Search Results - "Scientific Journal of Informatics"

Exploring Data Analytics in Attendance Systems: Unveiling Machine Learning Techniques, Patterns, Practices, and Emerging Trends by Santoso, Joseph Teguh, Manongga, Danny, Setyawan, Iwan, Purnomo, Hindriyanto Dwi, Hendry

“…Purpose: The research aims to identify patterns and trends in attendance management through the application of reward and punishment systems as innovative…”
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Indonesian News Text Summarization Using MBART Algorithm by Astuti, Rahma Hayuning, Muljono, Muljono, Sutriawan, Sutriawan

“…Purpose: Technology advancements have led to the production of a large amount of textual data. There are numerous locations where one can find textual…”
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Comparative Study of Machine Learning Algorithms for Performing Ham or Spam Classification in SMS by Astuti, Erna Zuni, Sari, Christy Atika, Rachmawanto, Eko Hari, Ali, Rabei Raad

“…Purpose: Fraud is rampant in the current era, especially in the era of technology where there is now easy access to a lot of information. Therefore, everyone…”
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Implementation of Feature Selection Strategies to Enhance Classification Using XGBoost and Decision Tree by Nadya, Fhara Elvina Pingky, Ferdiansyah, M.Firdaus Ibadi, Nastiti, Vinna Rahmayanti Setyaning, Aditya, Christian Sri Kusuma

“…Purpose: Grades in the world of education are often a benchmark for students to be considered successful or not during the learning period. The facilities and…”
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The Comparison of K-Nearest Neighbors and Random Forest Algorithm to Recognize Indonesian Sign Language in a Real-Time by Goenawan, Aaqila Dhiyaanisafa, Hartati, Sri

“…Purpose: Comparing 2 models or prototype programs which can recognize Indonesian Sign Language System or Sistem Isyarat Bahasa Indonesia (SIBI) fonts from hand…”
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Comparative Analysis of LSTM Neural Network and SVM for USD Exchange Rate Prediction: A Study on Different Training Data Scenarios by Rosita, Yesy Diah, Moonlight, Lady Silk

“…Purpose: This paper aims to investigate and compare the performance of LSTM Neural Network and Support Vector Machines (SVM) in predicting the USD exchange…”
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Comparative Study of Imbalanced Data Oversampling Techniques for Peer-to-Peer Landing Loan Prediction by Muzayanah, Rini, Lestari, Apri Dwi, Jumanto, Jumanto, Prasetiyo, Budi, Pertiwi, Dwika Ananda Agustina, Muslim, Much Aziz

“…Purpose: Data imbalances that often occur in the classification of loan data on the Peer-to-Peer Lending platform cancause algorithm performance to be less…”
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Comparison of Discriminant Analysis and Support Vector Machine on Mixed Categorical and Continuous Independent Variables for COVID-19 Patients Data by Haikal, Husnul Aris, Wigena, Aji Hamim, Sadik, Kusman, Efriwati, Efriwati

“…Purpose: Numerous factors can affect the duration of COVID-19 recovery. One method involves utilizing natural herbal medication. This study seeks to determine…”
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Community Satisfaction with Online Services in East Lombok Regency: (Case Study: BAKSO Application) by Ahdarrijal, Yujitia, Pribadi, Ulung

“…Purpose: This study analyzes the use of the BAKSO (Create Online Population Administration) application for users, namely employees of the East Lombok Regency…”
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Knowledge Discovery from Confusion Matrix of Pruned CART in Imbalanced Microarray Data Ovarian Cancer Classification by Sapitri, Ni Kadek Emik, Sa’adah, Umu, Shofianah, Nur

“…Purpose: The results of microarray data analysis is important in cancer diagnosis, especially in early stages asymptomatic cancers like ovarian cancer. One of…”
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Forensic Analysis of Drones Attacker Detection Using Deep Learning by Editya, Arda Surya, Kurniati, Neny, Alamin, Mochammad Machlul, Pramana, Anggay Luri, Lisdiyanto, Angga

“…Purpose: This research proposes deep learning techniques to assist forensic analysis in drone accident cases. This process is focused on detecting attacking…”
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A Comparative Study of Random Forest and Double Random Forest Models from View Points of Their Interpretability by Khairunnisa, Adlina, Notodiputro, Khairil Anwar, Sartono, Bagus

“…Purpose: This study aims to compare the performance of ensemble trees such as Random Forest (RF) and Double Random Forest (DRF) from view points of…”
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YOLO vs. CNN Algorithms: A Comparative Study in Masked Face Recognition by Dewanto, Muhammad Ridho, Farid, Mifta Nur, Rafdi Syah, Muhammad Abby, Firdaus, Aji Akbar, Arof, Hamzah

“…Purpose: This research investigates the effectiveness of YOLO (You Only Look Once) and Convolutional Neural Network (CNN) in real-time face mask recognition,…”
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YOLOv8 Analysis for Vehicle Classification Under Various Image Conditions by Panja, Eben, Hendry, Hendry, Dewi, Christine

“…Purpose: The purpose of this research is to detect vehicle types in various image conditions using YOLOv8n, YOLOv8s, and YOLOv8m with augmentation.Methods:…”
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Performance Comparison Between LeNet And MobileNet In Convolutional Neural Network for Lampung Batik Image Identification by Andrian, Rico, Herwanto, Hans Christian, Taufik, Rahman, Kurniawan, Didik

“…Purpose: The rich cultural heritage of Indonesia includes the intricate art of batik, which varies across regions with unique patterns and motifs. This study…”
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Examination of the Factors Impacting the Interest of Residents in Semarang City in Mobile Health Applications: An UTAUT Analysis by Perdana, Muhamad Putra, Abidin, Zaenal

“…Purpose: The study aims is to examine the determinants that impact the level of public interest in utilizing mobile health (m-health) applications in Semarang…”
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E-Dharmagita Learning Model Innovation with Mobile and Multimedia Technology by Sudana, Oka, Sukma, Kd. Vigyan Melati, Wirdiani, Ayu, Putri, Gusti Agung Ayu

“…Purpose: Yadnya ceremony is a sacred sacrifice performed with sincere and wholehearted devotion by Hindus to God, spiritual leaders or teachers, fellow humans,…”
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Real-Time Web-Based Monitoring System for Temperature, Humidity, and Solar Panels in Ramie Drying Facilities by Hidayat, Sidiq Syamsul, Shabiya, Kiara Izzatus, Kadiran, Sri Anggraeni, Mujahidin, Irfan, Prabowo, M. Cahyo Ardi, Nursyahid, Arif, Wasito, Endro, Helmy, Helmy

“…Purpose: To address the manual monitoring challenges in processing ramie fibers, especially during drying. The purpose is to create a monitoring system that…”
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Analysis of Attack Detection on Log Access Servers Using Machine Learning Classification: Integrating Expert Labeling and Optimal Model Selection by Ridwan, Mohammad, Sembiring, Irwan, Setiawan, Adi, Setyawan, Iwan

“…Purpose: As the complexity and diversity of cyberattacks continue to grow, traditional security measures fall short in effectively countering these threats…”
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Analysis Impact of Rapid Application Development Method on Development Cycle and User Satisfaction: A Case Study on Web-Based Registration Service by Riadi, Imam, Yudhana, Anton, Elvina, Ade

“…Purpose: This research was conducted to respond to obstacles and inefficiencies in the new student registration system at RA Plus Rabbani. Currently, the…”
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