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CLUSTERING ANALYSIS OF ADMISSION OF NEW STUDENTS USING K-MEANS CLUSTERING AND K-MEDOIDS ALGORITHMS TO INCREASE CAMPUS MARKETING POTENTIAL 利用k-means聚类和k-medoids算法对新生录取进行聚类分析,以增加校园营销潜力
Pub Date : 2023-08-29 DOI: 10.31253/te.v7i1.2264
Hasan Amin
Acceptance of new students is a very important activity for a high school or university. The admissions data has not been utilized by the campus in making strategic decisions, marketing potential, and considering invitations through academic admissions. So, to assist in processing the new student admissions data, in this study the design and analysis of new student admissions data was carried out using stages in data mining. The clustering method approach can be applied in analyzing the potential level of PMB quality produced by utilizing the PMB recording dataset for the 2023 period. 86 data records. The K-Means and K-Medoids algorithm models that are applied have results that show a new insight, namely grouping based on 2 clusters, cluster 1 (C0) is a pass category while cluster 2 (C1) has not been determined. The results of the K-Medoids algorithm which has cluster 1 (C0) 60 results, cluster 2 (C1) has 26 results is a potential pass of 60 and has not yet been determined 26 of the data tested 86 while the results of the K-Means cluster 1 algorithm (C0) 40 , cluster 2 ( C1 ) 46 is a potential pass consisting of 40 and 46 undetermined data from the 86 datasets tested. Testing using the RapidMiner Studio application can also produce similar insights, namely each cluster has Davies Bouldin Index or DBI results from each K-Means and K-Medoids algorithm. K-Means has a Davies Bouldin Index result of -0.533 while K-Medoids has a Davies Bouldin Index result of -0.877
对于高中或大学来说,接纳新生是一项非常重要的活动。招生数据没有被学校用于制定战略决策、营销潜力和通过学术招生考虑邀请。因此,为了帮助处理新生入学数据,本研究采用数据挖掘中的阶段法对新生入学数据进行设计和分析。聚类方法可用于分析2023年PMB记录数据产生的PMB质量潜在水平。86条数据记录。所应用的K-Means和K-Medoids算法模型的结果显示了一个新的见解,即基于2个聚类进行分组,聚类1 (C0)是一个通过的类别,而聚类2 (C1)尚未确定。K-Medoids算法的结果有集群1 (C0) 60个结果,集群2 (C1)有26个结果,测试的86个数据中有26个数据尚未确定,而K-Means集群1算法的结果(C0) 40,集群2 (C1) 46是一个潜在的通过,由测试的86个数据集中的40个和46个未确定数据组成。使用RapidMiner Studio应用程序进行测试也可以产生类似的见解,即每个集群都有来自每个K-Means和k - mediids算法的Davies Bouldin Index或DBI结果。K-Means的Davies Bouldin Index结果为-0.533,K-Medoids的Davies Bouldin Index结果为-0.877
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引用次数: 0
Singme Music Entertainment Services Marketing Information System with Content-Based Filtering Method and TAM Testing 基于内容过滤方法和TAM测试的Singme音乐娱乐服务营销信息系统
Pub Date : 2023-08-28 DOI: 10.31253/te.v7i1.1500
Benny Daniawan, Ivander Darmawan
With the times, the website used as marketing and sales media, which developed into E-Commerce. In 2019, there was 16,277 businesses used the E-Commerce concept, and also the value of Gross Domestic Product (GDP) was about 5.07%. Furthermore, because of the Coronavirus Disease (COVID) pandemic, the GDP decreased to -2.07% In 2020 and even impacted 10 out of 17 business sectors. Music entertainment business was also impacted by the pandemic, because during the pandemic, the government restricted certain public activities. Therefore, this system named Singme will help singers or music groups to market their services and provide related information for the public. Searching the services in Singme will be assisted by using Content-Based Filtering (CBF) method, it will give the recommendations of the services which have correlations with the keywords. Using Technology Acceptance Model (TAM) to test 122 feedback data about Singme with SmartPLS application v3.2.9. As the results, all hypotheses are acceptable because each t-statistic value > t-table value (1.981), and also each p-value < 0.05. Which PEOU influences PU by 34.3%, PU and POEU influence ATU by 50.7%, PU and ATU influence BITU by 56.1%, and BITU influences ASU by 52.3%.
随着时代的发展,网站作为营销和销售的媒介,发展成为电子商务。2019年,有16277家企业使用电子商务概念,国内生产总值(GDP)的价值约为5.07%。此外,受新冠肺炎疫情影响,2020年国内生产总值(GDP)下降至-2.07%,17个行业中有10个行业受到影响。音乐娱乐业务也受到了疫情的影响,因为在疫情期间,政府限制了某些公共活动。因此,这个名为“Singme”的系统将帮助歌手或音乐团体推销他们的服务,并向公众提供相关信息。在Singme中搜索服务将使用基于内容的过滤(Content-Based Filtering, CBF)方法,它将给出与关键字相关的服务的推荐。使用技术接受模型(TAM)测试了122个关于Singme的反馈数据。作为结果,所有假设都是可以接受的,因为每个t统计值> t表值(1.981),并且每个p值< 0.05。其中,PEOU对PU的影响为34.3%,PU和POEU对ATU的影响为50.7%,PU和ATU对BITU的影响为56.1%,BITU对ASU的影响为52.3%。
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引用次数: 0
Sentiment Analysis of Comments on Instagram Posts of Indonesia's 2024 Presidential Candidates Using The Support Vector Machine Method 基于支持向量机的印尼2024年总统候选人Instagram评论情感分析
Pub Date : 2023-08-28 DOI: 10.31253/te.v7i1.2289
Alqis Rausanfita, Arip Ramadan, Muhammad Dzulfikar Fauzi, Qori Emalia, Putri Mafidah, Emilia Ramona, Yudha Mahardika Putra
The rising number of Instagram user affecting higher number of comments appear on post especially Instagram accounts of Indonesia's 2024 presidential candidates that made it difficult to understand the public sentiment towards presidential candidate. Therefore, this research aims to classify Indonesian sentiment on Instagram comments of 2024 Indonesian presidential candidates using the Support Vector Machine method. The classified sentiment is divided into three classes, namely positive, negative, and neutral. The results shows that Sentiment Analysis of Comments on Instagram Posts of Indonesia's 2024 Presidential Candidates Using The Support Vector Machine Method has a good accuracy value of 89.41%. This results also obtain recall and precision values of 89% and 87% respectively.
越来越多的Instagram用户影响了更多的评论,特别是印度尼西亚2024年总统候选人的Instagram账户,这使得人们很难理解公众对总统候选人的情绪。因此,本研究旨在使用支持向量机方法对2024年印尼总统候选人的Instagram评论中的印尼情绪进行分类。分类情绪分为三类,即积极、消极和中性。结果表明,使用支持向量机方法对印度尼西亚2024年总统候选人Instagram帖子评论进行情感分析,准确率值为89.41%。该方法的查全率和查准率分别为89%和87%。
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引用次数: 0
IOT-Based Hydrogen Sulfide Monitoring at PT. Pertamina Geothermal Energy on Lumut Balai Area luut Balai地区PT. Pertamina地热能硫化氢物联网监测
Pub Date : 2023-08-28 DOI: 10.31253/te.v7i1.2287
Rahmat Novrianda Dasmen, Muhammad Adrian Saputra
Geothermal Power Plants produce electricity energy from geothermal sources found in geothermal wells. Inside the geothermal well there is H2S content which is a toxic gas that can cause death to humans when human exposed the H2S content for 500-700 ppm within 30-60 minutes. Based on several literacies, in this research, H2S sensor type MQ-136 was used to monitoring H2S content in the geothermal environment. The Internet of Things system is used to read data parameters as a tool to display PPM values on the LCD of the transmitter and receiver device, as well as Adafruit IO website for reading parameter sensor data.. To transmit data from the transmitter to the receiver, Lora Ra-01 AI Thinker is used. The focus of this research is to be able to remotely monitor H2S content through the Adafruit IO website, the highest data was read is 0.54 ppm and the lowest at 0 ppm. This equipment will give "BHY" signal on the LCD display on the transmitter and from the Adafruit IO website it will send a notification "hazard of high ppm H2S" to mobile phones who installed IFTTT application if the H2S concentration was read for 10 ppm or higher, so that workers avoid being exposed to high concentrations of H2S when they want to monitor the parameters in the Geothermal well area.
地热发电厂利用地热井中的地热资源发电。地热井内部含有硫化氢,这是一种有毒气体,当人体暴露在硫化氢含量为500-700 ppm的环境中30-60分钟,就会导致人体死亡。基于多种文献资料,本研究采用MQ-136型H2S传感器对地热环境中H2S含量进行监测。物联网系统用于读取数据参数作为工具,在收发设备的LCD上显示PPM值,以及Adafruit IO网站读取参数传感器数据。为了将数据从发射器传输到接收器,使用了Lora Ra-01 AI思考者。本次研究的重点是能够通过Adafruit IO网站远程监控H2S含量,读取的最高数据为0.54 ppm,最低数据为0 ppm。该设备将在发射机的LCD显示屏上发出“BHY”信号,如果读取到H2S浓度为10ppm或更高,它将从Adafruit IO网站向安装了IFTTT应用程序的手机发送“高ppm H2S危害”通知,以便工作人员在监测地热井区域参数时避免暴露于高浓度H2S。
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引用次数: 0
Online Learning Service Application Using Flutter Framework and Laravel 使用Flutter框架和Laravel的在线学习服务应用
Pub Date : 2022-08-24 DOI: 10.31253/te.v6i1.1436
Yusuf Kurnia
Online learning is a concept of learning that is carried out online or through the internet network. Very advanced technology in the modern era and globalization makes various activities carried out efficiently and can be done using only gadgets. Technological developments in the field of education with the use of e-learning in learning activities in schools, colleges, courses and even online communities have started to use concepts like this. This study uses Flutter to create applications for users and consultants in conducting online consultations on android devices. The author uses a collection of widgets that have been provided by flutter to create components in the user interface such as buttons, input text, text, icons, and others. In this study, we use the Laravel framework to create an admin dashboard and provide a Restful API for android applications to handle database management on the server. The author uses Laravel's features to build a fullstack application that handles requests, routing, controllers, services, models, and views.
在线学习是在线或通过互联网进行的学习概念。在现代和全球化的时代,非常先进的技术使各种活动有效地进行,可以只用小工具完成。随着在学校、学院、课程甚至在线社区的学习活动中使用电子学习,教育领域的技术发展已经开始使用这样的概念。本研究使用Flutter为用户和咨询师在android设备上进行在线咨询创建应用程序。作者使用flutter提供的一组小部件来创建用户界面中的组件,如按钮、输入文本、文本、图标等。在本研究中,我们使用Laravel框架创建了一个管理仪表板,并为android应用程序提供了一个Restful API来处理服务器上的数据库管理。作者使用Laravel的特性构建了一个全栈应用程序,可以处理请求、路由、控制器、服务、模型和视图。
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引用次数: 0
Decision Support System Scholarship Using Profile Matching 使用档案匹配的决策支持系统奖学金
Pub Date : 2022-08-24 DOI: 10.31253/te.v6i1.1468
Ardiane Rossi Kurniawan Maranto, Suwitno Suwitno, Andri Wijaya
Education is very necessary in social life. Education has a role that will improve the quality of resources to be able to have the competencies needed in an increasingly advanced and developing era. Giving this scholarship will also greatly help someone in pursuing and even getting an education. Scholarships must also be done objectively, not just subjectively. Because the problems that occur when objectively granting scholarships may not be in accordance with the target of the scholarship award. Scholarships must also be given according to the right criteria so that the scholarship grants get maximum results for the administrators and scholarship recipients. The research was conducted using the Profile Matching method with Interpolation at the Indonesian Christian Church Pos Cikoleang, it will require decision makers to determine the weight value for each criterion. The results issued by the system are the congregations that are accepted and rejected in the scholarship application. and the system can provide scholarships with an accuracy rate of 78%.
教育在社会生活中是非常必要的。教育的作用是提高资源的质量,使我们能够在一个日益先进和发展的时代具备所需的能力。给予这个奖学金也将极大地帮助某人在追求甚至获得教育。奖学金也必须客观,不能主观。因为在客观发放奖学金时出现的问题,可能与奖学金发放目标不相符。奖学金也必须根据正确的标准提供,以便奖学金资助对管理人员和奖学金获得者产生最大的影响。该研究是在印度尼西亚基督教会Pos Cikoleang使用插值的轮廓匹配方法进行的,它将要求决策者确定每个标准的权重值。系统发布的结果是奖学金申请中被接受和被拒绝的教会。该系统提供奖学金的准确率为78%。
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引用次数: 0
Decision Support System for The Provision of Umrah Packages with AHP and MOORA Methods 基于AHP和MOORA方法的朝觐套餐提供决策支持系统
Pub Date : 2022-08-24 DOI: 10.31253/te.v6i1.1448
Naurah Huwaida
The COVID-19 pandemic had a major influence that forces several business entities in various types of sectors to take various ways in order to maintain business continuity. This is no exception also affects business entities in the tourism sector. Travel restrictions during this pandemic have an impact on the sales of conventional travel agents. However, that doesn’t mean that conventional travel agents just disappear. Several travel agents can still exist, one of them is Bella Hamed Tour, which is a travel agent for Umrah. The qualified service they have all this time has made Bella Hamed Tour earn the trust of consumers, even in the midst of pandemic. However, the pandemic situation also makes Bella Hamed Tour need to make adjustments in making Umrah packages that required to be planned through consideration of the best decisions. Therefore, a decision support system is needed to assist the management of Bella Hamed Tour quickly arrange the Umrah package. The method applied in the decision support system is the Analytical Hierarchy Process (AHP) for weighting the criteria and Multi-Objective Optimization on the basis of Ratio Analysis (MOORA) for ranking the results of the decision selection. Making a decision support system executed in form of a website.  
COVID-19大流行产生了重大影响,迫使不同类型行业的多个业务实体采取各种方式来保持业务连续性。这也不例外,也影响到旅游部门的商业实体。本次大流行期间的旅行限制对传统旅行社的销售产生了影响。然而,这并不意味着传统旅行社就这样消失了。几家旅行社仍然存在,其中之一是贝拉·哈默德·图尔,这是一家前往朝觐的旅行社。他们一直以来的优质服务使Bella Hamed Tour即使在大流行期间也赢得了消费者的信任。然而,大流行病的形势也使贝拉·哈默德·图尔在制定朝觐一揽子计划时需要作出调整,这些计划需要通过考虑最佳决定来进行规划。因此,需要一个决策支持系统来协助贝拉哈默德之旅的管理层快速安排朝觐套餐。决策支持系统采用层次分析法(AHP)对各指标进行加权,采用基于比率分析法(MOORA)的多目标优化方法对决策选择结果进行排序。制作以网站形式执行的决策支持系统。
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引用次数: 0
Collaborative E-Learning for Tangerang Vocational High School 橘子职业中学协同电子学习
Pub Date : 2022-08-24 DOI: 10.31253/te.v6i1.1770
Didi Kurnaedi, Setyawan Widyarto, Saliyah Kahar
Information technology is no stranger in modern times. The emergence of various learning media has promoted the application of communication and information technology learning media called e-learning in vocational high schools (SMK). E-learning is learning that uses technology. The E-Learning of Tangerang Vocational High School (SMK) uses independent E-Learning learning media. In this research, the methods used are descriptive qualitative and descriptive statistical analysis. The research goal is to develop a collaborative E-Learning learning model for Tangerang Vocational High School (SMK) as a learning model. The sample included 375 students and 22 vocational high schools (SMK) Tangerang.
信息技术在现代并不陌生。各种学习媒体的出现,促进了通信与信息技术学习媒体e-learning在职业高中的应用。电子学习是一种使用技术的学习。橘子让职业高中的E-Learning采用自主的E-Learning学习媒体。在本研究中,使用的方法是描述性定性和描述性统计分析。本研究的目的是为橘朗职业高中(SMK)开发协同E-Learning学习模式作为学习模式。样本包括375名在校生和22所中专学校。
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引用次数: 0
Sistem informasi BUMDes Mukti Bersama BUMDes Mukti信息系统
Pub Date : 2022-08-24 DOI: 10.31253/te.v6i1.1478
M. Arifin, Agnes Novita
Village is the smallest form of government in the Republic of Indonesia, whose growth is very important in supporting the growth of the country evenly. Village-Owned Enterprises (BUMDes) play an important role in the development of a village and as a forum for encouraging community economic growth. Utilization of information technology is needed so that transaction recording is carried out quickly and produces accurate reports so that the management of BUMDes is better. This study uses a prototyping development method to help BUMDes Mukti Bersama management understand the system needed. The result of this study is a BUMDes information system that integrates data from three business units at BUMDes Mukti Bersama and is able to produce fast and accurate financial reports.
村庄是印度尼西亚共和国最小的政府形式,它的发展对于支持国家的均衡发展非常重要。村企在村庄发展中发挥着重要作用,是促进社区经济增长的论坛。需要利用信息技术,以便迅速进行交易记录并产生准确的报告,以便更好地管理BUMDes。本研究使用原型开发方法来帮助BUMDes Mukti Bersama管理层了解所需的系统。这项研究的结果是一个BUMDes信息系统,该系统集成了BUMDes Mukti Bersama三个业务部门的数据,能够生成快速准确的财务报告。
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引用次数: 0
Does Quality Management in e-Learning System Improve lecturer performance in higher education? e-Learning系统中的质量管理是否能提高高等教育讲师的绩效?
Pub Date : 2022-08-24 DOI: 10.31253/te.v6i1.1477
L. Muharlisiani, Siti Bariroh, W. Mulawarman, R. W. Inti
Reason: The connection between Quality Management in e-Learning Systems and instructor execution draws a legitimate concern for specialists. It has not gotten critical consideration in the examination area of instructive administration up to this point. This paper intends to precisely examine the effect of Quality Management in e-Learning Systems on teacher execution in advanced education. Assessment and standards of value on the board and strategic exercises of e-learning frameworks. Satisfaction of criteria incorporates: 1) creative collaboration of the educational experience; 2) the e-growing experience (ELE); 3) connection innovation among educators and understudies; 4) ELE learning plan. The utilization of innovation gives a valuable chance to control understudy advancement during mentally and educationally versatile learning. It awards opportunities for learning, instructive change, and the nature of the information. It adds to the arrangement of expert abilities and fortifies acquiring direction. Discoveries express that Quality Management in e-Learning Systems in scholarly rankings altogether influences speaker execution. Portraying the association of instructors in instructive dynamic works on the exhibition of speakers and their associations. Among every segment variable, just scholastics fundamentally influence the presentation of teachers. Research suggestions expect the award framework and execution evaluation factors to impact the connection between Quality Management in e-Learning Systems and teacher execution. The exploration discoveries trust that the Indonesian government will promptly layout a Quality Management in the e-Learning System to work with better-quality execution in Indonesian advanced education. Innovation: Quality Management in e-Learning System is a device to adjust the association's vision and speaker execution objectives. The higher the degree of teacher interest in Quality Management in e-Learning Systems, the higher speakers' responsibility to the association's vision
原因:电子学习系统中的质量管理和教师执行之间的联系引起了专家的合理关注。到目前为止,它在教育管理考试领域还没有得到认真的考虑。本文旨在准确地考察电子学习系统中质量管理对高等教育教师执行力的影响。电子学习框架的董事会价值评估和标准以及战略实践。满足标准包括:1)教育经验的创造性合作;2)电子成长体验(ELE);3)教育者与学生之间的联系创新;4) ELE学习计划。创新的运用为控制学生在心理和教育上的发展提供了一个宝贵的机会。它奖励学习的机会、有益的变化和信息的本质。它增加了专业能力的安排,加强了获取方向。研究结果表明,学术排名中的电子学习系统质量管理会影响演讲者的执行力。在演讲者及其协会的展览中,描绘教师协会的教育动态作品。在各个细分变量中,公正教育从根本上影响着教师的表现。研究建议期望奖励框架和执行力评估因素影响e-Learning系统质量管理与教师执行力之间的联系。探索发现,相信印尼政府将及时布局电子学习质量管理系统,提高印尼高等教育的质量执行。创新:电子学习系统中的质量管理是调整协会愿景和演讲者执行目标的一种手段。教师对电子学习系统质量管理的兴趣程度越高,演讲者对协会愿景的责任就越高
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引用次数: 0
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