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MODEL BIDIRECTIONAL LSTM UNTUK PEMROSESAN SEKUENSIAL DATA TEKS SPAM Siringoringo, Rimbun; Jamaluddin, Jamaluddin; Perangin-angin, Resianta; Harianja, Eva Julia Gunawati; Lumbantoruan, Gortap; Purba, Eviyanti Novita
METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Vol. 7 No. 2 (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.Vol7No2.pp265-271

Abstract

This study examines the LSTM-based model for processing spam in text data. Spam poses several dangers and risks, both for individuals and organizations. Spam can be a nuisance that hampers both individual and organizational productivity. Much spam contains fraudulent or phishing attempts to obtain sensitive information. Spam detection using deep learning involves the utilization of algorithms and deep neural network models to accurately classify messages as either spam or not spam. Typically, spam detection systems use a combination of these methods to improve the accuracy of identifying spam messages. This study applies the Bi-LSTM deep learning model to sequentially process text (sequencing). The performance of the model is determined based on the loss and accuracy. The data used are the Spam SMS and Spam Email datasets. The test results show that the Bi-LSTM model demonstrates better performance on all tested datasets. Bi-LSTM is able to capture textual patterns from both the context and the text itself, as it can combine information from both directions. The test results prove that the Bi-LSTM model is more effective in text comprehension. So we need to use Snort to maintain network security. Snort is a useful software for observing activity in a computer network. Snort can be used as a lightweight Network Intrusion Detection System (NIDS). Detection is carried out based on the rules that have been described by the administrator in the directory rules contained in the configuration file. Snort can analyze real time alerts, where the mechanism for entering alerts can be in the form of a user syslog, file or through a database. So we can detect attacks on computer networks early.
PREDICTION OF FUTURE FLIGHT DELAYS BASED ON CURRENT DATA ANALYSIS USING MACHINE LEARNING Nainggolan, Rena; Tobing, Fenina A. T.; Lumbantoruan, Gortap; Harianja, Eva Julia G.; Perangin-angin, Resianta
METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Vol. 8 No. 1 (2024): METHOMIKA: Jurnal Manajemen Informatika & Komputersisasi Akuntansi
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/jmika.Vol8No1.pp110-116

Abstract

Airplane transportation has many advantages compared to other means of transportation, where this means of transportation is able to cover long distances in a short time. Besides having advantages, of course, air transportation often experiences flight delays which can be caused by several things, including delayed flights due to late arrival (Arrival Delay), delays of the airline itself (Carrier Delay), previously late arrivals (Late Aircraft Delay), air traffic congestion (Nas Delay), security issues (Security Delay) and weather conditions (Weather Delay) The tests carried out were 101,315 US flight delay data from 2017 to 2022. By using the Machine Learning method, the results obtained were that the largest flight delays were caused by late arrivals, namely 386,124,672, where the largest flight delays were by airlines. The airline, namely Southwest Airlines, is 61,474,379 of the total airlines, which is 20, and the biggest departure delay is at Chicago O'Hare International airport, which is in the city of Chicago, IL province, which is 20,912,928 of the total airport, which is 596. This research aims to predict future flights by analyzing current flight data, so that future flights can be better by overcoming or avoiding previous flight delay problems
Pemanfaatan Media Sosial dan Marketplace Untuk Meningkatkan Daya Saing UMKM Lokal di Kecamatan Girsang Sipangan Bolon Jamaluddin, Jamaluddin; Harianja, Eva Julia G.; Saragih, Rijois I. E.; Nainggolan, Rena; Purba, Eviyanti N.; Napitupulu, Junika; Manalu, Darwis R.; Hutapea, Marlyna I.; Siringoringo, Rimbun; Perangin-angin, Resianta; Lumbantoruan, Gortap; Simamora, Roni J.; Ijonris, Yusuf
Jurnal Pengabdian Pada Masyarakat METHABDI Vol 5 No 1 (2025): Jurnal Pengabdian Pada Masyarakat METHABDI
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

This community service activity aims to improve the competitiveness of Micro, Small, and Medium Enterprises (MSMEs) in Girsang Sipangan Bolon District through the use of social media and marketplace platforms as digital marketing tools. The main challenges faced by local MSMEs include low digital literacy, limited market access, and suboptimal use of technology in product promotion. The program was implemented through initial surveys, training, and workshops for MSME partners. Training materials covered social media management (Instagram and Facebook Business), opening online stores on marketplaces (Shopee and Tokopedia), and promotional content strategies. The results of the program showed a significant improvement in participants' digital skills, such as creating business accounts, regularly uploading content, and managing online stores. Some partners also began to attract new customers outside their local area.
Rancang Bangun Sistem Informasi Pengaduan Masyarakat pada Kecamatan Dolok Masihul Monika Rodearni Damanik; Gortap Lumbantoruan; Eviyanti Novita Purba
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 4 No 2 (SEMNASTIK) (2024): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akun
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol4No2(SEMNASTIK).pp254-259

Abstract

Dolok Masihul District is one of the districts in Serdang Bedagai Regency, North Sumatra. In delivering public services, Dolok Masihul District still uses a manual system for handling public complaints. This results in a lack of transparency, efficiency, and effectiveness in the complaint handling process. Therefore, a community complaint information system is needed to facilitate the process of submitting, monitoring, and reporting complaints. This research aims to design and build a community complaint information system for Dolok Masihul District. The information system is developed using PHP programming language and MySQL database. The outcome of this research is a community complaint information system that can receive complaints, monitor the status of complaints, and generate complaint reports. System testing shows that the system operates effectively and meets user needs.
Perancangan Sistem Informasi E-Surat pada Dinas Penanaman Modal Pelayanan Terpadu Satu Pintu dan Ketenagakerjaan Berbasis Web Giben Frautama Manik; Marlyna Infryanty Hutapea; Gortap Lumbantoruan
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 4 No 2(SEMNASTIK) (2024): TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akunt
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/tamika.Vol4No2(SEMNASTIK).pp203-209

Abstract

This research aims to design a web-based e-letter information system for the One-Stop Investment and Integrated Service Agency and Manpower (DPMPTSPK). The system is designed to facilitate the management of incoming and outgoing letters, as well as to improve efficiency in office administration. The issues faced by the related agency include a manual letter archiving process that is slow and prone to human error, which hinders service delivery. This research employs a system development method using the System Development Life Cycle (SDLC) approach, which includes stages of needs analysis, system design, implementation, and testing. The technology used is web-based programming, with PHP as the programming language and MySQL as the database for data management. This system enables integration of electronic letters, status tracking of letters, and easy archive searches. The results of the research indicate that the designed e-letter system is capable of accelerating the letter management process, reducing the risk of document loss, and enhancing transparency and accountability within the organization. With this system in place, it is hoped that DPMPTSPK can provide more effective and efficient services to the public.
Perancangan Sistem Informasi Pengarsipan pada Dinas Perhubungan Provinsi Sumatera Utara Berbasis Website Ruth Magdalena; Eva Julia Gunawati Harianja; Gortap Lumbantoruan; Eviyanti Novita Purba
TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Vol 6 No 1 (2026): 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.Vol6No1.pp42-45

Abstract

Mail archive management is an important part of supporting smooth administration in government agencies. However, manual archiving often causes various problems, such as delays in document retrieval, the risk of losing archives, and low work efficiency. This study aims to design a website-based document archiving information system for the North Sumatra Provincial Transportation Agency. The research methods used include observation, interviews, and literature study. The system design was carried out using Data Flow Diagrams (DFD), Entity Relationship Diagrams (ERD), database design, and user interface design. The results of the study show that the designed information system is capable of improving document storage security. Thus, this system is expected to support improved administrative performance within the North Sumatra Provincial Transportation Agency.
Pendampingan Strategi Digitalisasi Pemasaran dan Pencatatan Keuangan BUMDes dalam Mendukung Pengembangan Pariwisata Berkelanjutan di Kawasan Danau Toba Samosir Rena Nainggolan; Marlyna I. Hutapea; Eviyanti Novita Purba; Eva Julia Gunawati Harianja; Jamaluddin Jamaluddin; Gortap Lumbantoruan; Darwis R. Manalu; Resianta Perangin-angin; Rimbun Siringoringo; Roni J. Simamora; Rijois I. E Saragih
Jurnal Pengabdian Pada Masyarakat METHABDI Vol 6 No 1 (2026): Jurnal Pengabdian Pada Masyarakat METHABDI
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/methabdi.Vol6No1.pp91-99

Abstract

Village Owned Enterprises (BUMDes) are strategic economic institutions. To support village economic independence, BUMDes operate in villages. However, most BUMDes still face big challenges in product marketing and financial record management, which are still done manually and use outdated methods. The purpose of this article is to explore how digital marketing systems and digital financial recording contribute to improving the performance and competitiveness of BUMDes. This study uses recent literature research (2020–2025) to analyze digital marketing strategies based on social media, websites, and e-commerce, as well as the implementation of digital-based Accounting Information Systems (AIS) for BUMDes financial recording. The research results show that using digital technology increases sales volume, market reach, transparency, and accountability in managing BUMDes finances.Keywords: soft skills, tech leadership, vocational high school, industry readiness, community service. Samosir Regency, which is one of Indonesia's five Super Priority Destinations designated by the government and is part of the Lake Toba National Tourism Strategic Area (KSPN), has a growing need for digitalization. Village-owned enterprises (BUMDes) in Samosir have a great opportunity to drive the village tourism economy, but they can only succeed if supported by a digital marketing system that can promote local products and tourism potential to tourists. BUMDes in Samosir have a huge opportunity to become the driving force of the village tourism economy, but they can only succeed if backed by a digital marketing system that can promote local goods and tourism potential to both domestic and foreign tourists, as well as a clear and accountable financial recording system. Limitations in human resources, technology infrastructure, and internet access in rural areas are major challenges. To realize smart BUMDes To create smart and competitive Village-Owned Enterprises (BUMDes), especially to support sustainable tourism development in the Lake Toba–Samosir area, continuous mentoring, digital literacy training, and support from local government policies are needed
Archiving Application High Military Court Case I Medan Mobile Based Andi Juandi Saputra; R. I. E. Saragih; Gortap Lumbantoruan
International Journal of Information System and Innovative Technology Vol. 1 No. 1 (2022): June
Publisher : Geviva Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63322/932bj673

Abstract

Application is an indispensable necessity at this time. A company or agency requires the role of information technology in terms of data management, one of which is the management of records. Archive is a recording of activities or events in various forms and media in accordance with the development of information and communication technology created and received by state institutions, regional governments, educational institutions, companies, political organizations and others that support the smooth operation of a company or agency. Information technology systems are needed to speed up the work process, reduce material waste, facilitate management so that archived data is well and regularly maintained in a system, and when data is needed can be found easily and quickly. With the development of increasingly sophisticated technology in the current era of globalization, we need a system that can facilitate all problems. The archiving problem can be overcome by having an application that can be used by the case administrator. Application for archiving that can be reached anywhere while being needed by the case administrator. The application can also make it easier to find data that is needed. At this writing will also explain the stages of research, starting from the analysis process, planning and implementing.
Penguatan Kapasitas Siswa SMK Gelora Jaya Nusantara melalui Pelatihan Soft Skills Tech Leadership sebagai Persiapan Memasuki Dunia Industri Rena Nainggolan; Rijois I. E Saragih; Eva Julia Gunawati Harianja; Jamaluddin Jamaluddin; Gortap Lumbantoruan; Darwis R. Manalu; Eviyanti Novita Purba; Junika Napitupulu; Marlyna I Hutapea; Resianta Perangin-angin; Rimbun Siringoringo; Roni J. Simamora; Elsya Secilia Margaretha; Marihot Gultom; Henri Yosua Pangihutan; Octania Togatorop; Azelia Sarah Dwi Artha; Nehemia Christian Boy
Jurnal Pengabdian Pada Masyarakat METHABDI Vol 5 No 2 (2025): Jurnal Pengabdian Pada Masyarakat METHABDI
Publisher : Universitas Methodist Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.46880/methabdi.Vol5No2.pp357-361

Abstract

The development of industries based on digital technology requires vocational high school (SMK) graduates not only to have technical competencies but also strong soft skills, particularly in technology leadership (tech leadership). Students majoring in Computer and Network Engineering (TKJ) need to be equipped with communication skills, teamwork, problem-solving, and decision-making abilities to be able to adapt and compete in a dynamic industrial world. This community service activity aims to improve the competencies of SMK Gelora Jaya Nusantara students through Soft Skills Tech Leaders training as an effort to prepare them for the challenges of the workforce. The implementation methods include interactive workshops, group discussions, case study simulations, and learning reflections. The results of the activity show an increase in students' understanding of the roles and responsibilities of a tech leader and the importance of soft skills in managing technology projects. Participants showed high enthusiasm and active involvement throughout the training. This activity is expected to serve as a strategic step in supporting the readiness of the younger generation to face digital transformation and the demands of Industry 4.0.
Perancangan Sistem Informasi Objek Wisata Di Kabupaten Simalungun Berbasis Mobile Eka Jaya Sinaga; Gortap Lumbantoruan; Eviyanti Novita Purba
KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer) Vol. 9 No. 1 (2025): AI dan Teknologi Cerdas: Pilar Ekosistem Digital Berkelanjutan dalam Meningkatk
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/komik.v9i1.9571

Abstract

Pariwisata merupakan salah satu sektor penting dalam membangun daerah, namun di Kabupaten Simalungun, penyediaan informasi wisata masih bersifat konvensional dan kurang terintegrasi, yang menjadi kendala dalam promosi dan pelayanan wisata. Penelitian ini bertujuan untuk merancang sistem informasi objek wisata berbasis mobile guna mempermudah masyarakat dan wisatawan dalam mengakses informasi secara efisien dan real-time. Metode pengembangan sistem yang digunakan adalah waterfall, yang meliputi tahapan analisis kebutuhan, perancangan sistem, implementasi, dan pengujian. Sistem yang dikembangkan menyediakan berbagai fitur utama seperti informasi objek wisata, peta lokasi, reservasi tiket, serta informasi penunjang lainnya seperti hotel dan penginapan, wisata kuliner, pusat perbelanjaan, tempat beribadah, dan informasi terkait Kabupaten Simalungun. Hasil perancangan menunjukkan bahwa sistem ini mampu memberikan solusi terhadap keterbatasan akses informasi sebelumnya dan berkontribusi dalam digitalisasi pariwisata lokal. Dengan antarmuka yang user friendly serta sistem basis data yang terstruktur, aplikasi ini diharapkan mampu meningkatkan pengalaman wisatawan sekaligus mendukung promosi destinasi wisata di Kabupaten Simalungun secara luas dan berkelanjutan.
Co-Authors Abriando Mangapul Sianipar Andi Juandi Saputra Aris Franata Ginting Babo Arthur Simanjuntak Azelia Sarah Dwi Artha Darwis Robinson Manalu Dea Elisabet Indriani Siahaan Doli Hasibuan Eka Jaya Sinaga Elda Rotio Harahap Elsya Secilia Margaretha Emma Rosinta Simarmata Endi Juli Anto Ester Monica Sinaga Eva Julia Gunawati Harianja Eviyanti N. Purba Gea, Asaziduhu Giben Frautama Manik Ginting Babo, Aris Franata Harahap, Elda Rotio Harianja, Eva J. G. Harianja, Eva Julia G. Harianza, Eva Julia Gunawati Henri Yosua Pangihutan Humuntal Rumapea Hutapea, Marlyna I. Ijonris, Yusuf Ika Lestari Tumanggor Indra M Sarkis Jamaluddin Jamaluddin Jamaluddin Jonathan H. Saragih Jujur Marentha Nababan Junika Napitupulu Laia, Sadarman Lian Adriawan Lince R. Panataria Lyna M. N. Hutapea Margaretta Nababan Marihot Gultom Marlyna I Hutapea Marpaung, Flora Marzuki Sinambela Mendarissan Aritonang Merry Anna Napitupulu Monika Rodearni Damanik Moris Raichel Sitanggang Mufria J. Purba Nababan, Margaretta Nada Ria Hasibuan Naikson Fandier Saragih Nainggolan, Rena Napitupulu, Thomson Januari Ndruru, Yufita Friska Nehemia Christian Boy Octania Togatorop Osella Natasya Ginting Panjaitan, Calvin Nicolas Perangin-angin , Resianta Purba, Eviyanti N. Purba, Eviyanti Novita R. I. E. Saragih Rasmulia Sembiring Rena Nainggolan Resianta Parangin-angin Resianta Perangin-Angin Rijois I. E Saragih Rijois I. E. Saragih Rijois Iboy E. Saragih Rimbun Siringoringo Roni Jhonson Simamora Ruth Magdalena Sadarman Laia Samuel Van Basten Halomoan Manurung Saragih, Yudha Darma Sianipar, Abriando Mangapul Sihotang, Alpredo Simanjuntak, Stevani L. Z. Sitorus, Hegi Audria Stevani L. Z. Simanjuntak Surianto Sitepu Tobing, Fenina A. T. Tumanggor, Ika Lestari Uliana Tetty Simatupang Yosephine Sembiring Yudha Darma Saragih Zalukhu, Delianus