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Optimasi Support Vector Mechine (SVM) Menggunakan K-Means dan K-Medoids untuk Klasterisasi Tema Tugas Akhir 优化支持向量Mechine (SVM)使用k -手段和K-Medoids来确定最终任务主题
Pub Date : 2022-11-30 DOI: 10.56347/jics.v1i2.72
Gaffy Patria
The large amount of final project document data from study programs at the Sekolah Tinggi Manajemen Informatika dan Komputer (STMIK) Abulyatama can make a major contribution to the difficulty of the process of grouping a student's final project theme. The clustering process that has been carried out manually so far has been very ineffective and inefficient, so a data mining application is needed to manage the data, especially for clustering the data. The goal to be achieved from writing this thesis is to implement the Support Vector Machine with K-Means and K-Medoids to optimize the final assignment clustering. the results of the Optimization Support Vector Machine (SVM) analysis using K-Means and K-Medoids for Grouping Student Final Project Themes can be concluded in a number of ways, namely; with the K-Means Clustering method it can be seen that there are 23 data mining, 10 networks, 26 artificial intelligence, and 21 websites, and website 11 items.
Sekolah tingi management Informatika dan computer (STMIK) Abulyatama的研究项目中大量的期末项目文档数据可能会对学生的期末项目主题进行分组的过程造成很大的困难。到目前为止,手工执行的聚类过程非常低效,因此需要一个数据挖掘应用程序来管理数据,特别是用于聚类数据。本文的目标是实现具有K-Means和K-Medoids的支持向量机,以优化最终的分配聚类。使用K-Means和k - medioids对学生期末专题主题进行分组的优化支持向量机(SVM)分析结果可以归纳为以下几种方式:使用K-Means聚类方法可以看到,数据挖掘有23个,网络有10个,人工智能有26个,网站有21个,网站有11个项目。
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引用次数: 0
Sistem Penunjang Keputusan Penerimaan Karyawan Baru di PT. Yudita Teratai Cakti Menggunakan Metode Profile Matching Yudita lotus新员工招生系统采用了一种个人资料介绍方法
Pub Date : 2022-11-30 DOI: 10.56347/jics.v1i2.73
Herminus Lau, NM Faizah, Winton Ginting
PT. Yudita Teratai Cakti is a company that carries out the hiring process independently or does not use the services of an outsourcing company. In the process of hiring employees, usually PT. Yudita Teratai Cakti uses advertising services in print media such as newspapers and online media such as Facebook and others. In the employee recruitment process at PT. Yudita Teratai Cakti is carried out by the personnel department by selecting and selecting one by one the data of applicants who enter the selection process for prospective employees at the acceptance of new employees at PT. Yudita Teratai Cakti, with the need to apply for a job this system was built, namely carrying out a selection process for prospective employees who applied for work at PT Yudita Teratai Cakti, it is hoped that this system can carry out the selection process using the profile matching calculation method used in this study to be able to provide decision-making information New Employee Recruitment. In order for the implementation of the selection of new employees to meet the demands and expectations of the company, a correlation is needed between the preparation of the test questions and the determined test criteria so that the test results for each new employee show the potential value of each new employee on each of the specified criteria. The decision support system with the profile matching method can assist the role of management or managers in supporting PT. Yudita Teratai Cakti which has objective value with a more effective time.
PT. Yudita Teratai Cakti是一家独立执行招聘流程或不使用外包公司服务的公司。在招聘员工的过程中,通常PT. Yudita Teratai Cakti在报纸等平面媒体和Facebook等网络媒体上使用广告服务。在PT. Yudita Teratai Cakti的员工招聘过程中,由人事部门对在PT. Yudita Teratai Cakti接受新员工时进入潜在员工选拔过程的申请人的数据进行逐一筛选和筛选。Yudita Teratai Cakti根据申请工作的需要建立了该系统,即对申请到PT. Yudita Teratai Cakti工作的潜在员工进行筛选过程。希望本系统能够利用本研究中所采用的档案匹配计算方法进行筛选过程,能够为新员工招聘提供决策信息。为了实施新员工的选拔,以满足公司的需求和期望,需要在测试问题的准备和确定的测试标准之间建立相关性,以便每个新员工的测试结果显示每个新员工在每个指定标准上的潜在价值。采用配置文件匹配方法的决策支持系统可以辅助管理层或管理者的角色支持PT. Yudita Teratai Cakti,具有客观价值和更有效的时间。
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引用次数: 1
Sistem Informasi Pelayanan Izin Penelitian pada Badan Kesbangpol Aceh 亚齐Kesbangpol的研究信息系统
Pub Date : 2022-11-30 DOI: 10.56347/jics.v1i2.64
Rudi Singkia Ramadhan, Elvitriana
The purpose of this research is to assist the Aceh Kesbangpol in the research licensing service process to computerize the current system so that it can analyze and assist database processing activities at an even better level of effectiveness and efficiency, so that it is expected to be able to; designing and building a web-based research permit service information system at the Aceh Kesbangpol Agency, implementing a web-based research permit service information system with an integrated SMS Gateway, and producing more effective and efficient research permit service reports. The method used in this design is the waterfall method. Based on the results of research on the research permit service information system at the Aceh Kesbangpol Agency based on the web-based integrated SMS Gateway that has been carried out by the author, several conclusions can be drawn, namely; This research was successful in creating a web-based integrated information system research permission service with SMS Gateway. SMS Gateways.
这项研究的目的是协助亚齐Kesbangpol在研究许可服务过程中使目前的系统电脑化,以便它能够以更好的效力和效率水平分析和协助数据库处理活动,以便预期它能够;在亚齐Kesbangpol机构设计和建立一个基于网络的研究许可服务信息系统,实施一个基于网络的研究许可服务信息系统,其中包含一个集成的短信网关,并编写更有效和高效的研究许可服务报告。在这个设计中使用的方法是瀑布法。基于本文作者对基于网络的综合短信网关的亚齐省科研所科研许可服务信息系统的研究结果,可以得出以下几点结论:本研究成功地利用短信网关创建了一个基于web的综合信息系统研究许可服务。短信网关。
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引用次数: 0
Sistem Informasi Pemilihan Karyawan Terbaik Menggunakan Metode Simple Additive Weighting (SAW) pada Balai Pendidikan dan Pelatihan Ilmu Pelayaran BP2IP Malahayati 最佳员工筛选信息系统使用简单的升华方法在生物BP2IP航运培训大厅
Pub Date : 2022-11-30 DOI: 10.56347/jics.v1i2.63
Syaukas Rahmatillah, M. Fadhli
The purpose of this research is to assist the Balai Pendidikan dan Pelatihan Ilmu Pelayaran (BP2IP) Malahayati to process data on the selection of the best employees to computerize the current system so that it can analyze and assist database processing activities at an even better level of effectiveness and efficiency, so that it is expected to be able to ; designing the best web-based Employee Decision Making System (DSS) Application program, the best Employee Decision Making System (DSS) system made in the form of a questionnaire with several alternatives and criteria as basic ingredients in data processing using the Simple Additive Weighting (SAW) Method, and generate reports - more detailed ranking reports, criteria, alternatives, and employees of each required data. Based on the results of the research and decision-making system using the Simple Additive Weighting (SAW) method as the selection of the best employees at the Balai Pendidikan dan Pelatihan Ilmu Pelayaran (BP2IP) Malahayati which has been carried out by the author, several conclusions can be drawn, namely; This research succeeded in creating a decision support system for evaluating the best employee selection at the Balai Pendidikan dan Pelatihan Ilmu Pelayaran (BP2IP) Malahayati, and this research succeeded in conducting alternative rankings from the results of calculating the weight of employee scores using SAW (Simple Additive Weighting).
本研究的目的是协助Balai Pendidikan dan Pelatihan Ilmu Pelayaran (BP2IP) Malahayati处理选择最佳员工的数据,以计算机化当前系统,使其能够分析和协助数据库处理活动在一个更好的水平的有效性和效率,使其有望能够;设计最好的基于网络的员工决策系统(DSS)应用程序,最好的员工决策系统(DSS)系统以问卷的形式制作,其中有几个替代方案和标准,作为使用简单加性加权(SAW)方法进行数据处理的基本成分,并生成报告-更详细的排名报告,标准,替代方案和每个所需数据的员工。基于作者对Balai Pendidikan dan Pelatihan Ilmu Pelayaran (BP2IP) Malahayati最佳员工选择的研究和决策系统的研究结果,可以得出以下几点结论:本研究成功地创建了一个决策支持系统,用于评估Balai Pendidikan dan Pelatihan Ilmu Pelayaran (BP2IP) Malahayati的最佳员工选择,并且本研究成功地从使用SAW(简单加性加权)计算员工得分权重的结果进行了替代排名。
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引用次数: 0
Aplikasi Pemilihan Karyawan Terbaik pada PT. Ql Trimitra dengan Metode Analytical Hierarchy Process (AHP) PT. Ql Trimitra最佳员工选择申请与分析过程(AHP)
Pub Date : 2022-11-30 DOI: 10.56347/jics.v1i2.71
Hernawan, NM Faizah, Panser Karo Karo
The research objectives are to design a web-based application that can help make the best employee selection report process easy and fast, design an application that can calculate normalization to determine criteria and weights according to the analytical hierarchy process (AHP) method, and design an application that can manage data -Alternative data needed for the selection of the best employees. The stages of data collection in this study consisted of 3 (three) stages namely; observation, interview, and literature study. UML (Unified Modeling Language) is used as an approach for modeling while the Analytical Hierarchy Process (AHP) method is applied in the best employee assessment application. The results of this study can facilitate the selection of the best employees to be faster with accurate results by using the best employee selection application by implementing the Analytical Hierarchy Process (AHP) method using the PHP and MySQL programming languages.
研究目标是设计一个基于web的应用程序,使最佳员工选拔报告过程变得简单快捷;设计一个应用程序,可以根据层次分析法(AHP)计算归一化以确定标准和权重;设计一个应用程序,可以管理最佳员工选拔所需的数据-备选数据。本研究的数据收集阶段包括3个阶段,即;观察、访谈和文献研究。采用UML(统一建模语言)作为建模方法,采用层次分析法(AHP)进行最佳员工评估。本研究的结果可以通过使用PHP和MySQL编程语言实现层次分析法(AHP)来使用最佳员工选择应用程序,从而促进最佳员工的选择速度更快,结果准确。
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引用次数: 2
Perancangan Sistem Informasi Jasa Cuci Mobil dan Motor Doorsmeer 清洁服务信息系统设计和门导电机
Pub Date : 2022-05-30 DOI: 10.56347/jics.v1i1.25
Syafrinal, Bahruni
The purpose of the research is to design an information system for car and motorcycle washing services that will be used by doormeer business users, which is expected to assist doormeer entrepreneurs in recording every transaction, queue, payroll management and can be used with various platforms both desktop and mobile. In the process of designing an information system for doormeer car and motorcycle washing services, we use the DevOps software design method. From the results of research and observations that have been made on Doorsmeer CV. XYZ, it can be concluded that from the results of the design of an information system for car and motorcycle washing services at Doorsmeer CV. XYZ web-based parties make it easy to inform washing services that are ready to use through the ordering system. With the website, customers can access and get information and order services quickly from their homes, and can choose the services they want to use according to the customer's plan, and Applications information system for car and motorcycle washing services at Doorsmeer CV. XYZ can handle and control and supervise service transaction data, create invoices that can avoid delays and in making contract reports for each transaction activity.
本研究的目的是设计一个洗车服务的信息系统,供上门服务企业用户使用,预计将帮助上门服务企业记录每笔交易、排队、工资管理,并可在各种桌面和移动平台上使用。在设计洗车服务信息系统的过程中,我们采用了DevOps软件设计方法。从对Doorsmeer CV的研究和观察结果来看。XYZ,可以得出结论,从Doorsmeer CV洗车服务信息系统的设计结果。XYZ基于web的各方可以很容易地通过订购系统通知准备使用的洗涤服务。通过该网站,客户可以在家中快速访问和获取信息和订购服务,并可以根据客户的计划选择他们想要使用的服务,以及Doorsmeer CV洗车服务的应用信息系统。XYZ可以处理、控制和监督服务交易数据,创建可以避免延迟的发票,并为每个交易活动制作合同报告。
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引用次数: 0
Sistem Pengambilan Keputusan Penentuan Lokasi Beauty Shop Menggunakan Metode Simple Additive Weighting (SAW)
Pub Date : 2022-05-30 DOI: 10.56347/jics.v1i1.24
Abdus Salam, Fathurrahmad
The purpose of this study was to design and develop a decision support system for the location of a salon or beauty shop in Aceh Province. In this study, the authors used observation and interview techniques by implementing SAW in the analysis and waterfall as a software development method. This study succeeded in making a Decision Making System for Determining Salon Business Locations in Aceh Province Using the SAW Method and this study succeeded in performing alternative rankings from the weight calculation results for Determining Salon Business Locations in Aceh Province using SAW (Simple Additive Weighting). The suggestions that the author wants to convey after making observations are for further development, the system is expected to be able to combine several other methods as a comparison of alternative ranking results and need further development in the reporting process, because this system is still very simple in displaying reports so that in the future there will be more use more detailed graphics.
本研究的目的是设计和开发亚齐省沙龙或美容店选址的决策支持系统。在本研究中,作者通过在分析和瀑布中实现SAW作为软件开发方法,使用了观察和访谈技术。本研究成功地使用SAW方法制定了确定亚齐省沙龙营业地点的决策系统,并且本研究成功地从使用SAW(简单相加加权)确定亚齐省沙龙营业地点的权重计算结果中执行了替代排名。观察后作者想要传达的建议是为了进一步的发展,系统希望能够结合其他几种方法作为替代排名结果的比较,在报告过程中需要进一步的发展,因为这个系统在显示报告方面还很简单,未来会有更多的使用更详细的图形。
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引用次数: 2
Perancangan Sistem Informasi Laundry pada CV. XYZ
Pub Date : 2022-05-30 DOI: 10.56347/jics.v1i1.27
Ismail, Abdus Salam
The purpose of this research is to design an information system application for CV. XYZ to assist in handling various administrations to reporting. In recording and processing transaction data, CV. XYZ already has its own system, such as recording customer names, ordering services and shipping still using paper and the system used in recording such as data on goods washed from customers is still conventional so it is still less efficient in terms of processing time. For this reason, a computerized system is needed that is able to present data quickly and precisely so that the smooth running of business operations can be further improved. In the application development process using the PXP (Personal Extreme Programming) model. From the results of research and observations that have been made on CV. XYZ, it can be concluded; From the results of making a web-based laundry information system, it becomes easy to manage CV laundry transaction reporting. XYZ to laundry reports quickly, and can handle and control and supervise laundry transaction data, create invoices that can avoid delays and in making laundry reports for every transaction activity.
本研究的目的是设计一个简历信息系统应用程序。协助处理各种行政报告。在记录和处理交易数据时,CV。XYZ已经有了自己的系统,例如记录客户姓名、订购服务和运输仍然使用纸张,而用于记录从客户那里洗掉的货物数据的系统仍然是传统的,因此在处理时间方面效率仍然较低。因此,需要一个能够快速准确地呈现数据的计算机化系统,以便进一步提高业务操作的顺利进行。在应用程序开发过程中使用PXP(个人极限编程)模型。从对CV的研究和观察结果来看。XYZ,可以得出结论;通过开发基于web的洗衣信息系统,可以方便地管理CV洗衣交易报表。XYZ可以快速地收到洗衣报告,并且可以处理、控制和监督洗衣交易数据,创建发票,可以避免延迟,并为每个交易活动制作洗衣报告。
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引用次数: 0
Perancangan Sistem Informasi Penjualan Sepeda Motor pada PT. XYZ PT. XYZ摩托车销售信息系统设计
Pub Date : 2022-05-30 DOI: 10.56347/jics.v1i1.26
T. Iqbal, Alfina
The research aims at developing an online-based system with a focus that the feature also has an API (Application Programming Interface) service that can spread products on various e-commerce in Indonesia. In the process of developing software or motorcycle sales system applications, researchers use the Spiral method. The programming language used is PHP with MySQL as the database and uses the Vue.js framework. From the results of research and observations that have been made at PT. XYZ, it can be concluded that; From the results of the manufacture of motorcycle sales information system PT. XYZ web-based parties make it easy to inform PT. XYZ which is ready to be sold through the sales system. With the sales website, buyers can access and get information and motorcycle sales of PT. XYZ quickly from his home, and can choose the desired motorcycle to be purchased, and the motorcycle sales application at PT. XYZ can handle and control and supervise motorcycle sales transaction data, create sales invoices that can avoid delays and in making sales reports for each transaction activity, use APIs by disseminating using the Bukalapak and Tokopedia APIs and successfully synchronizing but still need testing and development that focuses on products on the Android platform.
该研究旨在开发一个基于在线的系统,重点是该功能还具有API(应用程序编程接口)服务,可以在印度尼西亚的各种电子商务中传播产品。在开发软件或摩托车销售系统应用程序的过程中,研究人员采用了螺旋方法。使用的编程语言为PHP,数据库为MySQL,使用Vue.js框架。根据在PT. XYZ进行的研究和观察结果,可以得出以下结论:从摩托车销售信息系统PT. XYZ的制造结果来看,基于网络的各方可以很容易地通知PT. XYZ准备通过销售系统销售。有了销售网站,买家可以在家里快速访问和获取PT. XYZ的信息和摩托车销售,并可以选择想要购买的摩托车,PT. XYZ的摩托车销售应用程序可以处理和控制和监督摩托车销售交易数据,创建销售发票,避免延误,并为每笔交易活动制作销售报告。通过使用Bukalapak和Tokopedia api传播并成功同步使用api,但仍需要针对Android平台上的产品进行测试和开发。
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引用次数: 0
Perancangan Aplikasi Manajemen Akreditasi sebagai Layanan Peningkatan Mutu Institusi 为认证管理申请设计为制度改进服务
Pub Date : 2022-05-30 DOI: 10.56347/jics.v1i1.29
Muhammad Wali, Syarifuddin, T. Iqbal, Abdus Salam
The specific purpose of the research is to generate concepts and develop new models to assess higher education performance by referring to Study Program Accreditation (APS 4.0) and Institutional Accreditation (APT 3.0) BAN-PT which can monitor and evaluate quality performance, and document in accordance with accreditation instruments, as well as implement an intelligent system algorithm that is able to assess the quality of higher education performance. Broadly speaking, this research is divided into three stages of research, namely pre-development data collection, development and implementation, and post-development data collection. From the results of the distribution of questionnaires on the use of the application, it has been seen from the support and Universities that relatively positive needs are needed as applications to support the accreditation process. At the end of 2020, this application has been implemented for PT AMIK Indonesia's accreditation activities and the response from Assessors has been very good and this application can replace the use of Google Drive as a documentation medium in the accreditation assessment process. The use of the flutter framework supports attractive visualizations with a fast development process.
本研究的具体目的是借鉴学习计划认证(APS 4.0)和机构认证(APT 3.0) BAN-PT对质量绩效进行监控和评估,并根据认证工具进行记录,并实现能够评估高等教育质量绩效的智能系统算法,从而产生概念并开发新的高等教育绩效评估模型。总体而言,本研究分为三个研究阶段,即开发前数据收集、开发实施和开发后数据收集。从应用程序使用问卷的分发结果来看,从支持和大学可以看出,作为支持认证过程的应用程序,需要相对积极的需求。到2020年底,该应用程序已在PT AMIK印度尼西亚的认证活动中实施,评估员的反应非常好,该应用程序可以取代在认证评估过程中使用Google Drive作为文档介质。flutter框架的使用支持有吸引力的可视化和快速的开发过程。
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引用次数: 2
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Journal Innovations Computer Science
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