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Pengaruh Tuning Parameter dan Cross Validation Pada Klasifikasi Teks Komplain Bahasa Indonesia Menggunakan Algoritma Support Vector Machine Vina Ayumi; Desi Ramayanti; Handrie Noprisson; Anita Ratnasari; Umniy Salamah
JSAI (Journal Scientific and Applied Informatics) Vol 6 No 3 (2023): November
Publisher : Fakultas Teknik Universitas Muhammadiyah Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36085/jsai.v6i3.6117

Abstract

Text classification aims to group text data, for example, to find some information from a large social media text dataset so that it can be used by the data owner. Manual text classification is time-consuming and difficult, so some researchers try to research text classification automatically. This study attempts to classify Indonesian text datasets using the SVM algorithm. The research was conducted in two stages, namely the first experiment without cross validation parameters and parameter tuning, then the second experiment was carried out with cross validation parameters and parameter tuning. Experiments without cross validation parameters and parameter tuning for support vector machines (SVM) obtained 89.47% accuracy with precision and recall values of 0.90 and 0.89 respectively. The second experiment used cross validation with k-5 and k-10 and tuning parameters with C constant and gamma values. Cross validation results with k-10 obtained the best accuracy with a value of 96.48% with a computation time of 40.118 seconds. Next, kernel functions in tuning parameters namely sigmoid, linear and radial basis functions are analyzed and it is found that sigmoid kernel functions achieve the best accuracy and computational time.
MENGOPTIMALKAN MANAJEMEN DAN KEAMANAN TI MELALUI IMPLEMENTASI LAYANAN DOMAIN ACTIVE DIRECTORY STUDI KASUS PADA INFRASTRUKTUR TI PERUSAHAAN Glen Maxie Taberima; Desi Ramayanti
Jurnal Informatika Teknologi dan Sains (Jinteks) Vol 6 No 1 (2024): EDISI 19
Publisher : Program Studi Informatika Universitas Teknologi Sumbawa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51401/jinteks.v6i1.3884

Abstract

Penelitian ini mengeksplorasi implementasi Layanan Active Directory Domain Services (AD DS) untuk mendukung manajemen pengguna dan keamanan terpusat dalam infrastruktur TI organisasi. Melalui studi kasus detil pada sebuah perusahaan dengan 21 karyawan yang menghadapi tantangan dalam mengelola jaringan 17 komputer, penelitian ini menyoroti peran kritis AD DS dalam meningkatkan efisiensi manajemen jaringan, keamanan, dan administrasi kebijakan pengguna. Dengan menggunakan metodologi PPDIOO, proyek ini menunjukkan peningkatan dalam pengurangan insiden keamanan, manajemen terpusat, dan efisiensi operasional. Hasil utama meliputi kontrol yang lebih baik terhadap akses pengguna, tata kelola TI yang lebih terstruktur, dan peningkatan keamanan data, sambil memenuhi kebutuhan penggunaan internet yang stabil dan aman untuk operasional bisnis sehari-hari. Implementasi ini menunjukkan potensi AD DS untuk secara signifikan meningkatkan praktik manajemen TI dan keamanan dalam lingkungan perusahaan.
File Upload Security: Essential Practices for Programmers Anrie Suryaningrat; Desi Ramayanti; Glen Maxi Taberima; Panji Pratama Kurniawan
CCIT (Creative Communication and Innovative Technology) Journal Vol 17 No 2 (2024): CCIT JOURNAL
Publisher : Universitas Raharja

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/ccit.v17i2.3172

Abstract

File upload processes, while convenient, introduce data security risks that must be addressed. Potential malware infections, sensitive information leaks, and data corruption necessitate the implementation of effective strategies and solutions. Data integrity refers to the accuracy, consistency, and reliability of stored and processed data. Human error, system failures, and cyberattacks can compromise data integrity, necessitating effective preventive and mitigation measures. Data security and file upload integrity are critical aspects of modern web applications. Given the escalating cyber threat landscape, implementing best practices to safeguard user data and ensure the authenticity of uploaded files is paramount. This paper delves into the implementation of best practices for protecting user data and ensuring file upload authenticity. The study proposes the implementation of best practices for secure file upload mechanisms in web applications, including the innovative application of hash-salting techniques. By adhering to the guidelines presented, developers can bolster the defenses of their web applications against a wide range of cyber threats, enhance user trust, and protect sensitive data. This approach also serves as an effective solution for improving efficiency, security, and compliance in digital records management.
Aplikasi ChatBot Sistem Parental Control berbasis IOT Purnama, Giri; Ramayanti, Desi
Arcitech: Journal of Computer Science and Artificial Intelligence Vol. 1 No. 2 (2021): December 2021
Publisher : Institut Agama Islam Negeri (IAIN) Curup

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (506.589 KB) | DOI: 10.29240/arcitech.v1i2.4316

Abstract

The increasing number of internet users along with the development of technology is increasing, the current webiste service users have been used by anyone and in all fields. Various sites about education, entertainment, mystical even violent scenes and pornography are things that are impossible not to find on the internet. More and more sites that are not educating at this time make parents have to be more careful and wise in supervising their children who are still under 17 years old in using internet facilities. In this study, a parental control system will be designed and built that utilizes a proxy server on a network which can later be implemented on an internet network at home. The type of research in this research is research and development to carry out system development. With this system, it is hoped that parents can be calmer at work or outside the home and their children can monitor all their activities on the internet from those that are less suitable for the child to visit.
Rancang Bangun Aplikasi Stock Zoning & Kehilangan Barang Berbasis Web dan Android dengan Metode Waterfall (Studi Kasus: PT Aplikanusa Lintasarta) Dariato, Eri; Ramayanti, Desi
Arcitech: Journal of Computer Science and Artificial Intelligence Vol. 1 No. 1 (2021): June 2021
Publisher : Institut Agama Islam Negeri (IAIN) Curup

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (979.175 KB) | DOI: 10.29240/arcitech.v1i1.4315

Abstract

PT Aplikanusa Lintasarta is a company engaged in the digital industry, namely as an internet service provider in providing data communication services. In a condition the administration / admin of the company found problems with data at the time of data collection, problems that arose related to the complexity of making monthly reports that contained data duplication, the occurrence of loss of outlet goods, selection of goods that took a long time to make reports. The purpose of this study is to design a web-based and android-based stock zoning application system with the waterfall method so that it is expected to make it easier for admins and technicians in administrative problems, especially in stock zoning and lost goods. The method in this study uses the waterfall model and uses the Unified Modeling Language (UML) to visualize the modeling. The results achieved in this research include searching for goods, which contains data on goods/outlet devices, then there is retrieval of goods where both internal technicians/vendors carry out goods retrieval transactions when handling disturbances, the return menu of goods which is used to input goods/data. the device is returned, installed, unplugged and features if there is a loss which is useful for reporting item/device data in the event of a loss problem.
Penerapan Data Protection Dengan Metode Replikasi Snapmirror Relationship Pada Perusahan XYZ Mulya, Imam; Ramayanti, Desi; Gatsu, Puspita
Arcitech: Journal of Computer Science and Artificial Intelligence Vol. 3 No. 1 (2023): June 2023
Publisher : Institut Agama Islam Negeri (IAIN) Curup

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29240/arcitech.v3i1.7861

Abstract

The development of an IT infrastructure at this time is growing rapidly, plus a lot of data, company transactions are stored on the server and thus require external storage as a production data storage medium, such as transactions, employee payroll applications to email used by employees of PT. XYZ. However, there are obstacles such as data corruption on the server so that databases and applications stored on the server are lost and therefore a method is needed to protect data and back up data on the company, the method used is the snapmirror replication method. Where data on a server located in the DC (Data Center) is stored in external storage then the data is replicated on external storage located in the DRC (Disaster Recovery Center), which later the external storage will create a snapshot copy. And later it is hoped that with this snapmirror replication, if corrupt data occurs, it will be recovered properly.
Perancangan sistem informasi antrian service motor sebagai pendataan bengkel berbasis Android (Studi kasus : M2 Motor Bogor) Susanto, Dwi Andrian; Ramayanti, Desi
Arcitech: Journal of Computer Science and Artificial Intelligence Vol. 1 No. 2 (2021): December 2021
Publisher : Institut Agama Islam Negeri (IAIN) Curup

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1112.965 KB) | DOI: 10.29240/arcitech.v1i2.4314

Abstract

M2 Motor Workshop is a workshop in the process of its service in the field of two-wheeled vehicle repair services and the sale of spare parts and other components at M2 Motor Bogor is still carried out manually. The manual process in the M2 workshop is the collection of spare parts stock that is still recorded in the book, the service process to customers, the process of assigning tasks to technicians, and also the workshop owner still receives all transaction reports manually. This study aims to design a motorcycle service queue information system as an android-based workshop data collection which is expected to make it easier for customers to service motorbikes by taking the service queue number first through this application and customers can see service status, service cost data and spare parts data. in real time. Employees or admins can manage payment invoices, customer data, technician data, service data, spare parts data and make monthly reports for workshop owners through the system. Workshop owners can easily find out monthly reports, service data and spare parts data through the system. The research method for developing this system is to use the waterfall model and Unified Modeling Language (UML) to visualize the modeling.
PENDAHULUAN DAN PELATIHAN SITUS GOOGLE SEBAGAI PORTOFOLIO DIGITAL SISWA SMK PGRI 16 JAKARTA Bias Yulisa Geni, Desi Ramayanti, Giri Purnama
JURNAL BIMA Vol 2 No 3 (2024): (Juli)
Publisher : PT.JNDI, JURNAL BIMA

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

Abstract

In the current digital era, the ability to master information technology is an essential skill that must be possessed by every individual, including students. Introduction and training activities on the use of Google Sites as a digital portfolio are very important and provide great benefits, especially in helping students display their work and academic achievements in a professional and efficient way. This activity is designed to implement a Google Sites introduction and training program for students of SMK PGRI 16 Jakarta, aimed at improving their digital literacy skills and preparing them to face the challenges of the digital age. The approach taken in this activity is through practical training methods carried out interactively, accompanied by question and answer sessions to ensure a comprehensive understanding of the material provided. The results of this activity show a significant increase in students' abilities in creating and managing digital portfolios via Google Sites. This not only enhances their skills in information technology, but also provides them with an effective tool to present themselves and their work to a wider audience. From this activity, it can be seen that the integration of information technology in the world of education, especially through the use of Google Sites as a digital portfolio media, has great potential in increasing digital literacy and the readiness of students and students for future careers.
Studi Literatur Pemodelan Smart-Posyandu sebagai Platform Pengawasan dan Pencegahan Stunting pada Anak Ramayanti, Desi
JSAI (Journal Scientific and Applied Informatics) Vol 7 No 2 (2024): Juni
Publisher : Fakultas Teknik Universitas Muhammadiyah Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36085/jsai.v7i2.5939

Abstract

This study examines the implementation of the Smart-Posyandu platform as an innovative solution for monitoring and controlling stunting in children under five years old (toddlers) in Indonesia. The primary focus is on addressing the challenge of stunting, an indicator of developmental failure in toddlers, often caused by inadequate nutrition and repeated infections. The research findings indicate that the implementation of Smart-Posyandu, with features such as monitoring child growth, managing nutritional status, educating pregnant women on nutrition, and integrating with health services, can enhance the effectiveness of monitoring and intervening in stunting. The study also highlights the importance of collaboration among healthcare workers, the community, and the government in stunting prevention efforts. Recommendations include field implementation of the application, raising community awareness, integrating health systems, developing technology, and strategic collaboration. These findings contribute to the knowledge of applying information technology in public health and support the vision of Smart Government development in Indonesia, particularly in efforts to improve toddler health and reduce stunting.
Perancangan dan Implementasi Sistem Aplikasi untuk Meningkatkan Efisiensi dan Efektivitas Kegiatan Lembaga Riset dan Pengabdian Masyarakat (LRPM) Ramayanti, Desi; Hidayat, Ryan; Hanafi, Muhammad; Apriani, Ari
JSAI (Journal Scientific and Applied Informatics) Vol 7 No 2 (2024): Juni
Publisher : Fakultas Teknik Universitas Muhammadiyah Bengkulu

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36085/jsai.v7i2.6255

Abstract

This study aims to develop an efficient and effective information system for the Research and Community Service Institute (LRPM) using the Rapid Application Development (RAD) method. RAD was chosen for its capability to produce rapid system development with iterations that allow adaptation to changing needs. The research methodology includes planning, design, implementation, and system testing. The system development involved the use of PHP with Laravel as the framework and MySQL as the database. The results indicate that the developed LRPM information system successfully met all the predefined functional requirements, including modules for login, registration, proposal submission, proposal tracking, and data management by the admin. System testing using the black box testing method resulted in a functionality score of 100%, indicating that the system operates according to expectations and is ready for use. This system is expected to improve efficiency and effectiveness in managing research and community service activities at LRPM.
Co-Authors Abdillah, Aditya Nur Abdul Wahab Nashir Ade Dwi Putra Ajrullah, Ajrullah Amiroh Amiroh, Amiroh Anita Ratnasari Anrie Suryaningrat Anrie Suryaningrat Apriani, Ari Aprianto, Aditya Dwi Ardianto, Darmawan Aris Sunandar Armita Athennia Asyifah, Nurul Ayumi, Vina Badru Salam Bathin, Muhammad Sholeh Bias Yulisa Geni Borneo Satria Pratama C Achmad Fahrudin Christian Hovel Simanjuntak Cofely, Chinoble Daim Muhammad Gufron Dariato, Eri Dianing Asri, Sri Diky Firdaus Dio Dava Ramadha Dion Sakti, Arman Elvaresia, Meysiel Fadhudin, Arie Faishal, Imam Ibnu Frianto, Dody Gatsu, Puspita Geni, Bias Yulisa Glen Maxi Taberima Glen Maxie Taberima Hadi, Solihul Hariyanto Aditya Ramadhan Hutapea, Natalia Ida Nurhaida Imam Nududdin Indah Setyorini Jalaludin, Jalaludin Juliansyah, Yahya Maulana Jumaryadi, Yuwan Kartika, amalia Kolidi Kolidi Komarudin Komarudin Komarudin Lestari, Fitri Dwi Lionie Lionie M.Rizky Alfariz Maula Thoman Sihotang Maulana, Ivan Mohammad Bakhriansyah Muhamad Sony Pratama Muhammad Hanafi MUHAMMAD RIZAL Muhammad Yusuf Hiqmal Miko Mulya, Imam Mustofa, Achmmad N Narsih Nelly Al Audhah Noprisson, Handrie Nur Ani Panji Pratama Kurniawan Priyanto, Mei Rendy Purnama, Giri Ramadhan, Hariyanto Aditya Robby Cahyadi Rony, Zahara Tussoleha Rudiarto, Sabar S Saniah Salamah, Umniy Samuel Aras Michael Saputra, M Julius Saputra, Vega Sarwati Rahayu SEPTIANITA Setyorini, Indah Shadiqi , Muhammad Abdan Shintya Dewi, Marysca Sri Andriati Asri Sri Dianing Asri Sukerman Suryaningrat, Anrie Susanto, Dwi Andrian Syarifudin Thoriq Zibaltar Tri Damayanti Wawan Gunawan Weni Indri Yanti Widyadi Setiawan Y. Erning Indrastuti YOHANA TRI UTAMI, YOHANA TRI yulisa geni, bias Yuliyanti, Ervina Zoelkarnain, Izaak