Articles
PEMANFAATAN ALGORITMA C4.5 UNTUK MENENTUKAN BONUS TAHUNAN
Johan, Faul;
Arnomo, Sasa Ani
Computer Based Information System Journal Vol. 8 No. 2 (2020): CBIS Journal
Publisher : Universitas Putera Batam
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DOI: 10.33884/cbis.v8i2.2080
Umano Vero Store is one of the stores that sells sales of bags, shoes, sandals, belts and wallets located in Batam, Indonesia. In the year 2019, known in the store Umano vero in determining the annual bonus to employees still not even evenly, employees at the store Umano Vero not satisfied with the annual bonus they received so that this problem raises less employee performance, employee discipline, and employee loyalty to the store Umano Vero.So the author performs analysis in the utilization of algorithm C4.5 to determine the annual bonus on the store Umano Vero. In the implementation of research, the authors perform methods or techniques of data mining using decision tree Classification or decree tree as well as algorithm type C4.5 done by manually calculation and also use Weka application version 3.9.2. Results of calculations and tests, the author also argues that from the process of utilization of algorithm C4.5 in determining the annual bonus that is done turns out to be sufficiently large influenced by some attributes of the annual bonus variable, namely the target attribute, the presence attribute and the work period attributes.
ANALISIS QOS VIDEO STREAMING JARINGAN WIRELESS (STUDI KASUS: TAMAN INTERNET ENGKU PUTRI BATAM)
Nopriadi, Nopriadi;
Arnomo, Sasa Ani
Computer Based Information System Journal Vol. 8 No. 2 (2020): CBIS Journal
Publisher : Universitas Putera Batam
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DOI: 10.33884/cbis.v8i2.2431
The increasing number of internet users in Indonesia has an impact on increasing the number of users of streaming video. The increase in the number of users is based on technological developments with the emergence of mobile devices such as notebooks, tablets and smartphones equipped with internet access via wireless networks. Unlike networks using cables, the characteristics of using video streaming over wireless networks are limited when compared to those using cables. To access various applications on the internet, including video streaming, a stable internet service is needed. For this reason, a Quality of Service (QoS) measurement research is needed which is carried out at one of the wireless network provider points in the city of Batam, namely Taman Internet Engku Putri. QoS can be used to measure and analyze the stability and quality of a wireless network. The parameters used in the measurement and analysis of QoS are Throughput, Delay, Jitter and Pakect Loss which will be tested on video streaming services. The test will be carried out at certain times such as peak hours and low hours. Low hours usually range from 08.00 WIB - 15.00 WIB and rush hour usually ranges from 15.00 WIB - 21.00 WIB. The results of measurement and analysis using four QoS parameters show that the video streaming service using wireless networks in Taman Internet Engku Putri is in the medium category.
IMPLEMENTASI ALGORITMA C4.5 DALAM PENENTUAN POLA PEMBELIAN PELANGGAN
Tukino, Tukino;
Arnomo, Sasa Ani;
Hakim, Arif Rahman
Computer Based Information System Journal Vol. 10 No. 2 (2022): CBIS Journal
Publisher : Universitas Putera Batam
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DOI: 10.33884/cbis.v10i2.6537
PT Sumber Alfaria Trijaya Tbk atau yang lebih dikenal dengan Alfamart merupakan salah satu perusahaan yang bergerak dibidang ritel yang mana perusahaan ini setiap harinya harus memenuhi kebutuhan konsumen. Selain itu, peletakan produk pada rak yang tidak sesuai dengan kebiasaan konsumen saat membeli produk secara bersamaan dalam satu waktu. Hal ini menyebabkan kekecewaan pada konsumen yang tidak dapat memenuhi kebutuhannya. Maka dari itu perusahaan harus mencermati pola pembelian yang dilakukan oleh konsumen. Untuk mengetahui produk yang dibeli secara bersamaan, menggunakan association rule (aturan asosiasi) yaitu teknik Data Mining untuk menemukan aturan asosiasi suatu kombinasi item. Proses pencarian asosiasi menggunakan metode algoritma C4.5 yang dapat menghasilkan pengetahuan yang terkandung dalam data transaksi pelanggan, mengenai pola pembelian oleh konsumen. Berdasarkan hasil perhitungan algoritma C4.5 yang memenuhi syarat nilai minimum confidence dan diuji dengan software Tanagra, pada toko Alfamart rule tertinggi yang muncul pada produk Kunci Mas Minyak Goreng Pch 1,8l dan Sedap Mie Kari Special 75G dengan nilai Support 43,3% dan confidence 92,8%, hal ini sama dengan perhitungan manual algoritma C4.5. Maka dapat dilakukan pengaturan tata letak produk secara berdekatan untuk memudahkan keberadaan produk tersebut dan memudahkan dalam menentukan persediaan produk promo yang diinginkan konsumen serta dapat digunakan sebagai pendukung keputusan manajer dalam mengelola aktifitas perusahaan.
Rancang Bangun Sistem Informasi Warga Puri Agung Berbasis Web
Halijah, Siti;
Arnomo, Sasa Ani
Computer Based Information System Journal Vol. 11 No. 1 (2023): CBIS Journal
Publisher : Universitas Putera Batam
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DOI: 10.33884/cbis.v11i1.6729
Puri Agung merupakan salah satu pemukiman warga di Piayu kota Batam, dan ketua RT merupakan salah satu pihak yang berperan langsung ke warga, sebagai pihak yang berperan langsung ke warga dibutuhkan pelayanan yang dapat memudahkan warga dalam keperluan administrasi dan pembayaran iuran warga yang dimana pelayanan itu dilakukan dengan pencatatan tangan, yang menggunakan kertas dan pencatatan secara manual dalam pendataannya serta dalam penyampaian informasi warga ke ketua RT harus mendatangi rumah ketua RT yang dimana sering terjadi tidak selarasnya waktu antara RT dan warga, ini menyebabkan terkendalanya penyampaian keperluan yang ingin disampaikan warga ke RT . Sehingga diperlukan sebuah sistem yang bisa membantu ketua RT dan warga dalam melakukan pelayanan administrasi dan pembayaran iuran warga. Sistem ini berfungsi untuk memudahkan proses penyampaian informasi warga ke perangkat RT yang itu juga menggunakan bahasa pemrograman PHP dan CodeIgniter dengan metodologi penelitian menggunakan Unified Modelling Language (UML). Tujuan sistem ini adalah untuk memberikan informasi yang independen, cepat, dan tepat waktu sehingga warga biasa dapat menanggapi pihak berwenang tanpa masalah.
CLUSTERING DALAM MENENTUKAN TINDAK LANJUT HASIL ANNUAL CHECK MENTAL HEALTH DENGAN ALGORITMA K-MEANS
Prasetya, Lorensius Bima Ade;
Arnomo, Sasa Ani
Computer Based Information System Journal Vol. 13 No. 1 (2025): CBIS Journal
Publisher : Universitas Putera Batam
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DOI: 10.33884/cbis.v13i1.9564
Addressing mental health issues has become a priority for the Indonesian government due to the rising prevalence of depression and anxiety, especially in Riau Archipelago Province, which reported as one of the provinces with the highest suicide rates in the country. The World Health Organization has pointed out the deficiencies in data collection, reporting, and knowledge management related to mental health. PT XYZ has collected mental health data through annual medical check-ups utilizing the DASS-21 scale, but this data has not been analyzed to extract useful and actionable insights for management. This research aims to profile the mental health of PT XYZ workers using annual medical check-up data from June to September 2023, involving a total of 3,699 workers. By implementing the K-Means clustering algorithm based on three variables—depression, anxiety, and stress—the analysis revealed that 242 workers were identified in a cluster with severe mental health conditions, 1,271 in a cluster with moderate conditions, and the remaining 2,186 with mild conditions in a cluster.
RANCANG BANGUN SISTEM INFORMASI SMART LAMP BERBASIS TELEGRAM
suwoto, Donna Olivia;
Arnomo, Sasa Ani
Computer Science and Industrial Engineering Vol 5 No 1 (2021): Comasie
Publisher : LPPM Universitas Putera Batam
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The existence of technology is to facilitate human work. The advancement of internet technology is currently growing very rapidly. Currently the Internet is not only used as a communication tool but also as a tool to carry out daily activities such as controlling electronic devices, one of which is controlling lights. The owner of the Anugrah Plastik Store has difficulty controlling the lights in his shop because the store is quite far from where he lives. this can take a long time and be quite inconvenient if he forgets to turn off the lights in his shop. Researchers wish to assist shop owners in controlling and unifying lamp conditions remotely by designing a Telegram-based Smart Lamp information system at Anugrah Plastik Shop with the help of the ESP8266 tool. The method used by the author is Extreme Programming with SDLC which consists of planning, design, coding and testing. The results of this study are in the form of a design system that provides convenience in remote light control and provides time efficiency that is much needed by users. In this system there are several additional features, namely the existence of a database that functions to view the history of lamp activity.
ANALISIS KEPUASAN KONSUMEN DENGAN ALGORITMA C4.5 PADA UMKM MINIMALL
wazir, indra;
Arnomo, Sasa Ani
Computer Science and Industrial Engineering Vol 5 No 2 (2021): Comasie
Publisher : LPPM Universitas Putera Batam
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MiniMall MSMEs is a business that is engaged in the sale of products, including: glassware, clothing, household items, accessories for fashion and electronic equipment in the city of Batam. MiniMall MSMEs take advantage of the e-commerce platform to sell their products. Based on product sales data from March 2020 to February 2021, there was a decrease in the level of sales and this condition is now a problem for MiniMall MSMEs because it can interfere with the continuity of its business. Seeing these problems, the authors want to analyze the consumer satisfaction of the MiniMall MSMEs because the level of product sales is basically related to customer satisfaction. The implementation of the analysis in the study was carried out using data mining techniques with the C4.5 algorithm. The analysis was carried out by performing manual calculations using the gain and entropy formula of the C4.5 algorithm and using the WEKA version 3.9.5 application to ensure the correctness and accuracy of the manual calculations. It is concluded that the customer satisfaction of the MiniMall MSMEs is proven to be analyzed using data mining with the algorithm from C4.5 and the results of the research can be used to help increase product sales. In addition, the decision tree and the results of calculations manually using the gain and entropy formula of the C4.5 algorithm have the same results as data testing using the WEKA application version 3.9.5, so it can be said that the results of research through the use of the WEKA application and manual calculations are the same. correct and accurate, making it easier for researchers when analyzing customer satisfaction data derived from questionnaires. The results showed that the indicators of product availability, product quality and delivery accuracy significantly affected consumer satisfaction of the MiniMall MSMEs.
PENERAPAN ALGORITMA C4.5 UNTUK MEMPREDIKSI PENCAPAIAN PROFIT PADA PT INDOLAND BATAM
juppren, juppren;
Arnomo, Sasa Ani
Computer Science and Industrial Engineering Vol 5 No 3 (2021): Comasie
Publisher : LPPM Universitas Putera Batam
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The development of technology and information has changed all fields, including the development of the business world. It is hard to deny that the rapidly developing technology is currently attracting the attention of many people, including online shop business people. An online store business must calculate important information to run the business plan it manages every year. PT Indoland Batam is a company engaged in online sales or online stores that offer products such as men's and women's clothing, men's and women's wallets, men's and women's bags, men's and women's shoes, and household goods. The company started operations in 2017 and is located at Citra Buana Industrial Park 1, Blok H No 1-2, Jalan Yos Sudarso, Kampung Seraya Batam. In 1 month PT Indoland Batam can sell around 15,000 packages up to 20,000 packages but due to changes in customs regulations that affect shipping or expeditions where every package delivery from Batam is subject to a large tax, it causes a very drastic decline in package sales.
RANCANG BANGUN SISTEM INFORMASI PENDAFTARAN ONLINE PADA SEKOLAH CLARISSA BERBASIS WEB DI KOTA BATAM
napitupulu, maida;
Arnomo, Sasa Ani
Computer Science and Industrial Engineering Vol 5 No 4 (2021): Comasie
Publisher : LPPM Universitas Putera Batam
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Online registration for new students is a process that exists in educational institutions such as schools that carry out automatic selection. Technological developments from time to time are increasingly sophisticated, various problems can be done with the presence of today's technology. technology and information become solutions to complete work or facilitate work effectively and efficiently. The school registration information system that was built can help the Clarissa Batam school in data processing and submitting registration information and simplify the process of working on Clarissa school staff. In this study, the data collection process was carried out using the methods of observation, interviews, and literature studies. The system design method used is Extreme programming where the stages are planning, designing, coding, testing the system. The website design uses the Codelgniter 4 framework, Bootstrap 4, and MySQL in order to shorten the processing time with satisfactory results. With the development of this information system, it is hoped that it can be a solution to the problems faced at the Clarissa School of Batam City in conveying registration information and data processing and other features.
ANALISIS POLA PEMBELIAN KONSUMEN MENGGUNAKAN ALGORITMA APRIORI PADA AL BAROKAH MART
Marpaung, Chindy Marina Clara;
Arnomo, Sasa Ani
Computer Science and Industrial Engineering Vol 5 No 7 (2021): Comasie
Publisher : LPPM Universitas Putera Batam
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ABSTRACT The application of apriori algotrihm data mining system with is very useful for searching consumen buying patterns. Al barokah mart is a minimarket uses computerized system for selling goods such as foods, drinks and household products. In this study case, author has collected transactions data from Al Barokah Mart, before started, the interview and observation to research object has been done. After that, data was sorted by random sampling then made into tabulation data, determined data with minimum value of support and confidence. Data will be tested using data mining software, the result comes out through apriori algorithm method. The highest results with minimal support value 12.24% and confidence value 92.31% which are snack, lighter, cigarette. With the application of this method, the layout of goods is more selective and the procurement of goods is updated after knowing the results.