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Perbaikan Performa Cluster K-Means Menggunakan Sum Squared Error (SSE) Pada Analisis Online Customer Review Terhadap Produk Toko Online Nainggolan, Rena; Purba, Eviyanti Novita
Jurnal TIMES Vol 8, No 2 (2019)
Publisher : STMIK TIME

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (841.703 KB)

Abstract

Salah satu teknik dalam Data Mining yaitu clustering. Clustering adalah pengelompokan sejumlah data atau objek ke dalam cluster (group) sehingga setiap dalam cluster tersebut akan berisi data yang semirip mungkin dan berbeda dengan objek dalam cluster yang lainnya. K-means mempunyai kemampuan mengelompokkan data dalam jumlah yang cukup besar dengan waktu komputasi yang relatif cepat dan efisien. Namun, K-means mempunyai mempunyai kelemahan yang diakibatkan oleh penentuan pusat awal cluster. Hasil cluster yang terbentuk dari metode K-means ini sangatlah tergantung pada inisiasi nilai pusat awal cluster yang diberikan.Ini menyebabkan hasil clusternya berupa solusi yang sifatnya local optimal. Penelitian ini melakukan pencarian pusat cluster yang paling optimum berbasis Sum Of Squared Error (SSE), diharapkan pusat cluster yang diperoleh nantinya akan menghasilkan cluster - cluster, dimana antar anggota cluster memiliki tingkat kemiripan yang tinggi. Perbaikan performa cluster K-Means akan diterapkan pada Analisis Penilaian Online Customer Review dan Rating pada Online Marketplace.
PERANCANGAN E-MARKETPLACE UMKM DI KABUPATEN KARO Br. Tarigan, Kris Inanta; Hutapea, Marlyna I.; Nainggolan, Rena
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 3 No 2 (2023): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol3No2.pp132-137

Abstract

Small and medium-sized enterprises or better known as SMEs. SMEs are developing very rapidly and have an important role for the economy. The main obstacle faced by SMEs actors is the difficulty of promoting products widely and this occurs in almost all SMEs, including Karo Regency SMEs, in terms of overcoming this, various strategies have been implemented by the Karo Regency Cooperative and SMEs services including: holding exhibitions in various regions, collaborating with third parties and provide business consulting services. However, these strategies are considered less effective because there are still many weaknesses such as the large costs required, limited SMEs that can participate, short time, and small scope of promotion. The purpose of this study is to develop aweb-based e-Marketplace system as a medium for promoting SMEs products widely and to increase income for SMEs players in Karo Regency.
PERANCANGAN SISTEM PENJUALAN PADA TOKO ROTI CHIKA BERBASIS WEBSITE Sihotang, Lady Rachael Yemima; Nainggolan, Rena; Purba, Eviyanti Novita
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 3 No 2 (2023): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol3No2.pp109-118

Abstract

The development of computer technology and science has had a positive impact on various areas of human life, including the food industry. One form of this development is the existence of an online bakery that makes it easier for consumers to order bread without having to come to the store. This study aims to design a web-based sales system at Chika Bakery using the PHP programming language and MySQL database. This system will manage data on sales, inventory, purchases, and sales reports. Identification of problems is done to overcome the obstacles that exist in the bakery sales process. The purpose of this research is to design and implement a web-based sales system, analyze the effectiveness and efficiency of the system, provide solutions to the problems encountered, and provide recommendations for improvements. This research uses the method of observation and literature study in data collection. The results of the research will assist shop owners in facilitating the transaction process, increasing market reach, facilitating sales monitoring and reporting, increasing customer trust, and increasing the author's knowledge and skills in designing web-based systems.
PERANCANGAN SISTEM INFORMASI E-LIBRARY PADA SMA NEGERI 2 TARUTUNG BERBASIS WEB DENGAN TEKNOLOGI RESPONSIF Sihotang, Vemmy Joshi Apfia; Harianja, Eva Julia Gunawati; Nainggolan, Rena
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 3 No 2 (2023): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol3No2.pp177-189

Abstract

Library data processing at SMA Negeri 2 Tarutung is still done manually. This is a problem of SMA N 2 Tarutung library, such as limited book collection, difficulty accessing books, inability to present information optimally in terms of speed, accuracy, and smooth system, and other problems related to traditional libraries. The purpose of this final project research is to design a web-based library for SMA Negeri 2 Tarutung that can be used to encourage students to read more books and make it easier for students to access books, namely through digital books (E-Library) Research methodology to collect information about library information system design includes reading scientific papers, conducting interviews, and making observations. Interviews and observations are used to analyze information system needs, which is then followed by creating databases, web inputs and outputs, and PHP software. The development phase includes PHP program development, database design, input and output design for the web, and Data Flow Diagrams (DFDs). Trials are run to assess the system as a whole. The results of the design of the E-library information system show that the application of this system can improve the quality of student reading by facilitating access to books through the web platform.
SISTEM INFORMASI PENJUALAN PAKAIAN DI TOKO LINDUNG BERBASIS WEB Br Purba, Mawar Silvia; Nainggolan, Rena; Purba, Eviyanti Novita
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 3 No 2 (2023): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol3No2.pp119-123

Abstract

Toko Lindung is a shop that sells women's fashion and traditional karo fabrics, located at Jalan Pelita II No. 56 Pancur Batu. The sales system at this store is still done manually, namely coming directly to the store. The purpose of this research is to make it easier for customers to make fashion purchases without having to come directly to the store, so that in this research a website will be created to make it easier for customers to make purchases online. The sales website at Toko Lindung was built using an open source sublime programming tool based on HTML, PHP and MySQL database. With the existence of a web-based sales system, all transactions can be carried out more easily without being limited by distance and time. The results of this study are in the form of a web-based sales design, so with this web-based sales system, sales transactions and business processes will become easier.
PERANCANGAN SISTEM INFORMASI SEKOLAH PADA SD MASEHI 1 KABANJAHE BERBASIS WEB Br Brahmana, Riana; Harianja, Eva Julia G.; Nainggolan, Rena
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 3 No 2 (2023): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol3No2.pp205-212

Abstract

School Information Systems play an important role in managing administrative information in educational institutions. Masehi 1 Kabanjahe Elementary School still uses manual methods in collecting student data and collecting tuition fees. The manual method makes the work less effective and efficient. This study aims to develop a web-based School Information System for SD Masehi 1 Kabanjahe to improve efficiency in processing student data and administering tuition payments. This research uses a structured system development approach and a web-based system development methodology. The results of the School Information System research at the Web-Based Masehi 1 Kabanjahe Private Elementary School are expected to help meet the needs in processing student data and administrative data on tuition payments.
PERANCANGAN SISTEM INFORMASI PEMBAYARAN SPP DI SD MASEHI 3 KABANJAHE BERBASIS WEB Nduru, Yiska Sonia Kristin; Siringoringo, Rimbun; Nainggolan, Rena
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 3 No 2 (2023): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol3No2.pp198-204

Abstract

The development of information technology has had a significant impact on managing data and information in the field of education. This study aims to design and develop a web-based tuition payment information system at SD Masehi 3 Kabanjahe to improve student data management and payment transactions. This information system is intended to assist teachers, administrative staff, and students in carrying out their duties more efficiently. The data collection method was carried out through observation and interviews with the school, as well as secondary data collection from existing documents. Based on the results of data analysis, this research resulted in the design of an information system that includes a web interface design for managing student data, information on tuition payments, and introducing the school to the public. The results of research on designing a web-based SPP payment information system that can assist users in recording, managing, and tracking SPP payments more efficiently. This system can also provide accurate and relevant information for parties involved in the educational process at SD Masehi 3 Kabanjahe. With this system, it is hoped that school administration management can be carried out more easily and effectively, and students can access tuition payment information quickly and comfortably.
Sistem Informasi Penjualan Barang Elektronik pada Toko Elektronik Rahman Purba, Nelly Agustina; Hutapea, Marlyna Infryanti; Nainggolan, Rena
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 4 No 1 (2024): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol4No1.pp35-43

Abstract

This research aims to overcome challenges in the sales process at Rahman Electronic Store through the development of a web-based electronic sales information system. This research also aims to improve the product marketing strategy at the store. This sales information system is expected to be able to produce reports quickly and provide convenience in accessing information about products available at Toko Rahman.The research methods used include literature study, field research through observation, and interviews with shop owners and employees, as well as system analysis. The system design includes the creation of data flow diagrams, database structures, output design, and programming. The result of this research is the development of a web-based electronic goods sales information system that facilitates the process of selling products online through the Rahman Electronic Store website.Some of the main findings from this study include: A web-based sales information system assists Rahman Electronic Store in managing product information and sales transactions efficiently. The product management system provided by this system allows shop owners to easily manage product stock and prices. This system also provides sales displays, product orders, and payment processes that make it easier for customers to shop. With the existence of a web-based sales information system, it is expected that Rahman Electronic Store can increase the efficiency of the sales process and provide a better shopping experience for customers.
SISTEM INFORMASI LAYANAN PEMINJAMAN DAN PEMBAYARAN KEUANGAN PADA PT BPR NBP 8 CABANG TIGALINGGA Sihombing, Elsa Cristina; Hutapea, Marlyna I.; Nainggolan, Rena
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 3 No 2 (2023): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol3No2.pp222-229

Abstract

The Information System is very useful for PT BPR NBP 8 Tigalingga Branch because it can simplify and speed up work processes on the system. The previous system still used the manual method, namely recording data by writing in a book. At PT BPR this is very useful in carrying out its activities so it is very helpful for officers. This information system assists officers in storing financial reports, data, and with this system it can be easier or safer. In making database information system databases at BPR, it really needs an implementation process design. The database information system will be used to record information on lending services and financial payments at bpr nbp. The process of making a loan and payment information system will be designed using a Web Server application, XAMPP, Sublimenttext 3, Web Browser. Based on the analysis of the previous system, it was very common to have errors in bookkeeping and experienced many errors, so currently using an information system that has been designed that will help officers more easily, quickly, even more secure and will not experience errors again.
Aplikasi Persediaan Menggunakan Metode Rata-Rata pada UD. Makanan Ringan Rumah Adat Minang Lumban Tobing, Gabriela; Nainggolan, Rena; Purba, Eviyanti Novita
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 4 No 1 (2024): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol4No1.pp12-17

Abstract

Inventory of goods is goods available in a shop or trading company for sale and purchase to meet consumer demand. However, the inventory of goods must be checked periodically so that there is no stock shortage of the goods. This will make the form of service to consumers worse. So making decisions regarding stock of goods becomes difficult because information regarding the availability of goods is not provided quickly and accurately. The aim of this research is to answer the above problems that UD still faces. Minang Traditional Home Snacks. UD. Minang Traditional House Snacks is a trading business that sells various snacks. There is a need for a web-based application to be able to manage the supply of these snacks. The results and conclusions of this research are that this application can operate regarding purchases (incoming goods) and sales (outgoing goods) in providing this stock. This results in an inventory card containing information on purchase transactions, sales expenses and inventory in the form of a report that can be printed. With this application, it becomes easier for the owner to run his trading business, especially managing snack supplies, compared to not using the application.