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Pemodelan Topik Berita Menggunakan Latent Dirichlet Allocation dan K-Means Clustering Rimbun Siringoringo; Jamaluddin Jamaluddin; Resianta Perangin-Angin
Jurnal Informatika Kaputama (JIK) Vol 4 No 2 (2020): Volume 4, Nomor 2, Juli 2020
Publisher : STMIK KAPUTAMA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59697/jik.v4i2.334

Abstract

Majority of people now search the internet for news or information topics. The growth of the internet and social media has led to the emergence of hundreds of portals or online news with very diverse news topics. Searching for headlines manually is an ineffective and time-consuming method. In this study headlines modeling was used using Latent Dirichlet Allocation (LDA). Prior to the application of the LDA model, supporting processes such as tokenization, lemmatization, tf-idf factorization and non-negative matrix factorization were also applied. The results showed that the LDA can be applied to model the news topic well with a loglikelihood score of -13615,912 and a perplexity score of 378,958. In addition to using LDA, topic modeling is also done in the form of clusters by applying k-means clustering. With the elbow method, the ideal number of clusters for k-means clustering is 5 clusters and the silhouette performance is 0.62
ENSEMBLE LEARNING DAN ANALISIS SENTIMEN PADA DATA ULASAN PRODUK Rimbun Siringoringo; Resianta Perangin Angin; Mufria J. Purba
Jurnal Informatika Kaputama (JIK) Vol 3 No 2 (2019): Volume 3, Nomor 2, Juli 2019
Publisher : STMIK KAPUTAMA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59697/jik.v3i2.366

Abstract

The majority of internet users are currently searching the internet before buying certain products. One consideration of prospective buyers is product reviews (product review). Prospective consumers can decide to buy a product because it is influenced by reviews with positive sentiments, or decide not to buy a particular product because it is influenced by a negative sentiment review. Product reviews are a way of delivering consumer opinions and sentiments to a product online. In essence, the product review data mined directly from the database is unbalanced, between positive sentiment and negative sentiment. This condition makes it difficult for machine learning algorithms to perform classification and clustering functions. In this study, sentiment analysis was conducted based on Trendy Shoes products from Denim Shoes. The stages of sentiment analysis consist of data collection, initial processing, data transformation, feature selection and classification stages using SMOTEBoost. Initial processing applies the stages of text mining namely case folding, non alpha numeric removal, stop words removal, and stemming. The results of sentiment analysis were measured using the criteria of Accuracy, G-Mean, and F-Measure. By applying the test to two types of sentiment data, the results show that SMOTEBoost can classify sentiments well. SMOTEBoost's performance is compared to other ensemble techniques namely ADABoost, RUSBoost, and SMOTEBagging. Classification results of review_1 data, SMOTEboost is better in accuracy and G-Mean. While for the review_2 data, SMOTEBoost has better results for all criteria, both accuracy, F-Measure and G-Mean
PENGONTROLAN KEAMANAN SISTEM KOMPUTER CLIENT DARI SERANGAN HACKER DAN VIRUS KOMPUTER SECARA JARAK JAUH (REMOTE SERVER) DENGAN MENGGUNAKAN SSH Jamaluddin Jamaluddin; El Rahmat Jaya Hulu; Rimbun Siringoringo
METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Vol. 7 No. 1 (2023): METHOMIKA: Jurnal Manajemen Informatika & Komputersisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/jmika.Vol7No1.pp123-127

Abstract

Computer system security is very important to be considered by computer users to protect their computers from attacks such as hackers and computer viruses that can take data and damage the user's computer system. Hacker is a person or party who has the skill in breaking through and sneaking to access a computer without the user's permission and can take data and even damage the system on the user's computer. And a Computer Virus is a computer program that copies and inserts copies into the program and can damage the computer system. So that by using SSH (Secure Shell) can control and check computer security from hacker attacks and computer viruses without having to come to the location where there is a client computer or done remotely (Remote Server).
PERANCANGAN SISTEM INFORMASI GEREJA HKBP CENDANA NAULI RESORT TANJUNG MORAWA KOTA BERBASIS WEB Sitindaon, Ester; Siringoringo, Rimbun; Harianja, Eva Julia G.
Majalah Ilmiah METHODA Vol. 14 No. 1 (2024): Majalah Ilmiah METHODA
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/methoda.Vol14No1.pp81-86

Abstract

The increasingly advanced development of information technology can be utilized in almost every aspect of life. It is hoped that the very rapid progress of information technology can support the tasks of an organization so that the activities carried out can be well coordinated. This also had an impact on the church to introduce a web-based church information system to the church congregation. As the first indication that an information system can be built at the Huria Kristen Batak Protestant Church (HKBP) Cendana Nauli Resort Tanjung Morawa City, this information system will be used to facilitate the collection of congregation data and church information. Based on the problems above, an information system was built that can assist in web-based data collection on church congregations. Where the website can be accessed anywhere and at any time so it does not specify time and place limits. The information system that has been built uses the PHP language. This website also provides congregation services to view worship schedules, church profiles, and photo galleries of church activities, which can be accessed easily. . By building this information system, it can help the congregation and leaders of the HKBP Cendana Nauli Resort Tanjung Morawa City parhalado more easily, quickly and efficiently in accessing church congregation data collection information and church information.
RANCANG BANGUN APLIKASI PENGADUAN MASYARAKAT BERBASIS MOBILE DI LINGKUNGAN PERKUTUT HELVETIA TENGAH Nababan, Maria Tesalonika; Siringoringo, Rimbun; Harianja, Eva Julia G.
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.pp170-176

Abstract

The rapid development of information technology encourages the opening of opportunities for all aspects of life, including the public sector of the state apparatus which is held at the sub-district or sub-district level. Efforts to improve public services are a form of bureaucracy designed to encourage community participation and create good governance. The Perkutut II environmental community complaint application is an application designed to assist the community in submitting complaints that occur in the surrounding environment. The expected result is to increase community participation, a good complaint application will encourage active community participation in reporting problems and issues that affect them. With an easy-to-use platform and good accessibility, people will feel more involved and play a role in building a good community.
PERANCANGAN SISTEM INFORMASI PENJUALAN PRODUK SKINCARE PADA TOKO UNDERPRICE SKINCARE BERBASIS MOBILE Sidabutar, Dewi Purnama; Jamaluddin, Jamaluddin; Siringoringo, Rimbun
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.pp151-160

Abstract

In the digital era that continues to grow, the use of information technology is increasingly increasing the efficiency and quality of services in various industries. One sector that has adopted digital transformation is the skin care business. Designing a mobile-based skin care product sales information system that is applied to Underprice Skincare stores. The resulting information system integrates technology components with Underprice Skincare store business processes. Database design includes data storage of skin care products, customer information, sales transaction history, and stock status. The mobile application that was built provides access for store employees to provide better service to customers.
SISTEM INFORMASI PEMESANAN TIKET BUS PADA PT. BINTANG TANI JAYA(BTN) BERBASIS WEBSITE Br. Hombing, Betseba; Siringoringo, Rimbun; Simamora, Roni J.
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.pp124-131

Abstract

The Web-Based Bus Ticket Reservation Information System at PT. Bintang Tani Jaya (BTN) is an application aimed at facilitating the process of online bus ticket reservation for customers of PT. Bintang Tani Jaya. This application is designed using web-based technology, enabling customers to easily book bus tickets through internet-connected devices. The system integrates crucial features such as checking bus schedule availability, selecting travel routes, choosing seats, and making secure online payments. Using keywords such as bus ticket reservation, PT. Bintang Tani Jaya, web-based, and online application, this system is expected to enhance the efficiency of bus ticket reservation services, providing convenience and ease for customers.
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 DESA HUTARAJA KECAMATAN SIPOHOLON BERBASIS WEB Sibagariang, Roida Ferawati; Siringoringo, Rimbun; 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.pp138-145

Abstract

In this era of development, people are required to know and understand developments about the importance of existing technology. Technology makes it easy to help every human activity in the world of academia, builders and others, especially in the field of government. At present Hutaraja Village still uses a manual system which in the end the community cannot obtain the information needed at any time, so much information is not yet known. And activities to carry out data management processes, such as population data collection, and social assistance (social assistance) are still manualized using Microsoft Word and Microsoft Excel. So it is hoped that Hutaraja Village will use a web-based information system with the aim of making it easier for the community to get the information they need at any time connected to the internet and to make it easier for village officials to manage population data. By using several research methods, namely system design and analysis. With the implementation of an information system in Hutaraja Village, the delivery of information from the village to the community will be more effective.
SISTEM INFORMASI PERPUSTAKAAN DI SMP SWASTA GKPI PADANG BULAN MEDAN BERBASIS WEB Br. Siagian, Rut Magdalena; Siringoringo, Rimbun; Simamora, Roni J.
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.pp161-169

Abstract

Information systems are needed in libraries to support the knowledge, understanding and information of students and teachers in schools to support teaching and learning processes in schools. This information is data that is processed in a form that is more useful and meaningful to the people who receive it. One of the things that can affect the school's operational mission is the design and creation of a web information system for the GKPI Padang Bulan Medan Private School Library. Information that is not timely, inaccurate and inefficient can be overcome by implementing this system, the library is very important to assist the implementation of data management and transactions that occur in the library. The library is an organizational entity that functions as a container for collecting, storing, managing, and managing in a structured manner various kinds of library materials. These materials are designed to be accessible and utilized by users as sources of information, references, or information research materials as well as learning and playing tools. The author aims to facilitate the process of borrowing books by utilizing a system that is run via a computer so that if you are not careful it can disrupt the normal operation of the library and can be repaired
Co-Authors Angely Sinaga Apriani Magdalena Sibarani Arina P. Silalahi Aritonang, Mendarissan Br Nadapdap, Askeline Ruthkenera Br. Hombing, Betseba Br. Siagian, Rut Magdalena Darwis Robinson Manalu Dedy Arisandi Delvi Natalina Br Tarigan Donda Sari Tiur Maida Situmorang Edi Kurniawan El Rahmat Jaya Hulu Emma Rosinta Simarmata Ericho Elovando Surbakti Erna Budhiarti Nababan Eva Julia G. Harianja Eva Julia Gunawati Harianja Eva Julia Gunawati Harianja, Eva Julia Gunawati Fati Gratianus Nafiri Larosa Gea, Asaziduhu Giska Yufani Gortap Lumbantoruan Harianja, Eva J. G. Harianja, Eva Julia G. Helen Fransisca Simanungkalit Hutagalung, Estri Aprilia Hutapea, Marlyna I. Imelda S. Dumayanti Indra Kelana Jaya Ira Mirantika Br. Ginting Jamaluddin Jamaluddin Jamaluddin Jepriyanta N. Brahmana Jimmy F. Naibaho Jonathan H. Saragih Jujur Marentha Nababan Junika Napitupulu Laia, Sadarman Lyna M. N. Hutapea Mahendra Tlapta Sitepu Marpaung, Flora Merry Anna Napitupulu, Merry Anna Moris Raichel Sitanggang Mufria J. Purba Nababan, Maria Tesalonika Naikson Fandier Saragih Nainggolan, Rena Napitupulu, Thomson Januari Ndruru, Yufita Friska Nduru, Yiska Sonia Kristin Nova Soraya Simanjuntak Panjaitan, Calvin Nicolas Perangin Angin, Resianta Perangin-angin , Resianta Petty Exclesia Pardosi Posma S. M. Lumbanraja Purba, Eviyanti N. Purba, Eviyanti Novita Rajagukguk, Marshanda Febyola Rasmulia Sembiring Reka Tini Sipayung Sipayung Rena Nainggolan Resianta Perangin Angin Resianta Perangin-Angin Rijois I. E. Saragih Rumahorbo, Benget Sibagariang, Roida Ferawati Sidabutar, Dewi Purnama Silalahi, Calvin Matius Simanjuntak, Stevani L. Z. Sitindaon, Ester Sitorus, Hegi Audria Stevani L. Z. Simanjuntak Sutarman Thomson J. Napitupulu Tobing, Putra Halomoan Widya Ompusunggu Winda Sari Sitanggang Yessy Dearni C. Saragih Yohana Angelita Manullang Yosephine Sembiring Zakarias Situmorang Zalukhu, Delianus