic on Companies and the Role of Governance Principles in Reducing them: An Analytical Study 冠状病毒疫情对公司的影响以及治理原则在减少影响中的作用:一项分析研究
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19188
Sabah Salman Mutashar
This research paper aimed to clarify the impact of the Corona pandemic on joint stock companies, and to determine the role of corporate governance principles in limiting its effects. The results showed that the Corona pandemic affected companies operating in Iraq, as it affected all facilities of economic, social and health life and all countries of the world, which led to disruption in corporate activity, and also showed the role of governance principles in limiting the impact of the Corona pandemic on companies. A set of recommendations have been developed, including the need to adhere to the procedures determined by the competent authorities to reduce the effects of the Corona pandemic, and to enhance communication skills between companies and stakeholders using modern communication techniques and the Internet.
本研究论文旨在阐明冠状病毒疫情对股份公司的影响,并确定公司治理原则在限制其影响方面的作用。结果显示,新冠疫情影响了在伊拉克运营的公司,因为它影响了世界上所有国家的所有经济、社会和健康生活设施,导致公司活动中断,也表明了治理原则在限制新冠疫情对公司影响方面的作用。已经制定了一系列建议,包括需要遵守主管当局确定的程序,以减少冠状病毒大流行的影响,并使用现代通信技术和互联网提高公司和利益相关者之间的沟通技能。
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引用次数: 0
The Role of Monetary Policy in Activation of the Real Sector in Iraq 货币政策在激活伊拉克实体经济中的作用
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19199
Basheer Alwan Hamd
The role of monetary policy and its impact in activation of the real sector comes by the financial and monetization role of investment, which is now fully mature in countries with well economic thriving. The problem of the research potentiates that the policy has limited effect in the real sector due to reluctance of due to security cause and monetary cause like investment in monetary sector due to increase in the interest rate or speculation in the selling and buying the foreign currency (dollar). The research finds many recommendations which are the most important as follows: 1. Follow monetary policy with specific character as it contains facilities to lower the currency rate to the sector. 2. Support the monetary policy measures by following the commercial protective policy of the national product.
货币政策在激活实体部门中的作用及其影响来自于投资的金融和货币化作用,这种作用在经济发达的国家已经完全成熟。该研究的问题表明,由于安全原因和货币原因(如利率上升导致的货币部门投资或买卖外汇(美元)的投机行为)的不情愿,政策在实体部门的效果有限。研究发现了以下几点最重要的建议:1。遵循有特色的货币政策,因为它包含降低货币对该部门汇率的便利。2. 支持货币政策措施,遵循国产化商业保护政策。
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引用次数: 0
Problems of Character Creation in Animation Films of Uzbekistan 乌兹别克斯坦动画电影中的人物塑造问题
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19106
N. Haydarova
The article analyzes characters and features of their creation in Uzbek animated films of the times of independence. It also lists the reasons for referring to the characters of the past in modern Uzbek animated films in recent years. And also provided suggestions for creating an image that meets the requirements of the time in today's modern process.
本文分析了乌兹别克斯坦独立时代动画电影中的人物及其创作特点。它还列出了近年来乌兹别克斯坦现代动画电影中提及过去人物的原因。并为在当今的现代化进程中创造符合时代要求的形象提供了建议。
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引用次数: 0
World Scientific Production on Education and COVID 19: A Bibliometric Analysis 世界教育科学成果与新冠肺炎19:文献计量学分析
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19143
J. E. Postigo-Zumarán, Christian Esteban Gómez Carrión, Ruth Asela Saravia Alviar, Milagro Baldemar Quiroz Calderón, D. Arias-Chávez
The objective of this study is to characterize the world scientific production on education and COVID-19 between the months of January 2020 to September 2021. A bibliometric study was carried out in five databases (Scopus, Web of Science, Google Academic, Microsoft Academic and Crossref) from which a universe of 5005 articles was extracted. The bibliometric indicators were analyzed with the help of the Publish or Perish v. 7.19 and the same analytical software of the chosen databases. Regarding the most cited article published in the analyzed databases, the one entitled "Medical Student Education in the Time of COVID-19" stands out, which received 419 citations in the Scopus database, 368 in Web of Science, 442 in Crossref, 870 in Google Scholar and 702 in Microsoft Academic. Regarding the authors with the highest scientific production on the subject, Maria Assuncao Flores stands out with 5 publications on the Web of Science and Francisco José García-Peñalvo with 5 articles indexed in the Scopus database. Regarding the journals with the highest number of articles on education and COVID-19, Sustainability stands out. These results show that the scientific production referring to education and Covid-19 confirms the radical change generated in education at all levels by the pandemic and the increase in scientific production to try to explore and describe the changing situation resulting from the pandemic in education. Regarding the journals with the highest number of articles on education and COVID-19, Sustainability stands out. These results show that the scientific production referring to education and COVID-19 confirms the radical change generated in education at all levels by the pandemic and the increase in scientific production to try to explore and describe the changing situation resulting from the pandemic in education. Regarding the journals with the highest number of articles on education and COVID-19, Sustainability stands out. These results show that the scientific production referring to education and Covid-19 confirms the radical change generated in education at all levels by the pandemic and the increase in scientific production to try to explore and describe the changing situation resulting from the pandemic in education.
本研究的目的是描述2020年1月至2021年9月期间世界教育和新冠肺炎科学生产的特点。在五个数据库(Scopus、Web of Science、Google Academic、Microsoft Academic和Crossref)中进行了文献计量学研究,从中提取了5005篇文章。在Publish或Perish v.7.19和所选数据库的相同分析软件的帮助下,对文献计量指标进行了分析。关于分析数据库中发表的被引用最多的文章,题为“新冠肺炎时代的医学生教育”的文章脱颖而出,在Scopus数据库中被引用419次,在Web of Science中被引用368次,Crossref中被引用442次,Google Scholar中被引用870次,在Microsoft Academic中被引用702次。关于在该主题上科学成果最高的作者,Maria Assuncao Flores在科学网上发表了5篇文章,Francisco JoséGarcía-Peñalvo在Scopus数据库中发表了5文章。关于教育和新冠肺炎文章数量最多的期刊,可持续性脱颖而出。这些结果表明,涉及教育和新冠肺炎的科学生产证实了疫情导致的各级教育的根本变化,以及科学生产的增加,以试图探索和描述疫情导致的教育变化情况。关于教育和新冠肺炎文章数量最多的期刊,可持续性脱颖而出。这些结果表明,与教育和新冠肺炎有关的科学生产证实了疫情导致各级教育发生的根本变化,以及科学生产的增加,以试图探索和描述疫情导致的教育变化情况。关于教育和新冠肺炎文章数量最多的期刊,可持续性脱颖而出。这些结果表明,涉及教育和新冠肺炎的科学生产证实了疫情导致的各级教育的根本变化,以及科学生产的增加,以试图探索和描述疫情导致的教育变化情况。
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引用次数: 0
A Comparative Study of the Performance of Load Balancing Algorithms Using Cloud Analyst 基于Cloud Analyst的负载平衡算法性能比较研究
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19328
A. Y. Ahmad, Asma’a Y. Hammo
Cloud computing technology has grown and expanded widely in recent years. Cloud computing is a distributed system that may be on physical or virtual machines. Because of the ease of working in the cloud, its ease of use, it's being an interactive model and a highly profitable business model, many users have used it. This led to an increase in the load on it, and thus the overload has become a problem that must be solved. Many algorithms have been proposed to balance the load on cloud. The essential are three: Round robin, Equally Spread Current Execution (ESCE), and Throttled. This research investigates the performance of those algorithms with increasing of number of users. Previous researches did not take into account the increasing of users. CloudAnalyst simulation tool is used for this comparison. The comparison is done according to DC (Data Centre) processing time, overall total response time (ORT), processing cost, and hourly data center. It was found that initially with a certain settings and for a certain number of users, there may be no difference that can be mentioned in performance between the three algorithms. Then the improvement in performance increases with the increasing number of users. Throttled algorithm showed best performance in the average of ORT with increasing number of users.
近年来,云计算技术得到了广泛的发展和扩展。云计算是一个分布式系统,可以位于物理机或虚拟机上。由于云计算的易用性和易用性,它是一种互动模式和高利润的商业模式,许多用户都使用了它。这导致了它的负载增加,因此过载已经成为一个必须解决的问题。已经提出了许多算法来平衡云上的负载。基本的有三种:循环、均衡电流执行(ESCE)和Throttled。本研究调查了随着用户数量的增加,这些算法的性能。以前的研究没有考虑到用户的增加。CloudAnalyst模拟工具用于此比较。比较是根据DC(数据中心)处理时间、总响应时间(ORT)、处理成本和每小时数据中心进行的。研究发现,最初在一定的设置和一定数量的用户的情况下,三种算法之间的性能可能没有什么不同。然后,性能的提高会随着用户数量的增加而增加。随着用户数量的增加,Throttled算法在ORT的平均值上表现出最好的性能。
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引用次数: 1
Detection of DME by Classification and Segmentation Using OCT Images OCT图像分类分割检测DME
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19043
P. Mittal, C. Bhatnagar
Optical Coherence Tomography (OCT) is a developing medical scanning technique proposing non- protruding scanning with high resolution for biological tissues. It is extensively employed in optics to accomplish investigative scanning of the eye, especially the retinal layers. Various medical research works are conducted to evaluate the usage of Optical Coherence Tomography to detect diseases like DME. The current study provides an innovative, completely automated algorithm for disease detection such as DME through OCT scanning. We performed the classification and segmentation for the detection of DME. The algorithm used employed HOG descriptors as feature vectors for SVM based classifier. Cross-validation was performed on the SD-OCT data sets comprised of volumetric images obtained from 20 people. Out of 10 were normal, while 10 were patients of diabetic macular edema (DME). Our classifier effectively detected 100% of cases of DME while about 70% cases of healthy individuals. The development of such a notable technique is extremely important for detecting retinal diseases such as DME.
光学相干断层扫描(OCT)是一种新兴的医学扫描技术,提出了对生物组织进行高分辨率的非突出扫描。它被广泛应用于光学,以完成眼睛的调查性扫描,特别是视网膜层。开展了各种医学研究工作,以评估光学相干断层扫描在检测DME等疾病中的应用。目前的研究提供了一种创新的、完全自动化的算法,用于通过OCT扫描检测DME等疾病。我们对二甲醚进行了分类和分割检测。该算法采用HOG描述符作为SVM分类器的特征向量。对20人的体积图像组成的SD-OCT数据集进行交叉验证。10例为正常,10例为糖尿病性黄斑水肿(DME)。我们的分类器有效地检测了100%的二甲醚病例,而健康个体的病例约为70%。这种引人注目的技术的发展对于检测二甲醚等视网膜疾病至关重要。
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引用次数: 1
Artificial Bee Colony Algorithm and Bat Algorithm for Solving Travel Salesman Problem 求解旅行商问题的人工蜂群算法和蝙蝠算法
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19276
L. Hasan
There are many algorithms for optimization meta heuristic have developed on swarm intelligence-based that depending in the nature of design. One of them, Bat Algorithm (BA), is based on the "echolocation behaviors" of bats. Micro bat used echolocation to specify the prey, avoid obstacles and locate their roosting crevices in the dark. Another algorithm is Artificial Bee Colony (ABC) is a new optimization algorithm which depend on the "bee behavior" towards colony to search about the food. In this paper, presents the BA and ABC algorithms steps for solving TSP then try to search about best solution depending on the parameters for both algorithms. The results show the ABC is best performance than BA for finding the best tour quickly compared with other by consuming time lesser than by effecting on the convergence speed for searching the solution. Furthermore, The BA required more parameters to achieve each output efficiently and need using improved control strategy to balance between exploitation and exploration that consuming more time for it.
基于群体智能的优化元启发式算法是基于设计的本质而发展起来的。其中,蝙蝠算法(Bat Algorithm, BA)是基于蝙蝠的“回声定位行为”。微型蝙蝠利用回声定位来确定猎物,避开障碍物,并在黑暗中找到它们的栖息缝隙。人工蜂群算法(Artificial Bee Colony, ABC)是一种新的优化算法,它依靠蜜蜂对蜂群的“行为”来搜索食物。本文给出了求解TSP的BA和ABC算法的步骤,并尝试根据这两种算法的参数搜索最优解。结果表明,ABC算法比BA算法更能快速找到最优路线,因为它消耗的时间比其他算法少,对搜索解的收敛速度的影响更小。此外,BA需要更多的参数来有效地实现每个输出,并且需要使用改进的控制策略来平衡开采和勘探,这需要花费更多的时间。
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引用次数: 2
Efficient Bandwidth Management for Load Balancing in Grid Computing 网格计算中负载均衡的有效带宽管理
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19017
Mahdi S. Almhanna, F. S. Al-Turaihi
Incoming Information Technology (IT) services appear with cloud computing perspectives that provide users access to IT resources anytime, anywhere. These services should be good enough for the user with some advantages for the cloud service provider. To achieve this goal, you must face many challenges, load balancing is one of these challenges. The most convenient option for some functions does not mean that option is always a good choice to achieve the entire work all the time. Resource overload and bad traffic that can lead to time exhaustion should be avoided, this can be obtained through appropriate load balancing mechanisms. This paper offers a simple solution for choosing the preferred server to distribute functions based on minimum bandwidth consumption.
引入的信息技术(IT)服务以云计算的视角出现,为用户提供随时随地访问IT资源的机会。这些服务对用户来说应该足够好,对云服务提供商来说应该有一些优势。要实现这一目标,您必须面临许多挑战,负载平衡就是其中之一。对于某些功能来说,最方便的选项并不意味着该选项始终是实现整个工作的好选择。应该避免资源过载和可能导致时间耗尽的坏流量,这可以通过适当的负载平衡机制来实现。本文提供了一个简单的解决方案,用于选择基于最小带宽消耗的首选服务器来分配功能。
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引用次数: 0
Face Encryption based on Feature Extraction Supported by Canny Edge Detector 基于Canny边缘检测器支持特征提取的人脸加密
Q2 Social Sciences Pub Date : 2022-01-20 DOI: 10.14704/web/v19i1/web19115
A. S. Jamil, N. Hassan, R. A. Azeez
Individual privacy protection is regarding a subject in surveillance and security areas. Protection of people's faces in image in linking with complex info, abused cases, involvement, and others on public broadcasting media and social networks are very important. Partial encryption human face is selected to reduce the computational requirements for huge volumes of image data and reducing the computational processing time required to conduct the entire image. In this paper, a new fast algorithm is proposed to encrypt partially human face, at first human face is detected using vole and jones algorithm, features points are extracted from face region to be encrypted, these features points are determined by using Canny edge detector since Canny edge algorithm considers the best edge detector with decent localization properties marked edges areas similar to the edges in the actual image as possible, i.e. that it is an essential feature. Furthermore, the importance of the key for the encryption process and its significant role in increasing and improving security, a new method for generating key is proposed making them resistant to attackers. The suggested encryption algorithms produced good results in the encryption process, since it has a shorter encrypting period and a greater encrypting effect, according to experimental results.
个人隐私保护是关于监视和安全领域的主体。在与公共广播媒体和社交网络上的复杂信息、虐待案件、参与等联系时,保护人们的面部形象非常重要。选择部分加密人脸来减少对大量图像数据的计算要求,并减少处理整个图像所需的计算处理时间。本文提出了一种新的快速算法来加密部分人脸,首先使用vole和jones算法检测人脸,从要加密的人脸区域提取特征点,这些特征点是通过使用Canny边缘检测器来确定的,因为Canny边缘算法考虑了具有良好定位特性的最佳边缘检测器,标记的边缘区域与实际图像中的边缘尽可能相似,即它是一个基本特征。此外,鉴于密钥在加密过程中的重要性及其在提高和提高安全性方面的重要作用,提出了一种新的密钥生成方法,使其能够抵御攻击者。根据实验结果,所提出的加密算法在加密过程中产生了良好的效果,因为它具有较短的加密周期和较大的加密效果。
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引用次数: 2
期刊
Webology
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